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Abstract

Vulvovaginal candidiasis (VVC) ranks among the most widespread fungal infections in women globally, with Candida albicans responsible for the majority of cases. Yet treatment has grown increasingly difficult, driven by a rise in infections from non-albicans Candida species and by recurrent VVC (RVVC) — a trend fueled in part by growing antifungal resistance Although topical vaginal formulations (creams, gels, tablets, suppositories) and oral antifungals remain effective for uncomplicated infections, their clinical utility is often constrained by poor vaginal retention, leakage, need for repeated dosing, suboptimal drug concentrations at the target site, systemic side effects, and poor patient compliance. To overcome these limitations, advanced vaginal drug delivery systems have been developed to enhance localized distribution, prolong retention, and sustain therapeutic action. This review critically examines recent advances in such systems, including vaginal films, hydrogels, intravaginal rings, microneedle-based platforms, and nanoparticle carriers (liposomes, solid lipid nanoparticles, and nanostructured lipid carriers), as well as the emerging role of AI/ML in vaginal drug delivery. It also discusses the pathophysiology of vulvovaginal candidiasis (VVC), current treatment strategies, and the shortcomings of conventional dosage forms, with particular focus on biodegradable and stimuli-responsive systems—covering their formulation approaches, therapeutic benefits, and recent progress. Collectively, these innovations offer promising strategies to improve treatment efficacy, patient adherence, and reduce VVC recurrence.

Keywords

Vulvovaginal candidiasis, Smart drug delivery, stimuli responsiveness, ANN, AI & ML, Hydrogels, Films, Microneedles, Nanoparticles, Liposomes, Nanostructured lipid carriers

Introduction

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“Vulvovaginal candidiasis” is a fungal infection which occurs mostly in the women of reproductive age. It occurs due to the overabundance of candida species in the vagina. It has become a major global health concern. Most of the studies states that almost three out of four women will experience at least one episode in their lifetime and about half of the women will experience recurrent infection. The prevalence of VVC puts a significant burden on women's health as well as healthcare systems in general.[1–4]. Candida albicans is the main causative agent of VVC, which accounts for around 80–90% of cases and is still more common when compared with other candida species. Several non-albicans Candida (NAC) species — including C. glabrata, C. tropicalis, C. krusei, and C. parapsilosis — have been identified as causing infections in recent years. Rising rates of infection with these species have been tied to the growing number of resistant strains, often driven by repeated or long-term antifungal use. Compared to C. albicans, many NAC species show lower susceptibility to standard antifungal drugs—especially azoles—making treatment failure and recurrent or persistent infections more likely[1,4–6]. Major symptoms associated with VVC includes severe itching, burning sensation, irritation, redness and swelling and also pain during urination and intercourse. A thick white cheese like discharge is an indication of the condition. These symptoms can be moderate to severe, and they frequently get worse with recurrent or persistent infections. Even though it is not a life threatening condition, its recurring and persistent nature often disrupt the physical comfort, sexual health, and quality of daily life The major predisposing factors associated with the infection includes antibiotic use, increased estrogen levels during pregnancy or hormonal therapy, uncontrolled diabetes mellitus, and tight-fitting clothing etc.[1–3,7,8]. Many women of reproductive age suffer greatly from recurrent vulvovaginal candidiasis (RVVC), a difficult-to-treat fungal infection that is characterized by three or more symptomatic episodes in a 12-month period. Even when Candida strains test as susceptible to standard first-line antifungals, treatment for recurrent vulvovaginal candidiasis (RVVC) frequently fails — a pattern that points to something beyond simple drug resistance at play. One explanation that has gained traction is biofilm formation, long considered a key virulence mechanism in Candida species and a likely contributor to both the persistence of RVVC and its poor response to treatment.[1–3,8,9]. There are generally two categories of RVVC, primary and secondary. Primary RVVC occurs in healthy and immunocompetent women, without any noticeable risk factors and therefore it considered as idiopathic in nature. On the other hand, a number of triggering events, such as excessive estrogen levels, hormone replacement treatment, diabetes, pregnancy, allergic diseases, or the use of corticosteroids and antibiotics, can cause secondary RVVC. Recurrences are also more common in women living with HIV, mostly because it is more difficult for them to control Candida due to a compromised immune system.[9]. VVC is generally treated with antifungals — most often azoles (fluconazole, clotrimazole, miconazole, terconazole, ketoconazole) or polyenes like nystatin — delivered orally or through topical vaginal forms such as creams, gels, tablets, and suppositories. RVVC management follows two stages: induction (7–14 days of topical or oral antifungals to clear the infection) and maintenance (typically weekly oral fluconazole for about six months to prevent recurrence). Treatment choice isn't universal, though — it depends on the specific Candida species involved and its susceptibility to available drugs.[2,9,10]. Standard antifungal treatments are generally effective for the treatment of uncomplicated VVC, but they are associated with several drawbacks such as the chances of systemic side effects and possible drug interactions on using oral antifungal agents, and also poor retention, leakage, frequent dosing and inconsistent drug delivery are associated with other conventional therapies which reduces the patient compliance. Antifungal resistance, the suboptimal drug concentration at the site of infections and the persistent biofilm formation are the other reasons which contribute to the treatment failure.[6,11]. In order to get around these problems, scientists have developed more sophisticated vaginal drug delivery systems that limit the amount of drug that enters systemic circulation while keeping the drug in place longer, adhering better to the mucosal surface, and releasing the active compound gradually. New techniques that offer better treatment results, increased patient compliance, and a lower risk of infection recurrence include intravaginal rings, nanoparticles, liposomes, nanofibers, hydrogels, microneedle-based systems, and stimuli-responsive formulations.[9,11–14].

  1. Pathogenesis of VVC

The pathophysiology of vulvovaginal candidiasis is intricate, resulting from a dynamic interaction between the virulence characteristics of Candida species, disruptions of the normal vaginal microbiota, and host immune systems.[5].

  • Colonization and predisposing factors.

Candida species are present in the vagina as part of the normal microbial community and do not cause any symptoms in healthy women. there are many factors that disrupt the balance between the host immune response and the the vaginal microbial environment, which includes pregnancy, diabetes mellitus, prolonged broad-spectrum antibiotic use, hormonal fluctuations, immunosuppression, and elevated estrogen levels etc. Vulvovaginal candidiasis arises from a disruption of this microbial balance, which permits the proliferation of Candida species.[4–6,15,16].

  • Adhesion

The pathogenesis of vulvovaginal candidiasis is initiated by the adhesion of Candida cells to the vaginal epithelium, representing the first critical step in disease establishment. Key fungal surface proteins drive this process—mainly the agglutinin-like sequence (ALS) family and hyphal wall protein 1 (Hwp1), which act as adhesins. Once Candida effectively latch onto the vaginal mucosa, it is able to colonize the tissue—and that sets the stage for everything that follows, from invading deeper tissue to forming biofilms and driving a full-blown infection. [4–6,16,17].

  • Morphological transition and tissue invasion

A key part of what makes Candida albicans harmful is its shape-shifting ability—it can switch from a single-celled yeast form into thread-like hyphae and pseudo-hyphae. Candida penetrates the vaginal lining using these invasive structures in two ways: it gets taken up by host cells through endocytosis, and it actively pushes its way in on its own.  The transition from yeast to hyphal morphology is a key virulence mechanism underlying tissue invasion, and is widely regarded as a prerequisite for the onset and progression of symptomatic VVC.[4–6,16,18].

  • Production of Virulence Factors

Beyond its ability to grow as hyphae, Candida albicans relies on several other virulence factors to cause disease. These include the capacity to create candida lysin, a cytolytic peptide toxin that damages epithelial cells, build biofilms, avoid host immunological responses, and secrete hydrolytic enzymes such secreted aspartyl proteinases (SAPs), phospholipases, lipases, and hemolysins. Together, these virulence factors enable the fungus to adhere to and colonize host tissue, invade it, persist over time, and resist clearance by the immune system.[4–6,16,19,20].

  • Biofilm Formation

Candida has the ability to form a microbial community emebdded within a self-produced extracellular matrix called as biofilms on both the medicl devices and vaginal mucosa. These biofilms play an important role in the pathogenesis of RVVC. They have the ability to enhance the fungal survival, shield the organism from the host's immune system defense and thereby reducing its sensitivity to antifungal treatment. [4–6,8,16,21].

  • Host Immune Response and Inflammation

Vulvovaginal candidiasis symptoms arise mainly from an overactive immune response in the host, rather than from direct tissue damage caused by the fungus itself. When vaginal epithelial cells detect the presence of Candida, they respond by releasing cytokines and chemokines—signaling molecules that in turn recruit neutrophils to the site. Yet these immune cells frequently fall short of clearing the fungus entirely, leading to ongoing inflammation and symptoms like itching, burning, redness, swelling, and vaginal discharge.[4–6,16].

  • Recurrent vulvovaginal candidiasis

Recurrent vulvovaginal candidiasis (RVVC) is diagnosed when a woman experiences three or more symptomatic episodes within a single year. The condition is thought to arise from multiple contributing factors, including persistent fungal colonization, biofilm development, genetic predisposition of the host, dysregulated immune responses, and incomplete elimination of Candida from vaginal reservoirs, which together promote repeated episodes of infection[3–6,8,9,16].

Figure 1: Pathogenesis of VVC

  1. Conventional dosage forms
  1. Vaginal creams

Vaginal creams are one of the standard first line dosage form for treating uncomplicated VVC. These are usually water-in-oil or oil-in-water type of emulsions which contains antifungal drugs. These types of semisolid preparations are generally applied intravaginally using an applicator. These formulations helps  to  reduce the chances of systemic adverse effects and possible drug interactions by delivering drugs to the site of infection.[1,22,23]. VVC is usually treated with creams containing azole antifungal agents such as clotrimazole, miconazole, terconazole, butoconazole or tioconazole. Among these clotrimazole and miconazole is mostly acceptable and frequently prescribed due to their safety profiles, established clinical history and broad-spectrum action. These formulations are available in a variety of dose regimens and strengths, ranging from conventional 7-day courses to shorter 1- to 3-day treatments. For example, clotrimazole is typically marketed as a 1% cream for a seven-day regimen or as a 2% formulation for a shorter three-day course. Miconazole follows a similar pattern — a 2% cream for seven days of use, or a 4% cream when a more concentrated three-day course is needed. That said, conventional vaginal creams aren't without their drawbacks. Issues like leakage, messiness, inconsistent retention within the vaginal cavity, and the need for repeated dosing can all make them less convenient for patients, potentially affecting how well they stick to their treatment regimen[22–24].

  1. Vaginal gels

Gels are semisolid preparations formed by a three-dimensional polymer network. This network gives the gel its solid-like structural integrity and shape retention, while still allowing it to hold a significant volume of liquid within its matrix [25]. These formulations also deliver the drugs to the target site and helps minimize the possible systemic toxicity. Examples for gelling agents: carbomers, poloxamers, hydroxypropyl methyl cellulose (HPMC), hydroxy ethyl cellulose (HEC), chitosan, pectin, etc. And the frequently used antifungal agents include clotrimazole, miconazole, fluconazole, amphotericin B, and terbinafine.[25–28].

  1. Vaginal ointments

Another kind of semisolid dosage form is vaginal ointments, which are made by mixing antifungal medications with an oleaginous or water-miscible base to be applied to the vaginal mucosa. Although they can be highly effective in managing vulvovaginal candidiasis (VVC)—especially in cases involving significant vulvar symptoms—ointments are used less frequently than creams and gels in routine clinical practice. Clotrimazole, miconazole, and nystatin are common antifungal drugs utilized in these formulations; they restrict systemic drug exposure while acting locally on the afflicted tissue. However, the semisolid formulation has several disadvantages, including greasiness, leaking, and less comfortable application, despite its benefit of extending contact time with the mucosal surface.[24,27].

  1. Vaginal tablets

These are solid dosage forms formulated for local delivery to the vaginal tract, most commonly used to treat gynecological conditions such as vaginal infections. They are manufactured using the same compression techniques employed in conventional oral tablet production and typically contain a comparable range of excipients. When inserted, these tablets absorb moisture from vaginal fluid, as a result they swell and adhere to the vaginal mucosa. This adhesion keeps the drug in place and allows for gradual release, improving local retention and therapeutic effectiveness. Surfactants can enhance drug penetration, but mucoadhesive polymers—such as hydroxypropyl methylcellulose, carbopol, chitosan, and polycarbophil—play the larger role in prolonging retention. Antifungal vaginal tablets, most commonly containing clotrimazole, miconazole, or dequalinium chloride, are widely used, with clotrimazole the most popular choice. Available in several strengths and treatment regimens, clotrimazole vaginal tablets have shown strong clinical outcomes, with mycological cure rates comparable to oral azole therapy for uncomplicated vulvovaginal candidiasis.[27,29–31].

  1. Vaginal Suppositories

Vaginal suppositories—also known as ovules—are solid dosage forms generally prepared with water-soluble bases, such as glycerol-gelatin, or water-miscible bases, such as polyethylene glycol (PEG)[22,27,29,32]. Unlike rectal suppositories, which melt when inserted, vaginal suppositories dissolve instead, allowing for targeted, localized medication release due to their hygroscopic nature. To improve stability and boost therapeutic efficacy, formulations frequently include excipients like surfactants and preservatives. [29,32,34]. Research has shown that a single 1200 mg dose of miconazole nitrate, delivered as an ovule, offers quicker symptom relief and is generally preferred by patients over the traditional 7-day course of miconazole cream for treating VVC[29,33]. Fenticonazole ovules have also proven effective in treating vaginal trichomoniasis, with patients generally tolerating the treatment well — even at higher doses, side effects reported were typically mild to moderate[29,32,34].

Table 1: Advantages and limitations of conventional vaginal dosage forms

Conventional Vaginal Dosage Form

Advantages

Limitations

References

 

 

 

Creams

  • Easy application.
  • Provide rapid symptom relief.
  • Suitable for local drug delivery with minimal systemic exposure.
  • Provide a soothing and lubricating effect and improved patient compliance.
  • Are effective for the treatment of acute uncomplicated vulvovaginal candidiasis.
  • Leakage and messiness after application.
  • Short residence time and increased clearance rate.
  • Require frequent administration.
  • Dose variability due to applicator use.

[1,3,9,22,27,29,35]

Gels

  • Good mucoadhesion and uniform distribution.
  • Hydrate and soothe vaginal tissues.
  • Can provide controlled drug release with suitable polymers.
  • Easy formulation and administration.
  • Provide better spreadability and uniform distribution over the vaginal mucosa than creams.
  • Leakage from the vagina. Rapid elimination by vaginal fluid turnover.
    May require repeated dosing.
    Can cause discomfort due to excess moisture
  • May exhibit reduced efficacy against recurrent and resistant vulvovaginal candidiasis.
  • Stability of some gel formulations may be influenced by vaginal pH and temperature.

[13,22,25–27,29]

Vaginal ointments

  • Excellent lubrication and prolonged contact with mucosa.
  • Protective barrier effect.
  • Suitable for lipophilic drugs.
  • Reduce local irritation
  • Provide an emollient effect, relieving vulvovaginal irritation and inflammation
  • Greasy and messy to use.
  • Poor patient acceptability.
  • Can stain clothing.
  • Variable drug release from oily bases.

[3,9,22,27,29]

Vaginal tablets

  • Accurate and uniform drug dosing
  • High drug stability and long shelf life.
  • Less leakage than creams or gels.
  • Easy to administer with good patient acceptance.
  • Require vaginal moisture for dissolution.
  • Delayed onset in women with vaginal dryness.
  • Possible local irritation.
  • May be expelled if not inserted properly.

[13,22,25–27,29]

Vaginal suppositories

  • Melt or dissolve at body temperature, ensuring direct drug release at the site of infection.
  • Provide accurate and uniform dosing with good local therapeutic efficacy.
  • Offer longer mucosal contact than vaginal creams due to their solid dosage form.
  • Suitable for patients who have difficulty using creams or oral antifungal therapy.
  • May cause leakage after melting, leading to discomfort and reduced patient acceptability.
  • Drug release depends on melting/dissolution, which may vary with the formulation and vaginal conditions.
  • Conventional suppositories do not provide prolonged or controlled drug release.
  • Less suitable for long-term management of recurrent or biofilm-associated VVC.

[1,22,24,27,29]

Advanced vaginal drug delivery system

  1. Vaginal films

Vaginal films are thin, solid polymer-based dosage forms designed to dissolve quickly once they come into contact with vaginal fluids, releasing the drug right at the site of infection. Compared to gels and creams, they're much less messy, cause less leakage, and tend to be better accepted by patients[27,29,36]. Their compact, pliable shape makes them easy to insert intravaginally without needing an applicator. Because they're dry rather than semisolid, they hold up well during storage and aren't easily affected by changes in temperature or humidity[27,29,36].Vaginal films were originally designed for contraceptive and microbicidal purposes, but they're now gaining attention as potential carriers for antifungal drugs in treating vulvovaginal candidiasis. This growing interest stems from their ability to improve drug stability, extend contact time with the mucosal surface, and make the treatment easier for patients to stick with[27,29,36] Kumar et al. developed fluconazole-loaded vaginal films using HPMC via the solvent casting method. These films showed consistent drug content, good mechanical strength, and a sustained release profile[37]. They also demonstrated strong antifungal activity against Candida albicans, suggesting they could serve as a promising alternative to conventional vaginal dosage forms for treating localized VVC[37]. Conte et al. developed vaginal films made from biopolymers, loaded with fluconazole and thymol — and among the variations tested, the chitosan/HPMC films stood out for their flexibility, swelling behavior, and mechanical strength[38].  Pairing fluconazole with thymol boosted the formulation's antifungal potential against resistant Candida strains, making it a promising strategy for tackling recurrent and drug-resistant VVC[38].

Figure 2: Vaginal film

Table 2: Advantages and limitations of vaginal films

Advantages

Limitations

 

References

  • Rapid dissolution and localized drug release.
  • Less leakage and messiness than creams and gels.
  • Easy self-administration without an applicator.
  • Good stability during storage and transportation.
  • Thin, flexible, and highly acceptable to patients.
  • Potential to improve drug retention and therapeutic efficacy
  • Limited drug-loading capacity compared with semisolid formulations.
  • Drug release depends on the availability of vaginal fluid for film dissolution.
  • Conventional films generally do not provide prolonged or controlled drug release.
  • Limited clinical evidence is available for antifungal vaginal films in vulvovaginal candidiasis

[25,27,29,36]

 

 

 

 

  • Composition of Vaginal Films

Table 3: Components of vaginal films

Component

Function

Example

References

 

 

Film forming polymers

 

 

Form the structural matrix

Polyvinyl alcohol (PVA), Hydroxypropyl methylcellulose (HPMC), Hydroxyethyl cellulose (HEC), Sodium alginate

[22,27,29,36,39]

Mucoadhesive polymers

Improve adhesion to vaginal mucosa

Chitosan, Carbopol, Sodium carboxymethyl cellulose, Hyaluronic acid

[22,27,29,36,40]

Plasticizers

Increase flexibility and prevent brittleness

Glycerol, Polyethylene glycol (PEG), Propylene glycol

[22,27,29,36,40]

Surfactants/Penetration enhancers

Improve wetting and drug permeation

Tween 80, Poloxamers

[22,27,29,36,40]

  1. Vaginal Hydrogels

Vaginal hydrogels are three-dimensional, cross-linked polymer networks capable of soaking up large amounts of water without losing their structural integrity. Due to their strong biocompatibility, mucoadhesive properties, extended residence time in the vaginal cavity, and ability to release drugs gradually, they've emerged as promising delivery systems for treating vulvovaginal candidiasis locally — offering better drug retention, improved bioavailability, and greater patient compliance than conventional vaginal formulations[41]. One of the advancements in the hydrogel based vaginal drug delivery systems include embedding nanocarriers—like liposomes, nanoparticles, nanoemulsions, and microsuspensions—within the hydrogel matrix. by integrating both of these systems the formulation will have the ability to stay in place for extended periods a property which is derived from hydrogel paired with the nanocarriers' improved tissue penetration and greater capacity to carry drug payloads. [41]. Vaginal hydrogels loaded with terbinafine and formulated using natural polymers—such as chitosan, sodium carboxymethylcellulose, and Carbopol—have shown sustained drug release along with stronger antifungal activity against Candida species compared to commercially available products. The optimized hydrogel formulations were well-tolerated, causing no irritation, and remained physically stable throughout a three-month stability study[42,43]. Researchers have developed caspofungin-loaded vaginal hydrogels as a promising topical approach for treating vulvovaginal candidiasis (VVC). Formulated with chitosan and thermosensitive Poloxamer 407, these hydrogels demonstrated sustained release of caspofungin, minimal permeation across the vaginal mucosa, broad-spectrum activity against various Candida species, and good biocompatibility, with no signs of tissue irritation.[44].

Figure 3: Types of hydrogels

Table 4: Advantages and limitations of hydrogels

Advantages

Limitations

References

Increased residence time and mucoadhesive property

High water content may lead to microbial infection.

[27,29,41,45]

Enhanced bioavailability of poorly soluble antifungal drugs

Lower physical stability compared with solid dosage forms.

[27,29,41,45]

Protection of drugs from degradation and minimum systemic absorption.

Drug loading may be limited for poorly soluble compounds.

[27,29,41,45]

 

 

  • Polymers Used in Vaginal Hydrogels

Table 5: Polymers for preparing hydrogels

Polymer

Category

Advantages

References

Chitosan

Natural

Mucoadhesive, intrinsic antimicrobial activity.

[7,22,27,29,42]

Sodium alginate

Natural

Biocompatible, gel-forming.

[7,22,27,29,42]

Hyaluronic acid

Natural

Tissue healing, hydration.

[7,22,27,29,42]

Carbopol

Synthetic

High viscosity, mucoadhesion.

 

[7,22,27,29,42]

Poloxamer 407

Synthetic

Thermosensitive gelation

[7,22,27,29,42]

 

Polyvinyl alcohol (PVA)

Synthetic

Mechanical strength

[7,22,27,29,42]

HPMC

Semi-synthetic

Film-forming and viscosity modifier

[7,22,27,29,42]

  • Types of Vaginal Hydrogels

Table 6: Classification of hydrogels

Type

Mechanism

References

Conventional hydrogels

Preformed cross-linked polymeric network that hydrates, swells and releases drug by diffusion and polymer relaxation.

[22,41,42]

Mucoadhesive hydrogels

Form hydrogen bonding and electrostatic interactions with vaginal mucin, increasing adhesion and residence time while sustaining drug release.

[42,46,47]

Thermosensitive (in situ) hydrogels

Liquid at room temperature and undergo sol-to-gel transition at vaginal temperature (≈37 °C), minimizing leakage after administration.

[42,48–50]

pH-responsive hydrogels

Swell or alter network structure in response to changes in vaginal pH during infection, triggering controlled drug release.

[22,41,42,45,51]

Ion-sensitive hydrogels

Gelation occurs in the presence of physiological ions (Ca²⁺, Na⁺, K⁺) present in vaginal fluid, producing an in situ gel depot.

[41,42,45,48]

Multi-stimuli-responsive hydrogels

Respond simultaneously to two or more stimuli (e.g., temperature + pH, temperature + ions) for intelligent and controlled drug release.

[41,42,45,48]

  1. Vaginal rings

Vaginal rings (VRs), also called intravaginal rings (IVRs), are flexible, polymer-based devices built to deliver drugs in a sustained, controlled way directly within the vaginal cavity. They're usually made from biocompatible materials like silicone elastomers, polyurethane (PU), or thermoplastic polyurethanes (TPU), and once inserted into the upper vagina, they can steadily release therapeutic agents for weeks or even months at a time[29,42,52–55]. Compared to traditional vaginal dosage forms, vaginal rings provide a number of benefits, including longer retention times, more regulated medication release, and fewer doses—all of which contribute to improved patient adherence. Vaginal rings are a very promising treatment for recurrent vulvovaginal candidiasis (RVVC) because of these characteristics [29,42,52–55]. Mattia Tiboni and colleagues developed a 3D-printed intravaginal ring loaded with clotrimazole for treating recurrent vaginal candidiasis. Using fused deposition modeling, they created a device capable of releasing the drug steadily over several days, by retaining its antifungal potency against Candida albicans[11]. Unlike conventional creams or tablets that need to be applied repeatedly, the ring provided extended local drug exposure from just a single insertion — a feature that could boost patient compliance and lead to better treatment outcomes[11]. To treat vulvovaginal candidiasis, researchers created a 3D-printed intravaginal ring (IVR) constructed of ethylene-vinyl acetate (EVA) and loaded with the antifungal medications clotrimazole and bifonazole. The ring exhibited good drug stability, sustained antifungal release for up to one week, appropriate mechanical strength, and complete inhibition of Candida albicans growth within four days, demonstrating its potential as an effective single-application therapy for recurrent VVC[52,56]. A recent study by Suresh et al. explored a novel approach to managing vulvovaginal candidiasis using an intravaginal ring coated with a quinazoline-derived copper(I) complex. The coated ring proved highly effective against Candida albicans, eliminating around 70% of established biofilms and blocking the fungus's transition into its invasive hyphal form under simulated vaginal conditions[57].

Table 7: Types of intravaginal rings and their characteristics

Type

Structure

Mechanism

References

Matrix ring

Drug dispersed throughout polymer matrix.

Diffusion through polymer.

[29,42,52,58,59]

Reservoir ring

Drug core surrounded by rate-controlling membrane.

Membrane-controlled diffusion.

[22,42,52,58,59]

Sandwich ring

Drug layer between polymer layers.

Controlled diffusion.

[52,60,61]

Pod ring

Drug-containing pods embedded in ring.

Individual pod-controlled release.

[14,62,63]

Biodegradable ring

Drug dispersed within degradable polymer.

Polymer degradation and diffusion

[64–67]

Table 8: Polymers used for the preparation of IVRs

Polymer

Type

Examples / Applications

References

Silicone elastomer (Polydimethylsiloxane)

Non-biodegradable

Estring, Femring, Annovera, Dapivirine IVR

[14,68–70]

Ethylene-vinyl acetate (EVA)

Non-biodegradable thermoplastic

NuvaRing, Ornibel membrane

[42,52,56,56,71–73]

Thermoplastic polyurethane (TPU)

Non-biodegradable thermoplastic

Ornibel core

[14,54,71,74,75]

Polylactic acid (PLA)

Biodegradable polyester

Experimental biodegradable IVRs

[42,71]

Styrene-butadiene block copolymer

Biodegradable/erodible experimental polymer

Estradiol vaginal rings

[14,62]

Polycaprolactone

Biodegradable polyester

Experimental antifungal, antiviral and contraceptive IVRs

[64,65,67,76,77]

Microneedle arrays

Microneedle arrays (MNs) have gained attention as a novel platform for delivering drugs directly to the vaginal site, offering a minimally invasive alternative to traditional dosage forms[23,42]. Microneedles are tiny, microscopic projections—typically ranging from 25 to 1000μm—that painlessly pierce the outermost layer of the vaginal epithelium. In doing so, they create temporary microchannels that boost drug permeation, all while leaving deeper tissue layers and nerve endings unharmed[23,42]. One study focused specifically on VVC took a different approach, using rapidly dissolving microneedles loaded with lipid nanocarriers containing clotrimazole[78]. The microneedles rapidly dissolved following vaginal insertion, releasing the antifungal-loaded nanoparticles into the mucosa. Compared with blank microneedles and lipid nanocarriers alone, the microneedle formulation produced significantly greater inhibition of both Candida albicans and Candida glabrata.[78] Enggi et al. developed dissolving microneedles incorporating multilayer microcapsules containing Lactobacillus plantarum as a probiotic therapy for VVC. Following vaginal administration, the microneedles dissolved rapidly, releasing viable probiotic microcapsules that inhibited the growth of Candida albicans up to three-fold more effectively than conventional hydrogel and patch formulations in an ex vivo vaginal model[79]. In another study, Aziz et al. developed fluconazole nanocrystal-loaded dissolving microneedles for localized vaginal delivery. Nanocrystal incorporation significantly improved the dissolution characteristics of fluconazole, achieving an in vitro drug release of 89.51%, while the dissolving microneedle system demonstrated a drug recovery of 96.45% following administration[80]. Microneedle arrays appear to be a promising novel treatment for vulvovaginal candidiasis. Their ability to administer probiotics, antifungal drugs, and other therapeutic agents directly into the vaginal mucosa has several advantages, including increased drug penetration, higher bioavailability, maintained local drug concentrations, reduced dose frequency, and enhanced patient compliance[27,42,81].

Fig 4: Microneedle array

Table 9: Types of Microneedles used for Vaginal Drug Delivery

Type

Materials

Mechanism

References

Solid

Silicon, stainless steel

Creates microchannels followed by topical drug application

[23,42,81]

Coated

Metal/polymer coated with drug

Rapid dissolution of coating

[22,23,42,81]

Dissolving

PVA, PVP, hyaluronic acid

Needle dissolves after insertion

[23,42,79,80]

Hydrogel-forming

Cross-linked polymers

 

Swelling-controlled release

[23,42,82]

Biodegradable

PLA, PLGA, PCL

Polymer degradation

[23,42,83]

  1. Nanoparticle-based formulations for vaginal delivery
  1. Liposomes

Liposomes are spherical vesicles made up of one or more phospholipid bilayers surrounding an aqueous core, allowing them to encapsulate both hydrophilic and lipophilic drugs. They are a desirable carrier choice for vaginal drug delivery due to their great biocompatibility, capacity for regulated drug release, and ability to prolong drug retention. When their surface is modified with mucoadhesive polymers, vaginal residence time and local therapeutic efficacy against vulvovaginal candidiasis (VVC) are further enhanced[27,42,84].

Table 10: Applications of liposomes for vaginal drug delivery

Formulation

Drug

Key findings

Reference

Chitosan-coated liposomes.

Clotrimazole

Chitosan coating (0.1–0.6%) enhanced mucoadhesion, prolonged drug release, increased vaginal retention, and reduced tissue penetration. Lower chitosan concentrations exhibited better mucoadhesive performance.

[42,85]

Deformable propylene glycol-containing liposomes (DPGLs) in Carbopol hydrogel

Clotrimazole / Metronidazole

Showed high drug entrapment, sustained diffusion-controlled release, rapid penetration into the hydrogel matrix, and maintained suitable mechanical properties for vaginal application.

[86]

  1. Solid lipid nanoparticles (SLNs)

Solid lipid nanoparticles are nanoscale, lipid-based drug carriers featuring a solid lipid core that is stabilized by surfactants.

Table 11: Applications of SLNs in vaginal drug delivery

Formulation

Drug

Key finding

References

Polymer-coated SLNs

Ketoconazole, Clotrimazole

Controlled drug release and enhanced antifungal activity against C. albicans.

[42,87]

Cationic SLNs

Clotrimazole + α-Lipoic acid

Enhanced stability, prolonged release, and improved activity against resistant Candida.

[42,88]

SLNs

Fluconazole

High drug encapsulation and improved efficacy against fluconazole-resistant Candida

[42,89]

  1. Nanostructured Lipid Carriers (NLCs)

These are a combination of liquid and solid lipids, a second-generation lipid nanocarrier system. When compared to solid lipid nanoparticles (SLNs), they have several advantages because of their structure, which include increased drug-loading capacity, increased stability, and longer-lasting drug release. And also due to their strong mucoadhesive properties and higher absorption rate NLCs are considered as a promising delivery system for vulvovaginal candidiasis (VVC) [42,90].

Table 12: Applications of NLCs in vaginal drug delivery

Formulation

Drug

Key findings

References

Mucoadhesive NLC hydrogel

Hypericin

Sustained release and improved photodynamic antifungal activity.

[42,91]

Thermosensitive NLC gel

Clotrimazole

Sustained release, minimal systemic absorption, and enhanced anti-Candida activity.

[42,92]

NLCs

Voriconazole

Improved activity against Candida biofilms.

[42,93]

  1. Electrospun nanofibers

Electrospinning stands out as a versatile and cost-effective technique for producing fibers on the nano- to micro-scale. these electrospun nanofiber mats are one the most promising targeted drug delivery system within the vaginal environment due to their unique structural and physicochemical properties[42,94]. Electrospinning works by applying a strong electric field to a polymer solution or melt as it's pushed through a syringe needle. This field draws the charged liquid out into a thin jet, which is pulled toward a grounded collector plate. As the jet travels through the air, the solvent evaporates, leaving behind continuous, ultra-fine fibers that pile up on the collector to form a nonwoven, porous mat. Because of this porous structure, the resulting mats are well-suited for loading and delivering drugs or other medicinal compounds.[94].

One or more of the following methods control the release of drugs from electrospun nanofibers[42,94]:

  • Diffusion of drugs across the polymer matrix
  • Drug diffusion facilitated by swelling of polymer.
  • Degradation of polymer resulting in a slow release of the medication.
  • Polymer fiber surface erosion.
  • Dissolution of the hydrophilic nanofibers, leading to rapid drug release.

The pronounced hydrophilicity and consequent aqueous solubility of polymers such as PVP and PVA typically result in rapid, near-instantaneous drug release profiles, often characterized by an initial burst effect[94]. In contrast, hydrophobic polymers such as PCL restrict the ingress of aqueous media into the polymer matrix, thereby retarding drug diffusion kinetics and facilitating a more controlled, sustained release profile over an extended duration.[94]. Several studies have provided support for the application of nanofibers in managing VVC. For instance, Souza et al. employed electrospinning to develop amphotericin B-loaded poly(lactic-co-glycolic acid) (PLGA) nanofibers intended for localized vaginal drug delivery, demonstrating sustained release of the drug over a continuous eight-day period.[95]. In a related investigation, Sharma and colleagues formulated fluconazole-loaded PVA nanofibers exhibiting a uniform, bead-free structure, with fiber diameters spanning 150–180 nm. Relative to the free drug, these nanofibers exhibited enhanced antifungal efficacy against Candida species and sustained drug release over a 6-hour period[96]. Nematpour et al. developed clotrimazole-loaded vaginal formulations using polymeric materials such as polyvinyl alcohol (PVA), sodium alginate, and dextran, fabricating both electrospun nanofibrous mats and conventional films for comparison. Evaluation of the two formulations revealed marked differences in Young's modulus, mucoadhesive strength, and antifungal efficacy. Notably, the electrospun nanofibrous mats demonstrated superior vaginal mucoadhesion and enhanced antifungal activity relative to their film-based counterparts. [97]. Mishra et al. reported that incorporating a eucalyptol/β-cyclodextrin inclusion complex into electrospun gellan/polyvinyl alcohol nanofibers (EPNF) achieved a sustained release profile, resulting in approximately 70% inhibition of biofilm formation by both Candida albicans and C. glabrata[98].

Figure 4: Electrospinning

Vaginal formulation design and development using AI and ML techniques

Molecular dynamics simulations and empirical mathematical models have improved our comprehension of the behavior of vaginal medication delivery devices. By combining data from many variables, machine learning-based methods go one step further and offer more effective and flexible formulation development tools. For instance, researchers linked the composition and thickness of ethylene–vinyl acetate (EVA) polymer membranes to estradiol permeation behavior using an artificial neural network (ANN)-based optimization framework. They then used constrained optimization to identify formulation parameters that could reach particular target doses. More generally, ML models are excellent at integrating diverse data sources and capturing the intricate, multifaceted connections between formulation characteristics and vaginal physiology[99]. Pałkowski et al. investigated the relationship between formulation composition and processing parameters and post-application vaginal pH in tablets and pessaries using dominance-based rough set theory, a rule-based artificial intelligence technique. In order to optimize formulations that quickly disintegrate or deform while maintaining physiological pH, they examined the effects of excipients such methylcellulose, glycerol, lactic acid, chitosan, and Eudragit E-100 on vaginal acidity[99,100]. Ndesendo et al. integrated artificial neural networks (ANN) with molecular modeling to optimize the bioadhesive and erosion properties of intravaginal polymeric devices. They developed caplet-shaped devices containing zidovudine and polystyrene sulfonate, using an ANN-based analysis to guide rational polymer selection—maximizing bioadhesion while preserving matrix integrity under simulated vaginal conditions. This work illustrated how molecular mechanics simulations can be combined with ANN modeling to fine-tune polymer composition, contributing to more rational, data-driven approaches for enhancing formulation performance[99,101]. An ANN model can be used to investigate the effects of polymer ratio, mucoadhesive strength, and delivery system type (tablet versus gel) on drug release, mucoadhesive force, formulation viscosity, etc. In a similar vein, data from enzyme assays and simulated vaginal fluid (SVF) dissolution tests can be processed by AI/ML tools to identify underlying patterns and forecast the formulation's likely behavior under physiological conditions. Furthermore, explainable AI (XAI) methods can provide deeper scientific understanding of the underlying mechanisms by identifying which particular factors—such as polymer hydrophobicity or enzyme affinity—have the biggest influence on product performance. Vaginal formulation development could become a more predictable, efficient, and repeatable process by integrating AI and ML, hastening the shift from lab design to clinically practical drug delivery systems [99,102-104].

CONCLUSION

The benefits of the vagina as a potential drug administration site have been acknowledged and utilized for many years, despite the fact that the entire potential of the vaginal route appears to be overstated, as indicated in multiple extensive reviews related to this topic. Extending the residence period in the vaginal canal is one of the most crucial areas of research for polymers used in vaginal medication delivery. For this reason, mucoadhesive and smart polymers—which enhance viscosity when they interact with the physiological environment—are frequently investigated. Now a days AI and ML is also used for designing, optimization and characterization of vaginal drug delivery systems. pharmaceutical research. Future management of VVC and RVVC will likely depend on the combination of biofilm-targeted treatments, data-driven formulation design, and more sophisticated material science Experts from various fields such as microbiologists, computer researchers and pharmaceutical industry should work in collaboration to make further advancements in this field.

REFERENCES

  1. Willems HME, Ahmed SS, Liu J, Xu Z, Peters BM. Vulvovaginal Candidiasis: A Current Understanding and Burning Questions. Journal of Fungi. 2020;6(1):27. doi:10.3390/jof6010027
  2. Seth S, Gandhi AB, Purandare A, Athota K, Kumar PG, Tandon S, et al. Vulvovaginal candidiasis: Epidemiology, treatment and prevention strategies. IJOGR. 2022;9(3):4. doi: 10.18231/j.ijogr.2022.063
  3. Ringdahl EN. Treatment of Recurrent Vulvovaginal Candidiasis. AFP. 2000;61(11):3306–12.
  4. Chauhan V, Kumar A, Tripathi S, Jha M, Kumar N, Poluri KM, et al. An update on the pathogenesis and ethnopharmacological therapeutic approaches of vulvovaginal candidiasis. Discov Public Health. 2024;21(1):195. doi:10.1186/s12982-024-00274-y
  5. Srb N, Talapko J, Meštrović T, Fureš R, Stupnišek M, Srb AM, et al. A Comprehensive Overview of Candida albicans as the Leading Pathogen in Vulvovaginal Candidiasis. Journal of Fungi. 2025;11(9):632. doi:10.3390/jof11090632
  6. Rodríguez-Cerdeira C, Martínez-Herrera E, Carnero-Gregorio M, López-Barcenas A, Fabbrocini G, Fida M, et al. Pathogenesis and Clinical Relevance of Candida Biofilms in Vulvovaginal Candidiasis. Front Microbiol. 2020; 11:544480. doi:10.3389/fmicb.2020.544480
  7. Yano J, Sobel JD, Nyirjesy P, Sobel R, Williams VL, Yu Q, et al. Current patient perspectives of vulvovaginal candidiasis: incidence, symptoms, management and post-treatment outcomes. BMC Women’s Health. 2019;19(1):48. doi:10.1186/s12905-019-0748-8
  8. Lobo M, Cerqueira C, Rodrigues AG, Lisboa C. Recurrent Vulvovaginal Candidosis and Its Underlying Mechanisms: A Systematic Review. Journal of Fungi. 2025;11(5):357. doi:10.3390/jof11050357
  9. Donders G, Sziller IO, Paavonen J, Hay P, de Seta F, Bohbot JM, et al. Management of recurrent vulvovaginal candidosis: Narrative review of the literature and European expert panel opinion. Front Cell Infect Microbiol. 2022; 12:934353. doi:10.3389/fcimb.2022.934353 PubMed PMID: 36159646; PubMed Central PMCID: PMC9504472.
  10. Lobo M, Cerqueira C, Rodrigues AG, Lisboa C. Recurrent Vulvovaginal Candidosis and Its Underlying Mechanisms: A Systematic Review. Journal of Fungi. 2025;11(5):357. doi:10.3390/jof11050357
  11. Tiboni M, Campana R, Frangipani E, Casettari L. 3D printed clotrimazole intravaginal ring for the treatment of recurrent vaginal candidiasis. International Journal of Pharmaceutics. 2021; 596:120290. doi: 10.1016/j.ijpharm.2021.120290
  12. Ensign LM, Cone R, Hanes J. Nanoparticle-based drug delivery to the vagina: A review. Journal of Controlled Release. 2014; 190:500–14. doi: 10.1016/j.jconrel.2014.04.033
  13. Caramella CM, Rossi S, Ferrari F, Bonferoni MC, Et. A. Mucoadhesive and thermogelling systems for vaginal drug delivery. Advanced Drug Delivery Reviews. 2015. doi: 10.1016/j.addr.2015.02.001
  14. Baum MM, Butkyavichene I, Gilman J, Kennedy S, Kopin E, Malone AM, et al. An Intravaginal Ring for the Simultaneous Delivery of Multiple Drugs. Journal of Pharmaceutical Sciences. 2012;101(8):2833–43. doi:10.1002/jps.23208
  15. Peters BM, Yano J, Noverr MC, Fidel PL. Candida Vaginitis: When Opportunism Knocks, the Host Responds. PLoS Pathog. 2014;10(4):e1003965. doi: 10.1371/journal.ppat.1003965 PubMed PMID: 24699903; PubMed Central PMCID: PMC3974868.
  16. Czechowicz P, Nowicka J, Gościniak G. Virulence Factors of Candida spp. and Host Immune Response Important in the Pathogenesis of Vulvovaginal Candidiasis. Int J Mol Sci. 2022;23(11):5895. doi:10.3390/ijms23115895 PubMed PMID: 35682581; PubMed Central PMCID: PMC9179972.
  17. de Groot PWJ, Bader O, de Boer AD, Weig M, Chauhan N. Adhesins in Human Fungal Pathogens: Glue with Plenty of Stick. Eukaryot Cell. 2013;12(4):470–81. doi:10.1128/EC.00364-12 PubMed PMID: 23397570; PubMed Central PMCID: PMC3623432.
  18. Lopes JP, Lionakis MS. Pathogenesis and virulence of Candida albicans. Virulence. 13(1):89–121. doi:10.1080/21505594.2021.2019950 PubMed PMID: 34964702; PubMed Central PMCID: PMC9728475.
  19. Kulshrestha A, Gupta P. Secreted Aspartyl Proteases Family: A Perspective Review on the Regulation Of Fungal Pathogenesis. Future Microbiology. 2023;18(5):295–309. doi:10.2217/fmb-2022-0143 PubMed PMID: 37097060.
  20. Ziab Z, Al-Ahmadey, Ali S. Vulvovaginal candidiasis: Agents and its virulence factors. Microbiology Research International. 2014; 2:28–37.
  21. Mallick EM, Bergeron AC, Jones SK, Newman ZR, Brothers KM, Creton R, et al. Phenotypic Plasticity Regulates Candida albicans Interactions and Virulence in the Vertebrate Host. Front Microbiol. 2016; 7:780. doi:10.3389/fmicb.2016.00780 PubMed PMID: 27303374; PubMed Central PMCID: PMC4880793.
  22. Osmałek T, Froelich A, Jadach B, Tatarek A, Gadziński P, Falana A, et al. Recent Advances in Polymer-Based Vaginal Drug Delivery Systems. Pharmaceutics. 2021;13(6). doi:10.3390/pharmaceutics13060884
  23. Johal HS, Garg T, Rath G, Goyal AK. Advanced topical drug delivery system for the management of vaginal candidiasis. Drug Delivery. 2016;23(2):550–63. doi:10.3109/10717544.2014.928760 PubMed PMID: 24959937.
  24. Satora M, Grunwald A, Zaremba B, Frankowska K, Żak K, Tarkowski R, et al. Treatment of Vulvovaginal Candidiasis—An Overview of Guidelines and the Latest Treatment Methods. Journal of Clinical Medicine. 2023;12(16):5376. doi:10.3390/jcm12165376
  25. das Neves J, Bahia MF. Gels as vaginal drug delivery systems. Int J Pharm. 2006;318(1–2):1–14. doi: 10.1016/j.ijpharm.2006.03.012 PubMed PMID: 16621366.
  26. Aulton’s Pharmaceutics: The Design and Manufacture of Medicines.
  27. Johal HS, Garg T, Rath G, Goyal AK. Advanced topical drug delivery system for the management of vaginal candidiasis. Drug Delivery. 2016;23(2):550–63. doi:10.3109/10717544.2014.928760 PubMed PMID: 24959937.
  28. Balakrishnan SN, Yamang H, Lorenz MC, Chew SY, Then LTL. Role of Vaginal Mucosa, Host Immunity and Microbiota in Vulvovaginal Candidiasis. Pathogens. 2022;11(6):618. doi:10.3390/pathogens11060618 PubMed PMID: 35745472; PubMed Central PMCID: PMC9230866.
  29. Borges S, Barbosa J, Teixeira P. Drug delivery systems for vaginal infections. In. 2015. p. 3–28.
  30. Wang PH, Chao HT, Chen CL, Yuan CC. Single-dose Sertaconazole Vaginal Tablet Treatment of Vulvovaginal Candidiasis. Journal of the Chinese Medical Association. 2006;69(6):259–63. doi:10.1016/S1726-4901(09)70253-9
  31. Thampi L, Kr A, Gopi G, Ki N, Jacob P, Ej G. A Novel Vaginal Tablets Loaded with Fluconazole Nanosponges For Vulvovaginal Candidiasis To Overcome Antifungal Drug Resistance. Vol. 10. 10(3).
  32. Kale VV, Ubgade A. Vaginal Mucosa – A Promising Site for Drug Therapy | Journal of Pharmaceutical Research International [Internet]. [cited 2026 Jul 7]. Available from: https://journaljpri.com/index.php/JPRI/article/view/917
  33. Upmalis DH, Cone FL, Lamia CA, Reisman H, Rodriguez-Gomez G, Gilderman L, et al. Single-Dose Miconazole Nitrate Vaginal Ovule in the Treatment of Vulvovaginal Candidiasis: Two Single-Blind, Controlled Studies Versus Miconazole Nitrate 100 mg Cream for 7 Days. Journal of Women’s Health & Gender-Based Medicine. 2000;9(4):421–9. doi:10.1089/15246090050020745
  34. Gorlero F, Macchiavello S, Pellegatta L, Airoldi ML, Gaffuri B, Pulici L, et al. Evaluation of the efficacy and tolerability of two different dosages of fenticonazole vaginal ovules (600 mg and 1000 mg) in patients with vaginal trichomoniasis: A controlled, double-blind, randomized clinical trial versus placebo. Current Therapeutic Research. 1994;55(5):510–8. doi:10.1016/S0011-393X(05)80181-X
  35. Helbling IM, Ibarra JCD, Luna JA. The Optimization of an Intravaginal Ring Releasing Progesterone Using a Mathematical Model. Pharm Res. 2014;31(3):795–808. doi:10.1007/s11095-013-1201-6
  36. Machado RM, Palmeira-De-Oliveira A, Martinez-De-Oliveira J, Palmeira-De-Oliveira R. Vaginal Films for Drug Delivery. Journal of Pharmaceutical Sciences. 2013;102(7):2069–81. doi:10.1002/jps.23577
  37. Kumar L, Reddy MS, Shirodkar RK, Pai GK, Krishna VT, Verma R. Preparation and Characterisation of Fluconazole Vaginal Films for the Treatment of Vaginal Candidiasis. Indian J Pharm Sci. 2013;75(5):585–90. PubMed PMID: 24403660; PubMed Central PMCID: PMC3877521.
  38. Conte J, Saatkamp RH, Sanches MP, Argenta DF, da Rosa Monte Machado G, Kretzer IF, et al. Development of biopolymer films loaded with fluconazole and thymol for resistant vaginal candidiasis. International Journal of Biological Macromolecules. 2024; 275:133356. doi: 10.1016/j.ijbiomac.2024.133356
  39. Dobaria NB, Badhan AC, Mashru RC. A Novel Itraconazole Bioadhesive Film for Vaginal Delivery: Design, Optimization, and Physicodynamic Characterization. AAPS PharmSciTech. 2009;10(3):951. doi:10.1208/s12249-009-9288-0
  40. Mishra R, Joshi P, Mehta T. Formulation, development and characterization of mucoadhesive film for treatment of vaginal candidiasis. Int J Pharm Investig. 2016;6(1):47–55. doi:10.4103/2230-973X.176487 PubMed PMID: 27014619; PubMed Central PMCID: PMC4787062.
  41. Dos Santos AM, Carvalho SG, Araujo VHS, Carvalho GC, Gremião MPD, Chorilli M. Recent advances in hydrogels as strategy for drug delivery intended to vaginal infections. International Journal of Pharmaceutics. 2020; 590:119867. doi: 10.1016/j.ijpharm.2020.119867
  42. Kokare S, Khot S, Daware O, Gavali A, Kokare C. Exploring novel approaches for vaginal delivery. Next Nanotechnology. 2025; 8:100279. doi: 10.1016/j.nxnano.2025.100279
  43. Arpa MD, Yoltaş A, Onay Tarlan E, Şenyüz CŞ, Sipahi H, Aydın A, et al. New therapeutic system based on hydrogels for vaginal candidiasis management: formulation–characterization and in vitro evaluation based on vaginal irritation and direct contact test. Pharmaceutical Development and Technology. 2020;25(10):1238–48. doi:10.1080/10837450.2020.1809457
  44. Pérez-González N, Bozal-de Febrer N, Calpena-Campmany AC, Nardi-Ricart A, Rodríguez-Lagunas MJ, Morales-Molina JA, et al. New Formulations Loading Caspofungin for Topical Therapy of Vulvovaginal Candidiasis. Gels. 2021;7(4):259. doi:10.3390/gels7040259
  45. Gosecka M, Gosecki M. Antimicrobial Polymer-Based Hydrogels for the Intravaginal Therapies—Engineering Considerations. Pharmaceutics. 2021;13(9):1393. doi:10.3390/pharmaceutics13091393
  46. Zimmermann ES, Ferreira LM, Denardi LB, Sari MHM, Cervi VF, Nogueira CW, et al. Mucoadhesive gellan gum hydrogel containing diphenyl diselenide-loaded nanocapsules presents improved anti-candida action in a mouse model of vulvovaginal candidiasis. European Journal of Pharmaceutical Sciences. 2021; 167:106011. doi: 10.1016/j.ejps.2021.106011
  47. AlAnsari R, Hasan B, Deen GR, Torsten U. Hydrogel- and Nanocomposite-Based Drug-Delivery Strategies in the Treatment of Vaginal Infections. Polymers. 2024;16(6):775. doi:10.3390/polym16060775
  48. Rajgopal B, Gupta SK, Deshmukh R, Gupta A, Patel A, Sakure K, et al. Emerging Trends in Hydrogel for the Treatment of Vaginal Candidiasis: A Comprehensive Review. RAAIDD. 2025;20(3):168–82. doi:10.2174/0127724344348928250220063431
  49. Permana AD, Utomo E, Pratama MR, Amir MuhN, Anjani QK, Mardikasari SA, et al. Bioadhesive-Thermosensitive In Situ Vaginal Gel of the Gel Flake-Solid Dispersion of Itraconazole for Enhanced Antifungal Activity in the Treatment of Vaginal Candidiasis. ACS Appl Mater Interfaces. 2021;13(15):18128–41. doi:10.1021/acsami.1c03422
  50. Wang Y, Wang Z, Li Q, Feng Y, Li J, Lu Y, et al. A “three-in-one” thermosensitive gel system that enhances mucus and biofilm penetration for the treatment of vulvovaginal candidiasis. Journal of Controlled Release. 2025; 382:113666. doi: 10.1016/j.jconrel.2025.113666
  51. Zhao Y, Yang X, Han J, Huang C, Shao M, Yang Y, et al. A Fungistatic Strategy Using a Shear-Thinning pH-Responsive CMCS-OHA-Lp/Lr Hydrogel for Vulvovaginal Candidiasis. Pharmaceutics. 2025;17(4):527. doi:10.3390/pharmaceutics17040527
  52. McCoy CF, Zhao X, Shen X, Dallal Bashi YH, Murphy DJ, Boyd P, et al. Advances in drug-releasing vaginal rings. Journal of Drug Delivery Science and Technology. 2026; 115:107813. doi: 10.1016/j.jddst.2025.107813
  53. Boyd P, Merkatz R, Variano B, Malcolm RK. The ins and outs of drug-releasing vaginal rings: a literature review of expulsions and removals. Expert Opinion on Drug Delivery. 2020;17(11):1519–40. doi:10.1080/17425247.2020.1798927
  54. Chen Y, Traore YL, Walker L, Yang S, Ho EA. Fused deposition modeling three-dimensional printing of flexible polyurethane intravaginal rings with controlled tunable release profiles for multiple active drugs. Drug Deliv and Transl Res. 2022;12(4):906–24. doi:10.1007/s13346-022-01133-6
  55. Chen Y. Development and evaluation of novel intravaginal rings fabricated via hot-melt extrusion-based technologies as innovative microbicides [Internet]. 2014 [cited 2026 Feb 23]. Available from: http://hdl.handle.net/1993/32716
  56. Moroni S, Bischi F, Aluigi A, Campana R, Tiboni M, Casettari L. 3D printing fabrication of Ethylene-Vinyl Acetate (EVA) based intravaginal rings for antifungal therapy. Journal of Drug Delivery Science and Technology. 2023; 84:104469. doi: 10.1016/j.jddst.2023.104469
  57. Krishnan D, Aruna Senthil Kumar S, Jothipandiyan S, Yamuna Devi V, Suresh D, Nithyanand P. Exploring quinazoline-derived copper(I) complex coated intravaginal ring against vulvovaginal candidiasis causing Candida species. Biofouling. 2025;41(4):378–93. doi:10.1080/08927014.2025.2489479
  58. Boyd P, Fetherston SM, McCoy CF, Major I, Murphy DJ, Kumar S, et al. Matrix and reservoir-type multipurpose vaginal rings for controlled release of dapivirine and levonorgestrel. International Journal of Pharmaceutics. 2016;511(1):619–29. doi: 10.1016/j.ijpharm.2016.07.051
  59. Lalan M, Menon M, Shah P, Chakraborthy GS. Development and characterization of long-acting darifenacin intravaginal ring for managing overactive bladder in women: harnessing QbD approach. Futur J Pharm Sci. 2025;11(1):66. doi:10.1186/s43094-025-00820-8
  60. Jackanicz TM. Levonorgestrel and estradiol release from an improved contraceptive vaginal ring. Contraception. 1981;24(4):323–39. doi:10.1016/0010-7824(81)90002-0
  61. Malcolm K, Fetherston, McCoy, Boyd, Major. Vaginal rings for delivery of HIV microbicides. IJWH. 2012;595. doi:10.2147/IJWH.S36282
  62. Rafiei F, Tabesh H, Farzad S, Farzaneh F, Rezaei M, Hosseinzade F, et al. Development of Hormonal Intravaginal Rings: Technology and Challenges. Geburtshilfe Frauenheilkd. 2021;81(7):789–806. doi:10.1055/a-1369-9395 PubMed PMID: 34276064; PubMed Central PMCID: PMC8277443.
  63. Sustained release of proteins from a modified vaginal ring device - ScienceDirect [Internet]. [cited 2026 Feb 24]. Available from: https://www.sciencedirect.com/science/article/abs/pii/S0939641110002845
  64. Pathak M, Turner M, Palmer C, Coombes AG. Evaluation of polycaprolactone matrices for the intravaginal delivery of metronidazole in the treatment of bacterial vaginosis. J Biomater Appl. 2014;29(3):354–63. doi:10.1177/0885328214528256
  65. Pathak M, Coombes AGA, Turner MS, Palmer C, Wang D, Steadman KJ. Investigation of Polycaprolactone Matrices for Intravaginal Delivery of Doxycycline. Journal of Pharmaceutical Sciences. 2015;104(12):4217–22. doi:10.1002/jps.24652
  66. Pathak M, Coombes AGA, Turner MS, Palmer C, Wang D, Steadman KJ. Investigation of Polycaprolactone Matrices for Intravaginal Delivery of Doxycycline. Journal of Pharmaceutical Sciences. 2015;104(12):4217–22. doi:10.1002/jps.24652
  67. Pathak M, Coombes AGa, Jambhrunkar M, Wang D, Steadman KJ. Evaluation of polycaprolactone matrices for sustained intravaginal delivery of a natural macromolecular microbicide, lactoferrin. Journal of Drug Delivery Science and Technology. 2021; 61:101191. doi: 10.1016/j.jddst.2019.101191
  68. Fetherston SM, Boyd P, McCoy CF, McBride MC, Edwards KL, Ampofo S, et al. A silicone elastomer vaginal ring for HIV prevention containing two microbicides with different mechanisms of action. Eur J Pharm Sci. 2013;48(3):406–15. doi: 10.1016/j.ejps.2012.12.002 PubMed PMID: 23266465.
  69. Dallal Bashi YH, Murphy DJ, McCoy CF, Boyd P, Brown L, Kihara M, et al. Silicone elastomer formulations for improved performance of a multipurpose vaginal ring releasing dapivirine and levonorgestrel. International Journal of Pharmaceutics: X. 2021; 3:100091. doi: 10.1016/j.ijpx.2021.100091
  70. Malcolm K. Controlled release of metronidazole from silicone intravaginal rings for the treatment of bacterial vaginosis: Proceedings of the 30th Annual Meeting and Exposition of Controlled Release Society Conference. In. 2003.
  71. Carson L, Merkatz R, Martinelli E, Boyd P, Variano B, Sallent T, et al. The Vaginal Microbiota, Bacterial Biofilms and Polymeric Drug-Releasing Vaginal Rings. Pharmaceutics. 2021;13(5). doi:10.3390/pharmaceutics13050751
  72. Genina N, Holländer J, Jukarainen H, Mäkilä E, Salonen J, Sandler N. Ethylene vinyl acetate (EVA) as a new drug carrier for 3D printed medical drug delivery devices. European Journal of Pharmaceutical Sciences. 2016; 90:53–63. doi: 10.1016/j.ejps.2015.11.005
  73. Giannasca NJ, Suon JS, Evans AC, Margulies BJ. Matrix-Based Controlled Release Delivery Of Acyclovir From Poly-(Ethylene Co-Vinyl Acetate) Rings. J Drug Deliv Sci Technol. 2020; 55:101391. doi: 10.1016/j.jddst.2019.101391 PubMed PMID: 32863890; PubMed Central PMCID: PMC7451249.
  74. Johnson TJ, Srinivasan P, Albright TH, Watson-Buckheit K, Rabe L, Martin A, et al. Safe and Sustained Vaginal Delivery of Pyrimidinedione HIV-1 Inhibitors from Polyurethane Intravaginal Rings. Antimicrobial Agents and Chemotherapy. 2012;56(3):1291–9. doi:10.1128/aac.05721-11
  75. Lowinger MB, Barrett SE, Zhang F, Iii ROW. Sustained Release Drug Delivery Applications of Polyurethanes. Pharmaceutics. 2018;10(2). doi:10.3390/pharmaceutics10020055
  76. Asvadi NH, Dang NTT, Davis-Poynter N, Coombes AGA. Evaluation of microporous polycaprolactone matrices for controlled delivery of antiviral microbicides to the female genital tract. J Mater Sci: Mater Med. 2013;24(12):2719–27. doi:10.1007/s10856-013-5010-6
  77. Yessa EY, Wientarsih I, Ulum MF, Purwantara B, Amrozi A. The potential of biodegradable polymers: Chitosan, polyethylene glycol, and polycaprolactone as materials for progesterone intravaginal devices. Livestock and Animal Research. 2024;22(1):11–24. doi:10.20961/lar.v22i1.72985
  78. Udayakumar P, Škalko-Basnet N, Rondahl V, Cotaquispe CFS, Hemmingsen LM, Sotiriou GA, et al. Dissolving Microneedles Loaded with Lipid Nanocarriers for Vaginal Delivery of Clotrimazole: In Vitro and Ex Vivo Evaluation. Mol Pharm. 23(4):2611–25. doi: 10.1021/acs.molpharmaceut.5c01721 PubMed PMID: 41834717; PubMed Central PMCID: PMC13058878.
  79. Kristina Enggi C, Sulistiawati S, Stephanie S, Tangdilintin F, Anas Achmad A, Adelia Putri R, et al. Development of probiotic loaded multilayer microcapsules incorporated into dissolving microneedles for potential improvement treatment of vulvovaginal candidiasis: A proof of concept study. Journal of Colloid and Interface Science. 2023; 648:203–19. doi: 10.1016/j.jcis.2023.05.165
  80. Aziz AYR, Mahfufah U, Syahirah NA, Habibie null, Asri RM, Yulianty R, et al. Dual delivery systems combining nanocrystals and dissolving microneedles for improved local vaginal delivery of fluconazole. Drug Deliv Transl Res. 2024;14(6):1678–92. doi:10.1007/s13346-023-01483-9 PubMed PMID: 38036850.
  81. Udayakumar P, Škalko-Basnet N, Salas Cotaquispe CF, Hemmingsen LM, Sotiriou G, Du J, et al. Microneedles loaded with lipid nanocarriers for local treatment of vulvovaginal candidiasis [Internet]. 2024 [cited 2026 Jul 13]. Available from: https://chemrxiv.org/doi/full/10.26434/chemrxiv-2024-fj3gp doi:10.26434/chemrxiv-2024-fj3gp
  82. Zhang Y, Li H, Li G, Chen Y, Zeng Y. Hydrogel-forming microneedles for the treatment of skin diseases. Materials Today Bio. 2025; 35:102448. doi: 10.1016/j.mtbio.2025.102448
  83. Khatik R, Sahu JK, Bhowmik S, Rai I, Kumari M, Dwivedi M. Biodegradable Microneedle for Enhanced Transdermal Drug Delivery: Trends and Techniques. MPs. 2025;8(6):134. doi:10.3390/mps8060134
  84. Nsairat H, Khater D, Sayed U, Odeh F, Al Bawab A, Alshaer W. Liposomes: structure, composition, types, and clinical applications. Heliyon. 2022;8(5):e09394. doi: 10.1016/j.heliyon. 2022.e09394
  85. Jøraholmen MW, Vanić Ž, Tho I, Škalko-Basnet N. Chitosan-coated liposomes for topical vaginal therapy: Assuring localized drug effect. International Journal of Pharmaceutics. 2014;472(1–2):94–101. doi: 10.1016/j.ijpharm.2014.06.016
  86. Akbarzadeh A, Rezaei-Sadabady R, Davaran S, Joo SW, Zarghami N, Hanifehpour Y, et al. Liposome: classification, preparation, and applications. Nanoscale Res Lett. 2013;8(1):102. doi:10.1186/1556-276X-8-102
  87. Cassano R, Ferrarelli T, Mauro MV, Cavalcanti P, Picci N, Trombino S. Preparation, characterization and in vitro activities evaluation of solid lipid nanoparticles based on PEG-40 stearate for antifungal drugs vaginal delivery. Drug Delivery. 2016;23(3):1037–46. doi:10.3109/10717544.2014.932862
  88. Carbone C, Fuochi V, Zielińska A, Musumeci T, Souto EB, Bonaccorso A, et al. Dual-drugs delivery in solid lipid nanoparticles for the treatment of Candida albicans mycosis. Colloids and Surfaces B: Biointerfaces. 2020; 186:110705. doi: 10.1016/j.colsurfb.2019.110705
  89. Firdaus S, Hassan N, Mirza MohdA, Ara T, El-Serehy HA, Al-Misned FA, et al. FbD directed fabrication and investigation of luliconazole based SLN gel for the amelioration of candidal vulvovaginitis: a 2 T (thermosensitive & transvaginal) approach. Saudi Journal of Biological Sciences. 2021;28(1):317–26. doi: 10.1016/j.sjbs.2020.10.005
  90. Riaz A, Hendricks S, Elbrink K, Guy C, Maes L, Ahmed N, et al. Preparation and Characterization of Nanostructured Lipid Carriers for Improved Topical Drug Delivery: Evaluation in Cutaneous Leishmaniasis and Vaginal Candidiasis Animal Models. AAPS PharmSciTech. 2020;21(5):185. doi:10.1208/s12249-020-01717-w
  91. Sato MR, Oshiro-Junior JA, Rodero CF, Boni FI, Araújo VHS, Bauab TM, et al. Enhancing Antifungal Treatment of Candida albicans with Hypericin-Loaded Nanostructured Lipid Carriers in Hydrogels: Characterization, In Vitro, and In Vivo Photodynamic Evaluation. Pharmaceuticals. 2023;16(8):1094. doi:10.3390/ph16081094
  92. Ravani L, Esposito E, Bories C, Moal VLL, Loiseau PM, Djabourov M, et al. Clotrimazole-loaded nanostructured lipid carrier hydrogels: Thermal analysis and in vitro studies. International Journal of Pharmaceutics. 2013;454(2):695–702. doi: 10.1016/j.ijpharm.2013.06.015
  93. Tian B, Yan Q, Wang J, Ding C, Sai S. Enhanced antifungal activity of voriconazole-loaded nanostructured lipid carriers against Candida albicans with a dimorphic switching model. IJN. 2017; Volume 12:7131–41. doi:10.2147/IJN.S145695
  94. Vidyadhari A, Singh AK, Ralli T, Parvez S, Kohli K. Drug-loaded electrospun nanofiber for Vulvovaginal candidiasis: A systematic literature review. Clinical Epidemiology and Global Health. 2023; 24:101420. doi: 10.1016/j.cegh.2023.101420
  95. Souza RO, Henrique De Lima T, Oréfice RL, De Freitas Araújo MG, De Lima Moura SA, Magalhães JT, et al. Amphotericin B-Loaded Poly (lactic-co-glycolic acid) Nanofibers: An Alternative Therapy Scheme for Local Treatment of Vulvovaginal Candidiasis. Journal of Pharmaceutical Sciences. 2018;107(10):2674–85. doi: 10.1016/j.xphs.2018.06.017
  96. Sharma R, Garg T, Goyal AK, Rath G. Development, optimization and evaluation of polymeric electrospun nanofiber: A tool for local delivery of fluconazole for management of vaginal candidiasis. Artificial Cells, Nanomedicine, and Biotechnology. 2016;44(2):524–31. doi:10.3109/21691401.2014.966194
  97. Nematpour N, Moradipour P, Zangeneh MM, Arkan E, Abdoli M, Behbood L. The application of nanomaterial science in the formulation a novel antibiotic: Assessment of the antifungal properties of mucoadhesive clotrimazole loaded nanofiber versus vaginal films. Materials Science and Engineering: C. 2020; 110:110635. doi: 10.1016/j.msec.2020.110635
  98. Mishra P, Gupta P, Srivastava AK, Poluri KM, Prasad R. Eucalyptol/ β-cyclodextrin inclusion complex loaded gellan/PVA nanofibers as antifungal drug delivery system. International Journal of Pharmaceutics. 2021; 609:121163. doi: 10.1016/j.ijpharm.2021.121163
  99. Ogundemuren DA, Agrahari V, Wong AP, Herrera C, Ilomuanya MO, Doncel GF. Artificial intelligence and machine learning in smart vaginal formulation development. Advanced Drug Delivery Reviews. 2026; 234:115882. doi: 10.1016/j.addr.2026.115882
  100. Pałkowski Ł, Karolak M, Kubiak B, Błaszczyński J, Słowiński R. Application of dominance-based rough set approach in vaginal dosage forms optimization. Acta Poloniae Pharmaceutica - Drug Research. 2024;81(2):331–43. doi:10.32383/appdr/187795
  101. Ndesendo VMK, Pillay V, Choonara YE, Du Toit LC, Kumar P, Buchmann E, et al. Optimization of a polymer composite employing molecular mechanic simulations and artificial neural networks for a novel intravaginal bioadhesive drug delivery device. Pharmaceutical Development and Technology. 2012;17(4):407–20. doi:10.3109/10837450.2010.546406
  102. Gormley AJ. Machine learning in drug delivery. Journal of Controlled Release. 2024; 373:23–30. doi: 10.1016/j.jconrel.2024.06.045
  103. Minh D, Wang HX, Li YF, Nguyen TN. Explainable artificial intelligence: a comprehensive review. Artif Intell Rev. 2022;55(5):3503–68. doi:10.1007/s10462-021-10088-y
  104. Qian W, Wang X, Kang Y, Pan P, Hou T, Hsieh CY. A general model for predicting enzyme functions based on enzymatic reactions. J Cheminform. 2024;16(1):38. doi:10.1186/s13321-024-00827-y.

Reference

  1. Willems HME, Ahmed SS, Liu J, Xu Z, Peters BM. Vulvovaginal Candidiasis: A Current Understanding and Burning Questions. Journal of Fungi. 2020;6(1):27. doi:10.3390/jof6010027
  2. Seth S, Gandhi AB, Purandare A, Athota K, Kumar PG, Tandon S, et al. Vulvovaginal candidiasis: Epidemiology, treatment and prevention strategies. IJOGR. 2022;9(3):4. doi: 10.18231/j.ijogr.2022.063
  3. Ringdahl EN. Treatment of Recurrent Vulvovaginal Candidiasis. AFP. 2000;61(11):3306–12.
  4. Chauhan V, Kumar A, Tripathi S, Jha M, Kumar N, Poluri KM, et al. An update on the pathogenesis and ethnopharmacological therapeutic approaches of vulvovaginal candidiasis. Discov Public Health. 2024;21(1):195. doi:10.1186/s12982-024-00274-y
  5. Srb N, Talapko J, Meštrović T, Fureš R, Stupnišek M, Srb AM, et al. A Comprehensive Overview of Candida albicans as the Leading Pathogen in Vulvovaginal Candidiasis. Journal of Fungi. 2025;11(9):632. doi:10.3390/jof11090632
  6. Rodríguez-Cerdeira C, Martínez-Herrera E, Carnero-Gregorio M, López-Barcenas A, Fabbrocini G, Fida M, et al. Pathogenesis and Clinical Relevance of Candida Biofilms in Vulvovaginal Candidiasis. Front Microbiol. 2020; 11:544480. doi:10.3389/fmicb.2020.544480
  7. Yano J, Sobel JD, Nyirjesy P, Sobel R, Williams VL, Yu Q, et al. Current patient perspectives of vulvovaginal candidiasis: incidence, symptoms, management and post-treatment outcomes. BMC Women’s Health. 2019;19(1):48. doi:10.1186/s12905-019-0748-8
  8. Lobo M, Cerqueira C, Rodrigues AG, Lisboa C. Recurrent Vulvovaginal Candidosis and Its Underlying Mechanisms: A Systematic Review. Journal of Fungi. 2025;11(5):357. doi:10.3390/jof11050357
  9. Donders G, Sziller IO, Paavonen J, Hay P, de Seta F, Bohbot JM, et al. Management of recurrent vulvovaginal candidosis: Narrative review of the literature and European expert panel opinion. Front Cell Infect Microbiol. 2022; 12:934353. doi:10.3389/fcimb.2022.934353 PubMed PMID: 36159646; PubMed Central PMCID: PMC9504472.
  10. Lobo M, Cerqueira C, Rodrigues AG, Lisboa C. Recurrent Vulvovaginal Candidosis and Its Underlying Mechanisms: A Systematic Review. Journal of Fungi. 2025;11(5):357. doi:10.3390/jof11050357
  11. Tiboni M, Campana R, Frangipani E, Casettari L. 3D printed clotrimazole intravaginal ring for the treatment of recurrent vaginal candidiasis. International Journal of Pharmaceutics. 2021; 596:120290. doi: 10.1016/j.ijpharm.2021.120290
  12. Ensign LM, Cone R, Hanes J. Nanoparticle-based drug delivery to the vagina: A review. Journal of Controlled Release. 2014; 190:500–14. doi: 10.1016/j.jconrel.2014.04.033
  13. Caramella CM, Rossi S, Ferrari F, Bonferoni MC, Et. A. Mucoadhesive and thermogelling systems for vaginal drug delivery. Advanced Drug Delivery Reviews. 2015. doi: 10.1016/j.addr.2015.02.001
  14. Baum MM, Butkyavichene I, Gilman J, Kennedy S, Kopin E, Malone AM, et al. An Intravaginal Ring for the Simultaneous Delivery of Multiple Drugs. Journal of Pharmaceutical Sciences. 2012;101(8):2833–43. doi:10.1002/jps.23208
  15. Peters BM, Yano J, Noverr MC, Fidel PL. Candida Vaginitis: When Opportunism Knocks, the Host Responds. PLoS Pathog. 2014;10(4):e1003965. doi: 10.1371/journal.ppat.1003965 PubMed PMID: 24699903; PubMed Central PMCID: PMC3974868.
  16. Czechowicz P, Nowicka J, Gościniak G. Virulence Factors of Candida spp. and Host Immune Response Important in the Pathogenesis of Vulvovaginal Candidiasis. Int J Mol Sci. 2022;23(11):5895. doi:10.3390/ijms23115895 PubMed PMID: 35682581; PubMed Central PMCID: PMC9179972.
  17. de Groot PWJ, Bader O, de Boer AD, Weig M, Chauhan N. Adhesins in Human Fungal Pathogens: Glue with Plenty of Stick. Eukaryot Cell. 2013;12(4):470–81. doi:10.1128/EC.00364-12 PubMed PMID: 23397570; PubMed Central PMCID: PMC3623432.
  18. Lopes JP, Lionakis MS. Pathogenesis and virulence of Candida albicans. Virulence. 13(1):89–121. doi:10.1080/21505594.2021.2019950 PubMed PMID: 34964702; PubMed Central PMCID: PMC9728475.
  19. Kulshrestha A, Gupta P. Secreted Aspartyl Proteases Family: A Perspective Review on the Regulation Of Fungal Pathogenesis. Future Microbiology. 2023;18(5):295–309. doi:10.2217/fmb-2022-0143 PubMed PMID: 37097060.
  20. Ziab Z, Al-Ahmadey, Ali S. Vulvovaginal candidiasis: Agents and its virulence factors. Microbiology Research International. 2014; 2:28–37.
  21. Mallick EM, Bergeron AC, Jones SK, Newman ZR, Brothers KM, Creton R, et al. Phenotypic Plasticity Regulates Candida albicans Interactions and Virulence in the Vertebrate Host. Front Microbiol. 2016; 7:780. doi:10.3389/fmicb.2016.00780 PubMed PMID: 27303374; PubMed Central PMCID: PMC4880793.
  22. Osmałek T, Froelich A, Jadach B, Tatarek A, Gadziński P, Falana A, et al. Recent Advances in Polymer-Based Vaginal Drug Delivery Systems. Pharmaceutics. 2021;13(6). doi:10.3390/pharmaceutics13060884
  23. Johal HS, Garg T, Rath G, Goyal AK. Advanced topical drug delivery system for the management of vaginal candidiasis. Drug Delivery. 2016;23(2):550–63. doi:10.3109/10717544.2014.928760 PubMed PMID: 24959937.
  24. Satora M, Grunwald A, Zaremba B, Frankowska K, Żak K, Tarkowski R, et al. Treatment of Vulvovaginal Candidiasis—An Overview of Guidelines and the Latest Treatment Methods. Journal of Clinical Medicine. 2023;12(16):5376. doi:10.3390/jcm12165376
  25. das Neves J, Bahia MF. Gels as vaginal drug delivery systems. Int J Pharm. 2006;318(1–2):1–14. doi: 10.1016/j.ijpharm.2006.03.012 PubMed PMID: 16621366.
  26. Aulton’s Pharmaceutics: The Design and Manufacture of Medicines.
  27. Johal HS, Garg T, Rath G, Goyal AK. Advanced topical drug delivery system for the management of vaginal candidiasis. Drug Delivery. 2016;23(2):550–63. doi:10.3109/10717544.2014.928760 PubMed PMID: 24959937.
  28. Balakrishnan SN, Yamang H, Lorenz MC, Chew SY, Then LTL. Role of Vaginal Mucosa, Host Immunity and Microbiota in Vulvovaginal Candidiasis. Pathogens. 2022;11(6):618. doi:10.3390/pathogens11060618 PubMed PMID: 35745472; PubMed Central PMCID: PMC9230866.
  29. Borges S, Barbosa J, Teixeira P. Drug delivery systems for vaginal infections. In. 2015. p. 3–28.
  30. Wang PH, Chao HT, Chen CL, Yuan CC. Single-dose Sertaconazole Vaginal Tablet Treatment of Vulvovaginal Candidiasis. Journal of the Chinese Medical Association. 2006;69(6):259–63. doi:10.1016/S1726-4901(09)70253-9
  31. Thampi L, Kr A, Gopi G, Ki N, Jacob P, Ej G. A Novel Vaginal Tablets Loaded with Fluconazole Nanosponges For Vulvovaginal Candidiasis To Overcome Antifungal Drug Resistance. Vol. 10. 10(3).
  32. Kale VV, Ubgade A. Vaginal Mucosa – A Promising Site for Drug Therapy | Journal of Pharmaceutical Research International [Internet]. [cited 2026 Jul 7]. Available from: https://journaljpri.com/index.php/JPRI/article/view/917
  33. Upmalis DH, Cone FL, Lamia CA, Reisman H, Rodriguez-Gomez G, Gilderman L, et al. Single-Dose Miconazole Nitrate Vaginal Ovule in the Treatment of Vulvovaginal Candidiasis: Two Single-Blind, Controlled Studies Versus Miconazole Nitrate 100 mg Cream for 7 Days. Journal of Women’s Health & Gender-Based Medicine. 2000;9(4):421–9. doi:10.1089/15246090050020745
  34. Gorlero F, Macchiavello S, Pellegatta L, Airoldi ML, Gaffuri B, Pulici L, et al. Evaluation of the efficacy and tolerability of two different dosages of fenticonazole vaginal ovules (600 mg and 1000 mg) in patients with vaginal trichomoniasis: A controlled, double-blind, randomized clinical trial versus placebo. Current Therapeutic Research. 1994;55(5):510–8. doi:10.1016/S0011-393X(05)80181-X
  35. Helbling IM, Ibarra JCD, Luna JA. The Optimization of an Intravaginal Ring Releasing Progesterone Using a Mathematical Model. Pharm Res. 2014;31(3):795–808. doi:10.1007/s11095-013-1201-6
  36. Machado RM, Palmeira-De-Oliveira A, Martinez-De-Oliveira J, Palmeira-De-Oliveira R. Vaginal Films for Drug Delivery. Journal of Pharmaceutical Sciences. 2013;102(7):2069–81. doi:10.1002/jps.23577
  37. Kumar L, Reddy MS, Shirodkar RK, Pai GK, Krishna VT, Verma R. Preparation and Characterisation of Fluconazole Vaginal Films for the Treatment of Vaginal Candidiasis. Indian J Pharm Sci. 2013;75(5):585–90. PubMed PMID: 24403660; PubMed Central PMCID: PMC3877521.
  38. Conte J, Saatkamp RH, Sanches MP, Argenta DF, da Rosa Monte Machado G, Kretzer IF, et al. Development of biopolymer films loaded with fluconazole and thymol for resistant vaginal candidiasis. International Journal of Biological Macromolecules. 2024; 275:133356. doi: 10.1016/j.ijbiomac.2024.133356
  39. Dobaria NB, Badhan AC, Mashru RC. A Novel Itraconazole Bioadhesive Film for Vaginal Delivery: Design, Optimization, and Physicodynamic Characterization. AAPS PharmSciTech. 2009;10(3):951. doi:10.1208/s12249-009-9288-0
  40. Mishra R, Joshi P, Mehta T. Formulation, development and characterization of mucoadhesive film for treatment of vaginal candidiasis. Int J Pharm Investig. 2016;6(1):47–55. doi:10.4103/2230-973X.176487 PubMed PMID: 27014619; PubMed Central PMCID: PMC4787062.
  41. Dos Santos AM, Carvalho SG, Araujo VHS, Carvalho GC, Gremião MPD, Chorilli M. Recent advances in hydrogels as strategy for drug delivery intended to vaginal infections. International Journal of Pharmaceutics. 2020; 590:119867. doi: 10.1016/j.ijpharm.2020.119867
  42. Kokare S, Khot S, Daware O, Gavali A, Kokare C. Exploring novel approaches for vaginal delivery. Next Nanotechnology. 2025; 8:100279. doi: 10.1016/j.nxnano.2025.100279
  43. Arpa MD, Yoltaş A, Onay Tarlan E, Şenyüz CŞ, Sipahi H, Aydın A, et al. New therapeutic system based on hydrogels for vaginal candidiasis management: formulation–characterization and in vitro evaluation based on vaginal irritation and direct contact test. Pharmaceutical Development and Technology. 2020;25(10):1238–48. doi:10.1080/10837450.2020.1809457
  44. Pérez-González N, Bozal-de Febrer N, Calpena-Campmany AC, Nardi-Ricart A, Rodríguez-Lagunas MJ, Morales-Molina JA, et al. New Formulations Loading Caspofungin for Topical Therapy of Vulvovaginal Candidiasis. Gels. 2021;7(4):259. doi:10.3390/gels7040259
  45. Gosecka M, Gosecki M. Antimicrobial Polymer-Based Hydrogels for the Intravaginal Therapies—Engineering Considerations. Pharmaceutics. 2021;13(9):1393. doi:10.3390/pharmaceutics13091393
  46. Zimmermann ES, Ferreira LM, Denardi LB, Sari MHM, Cervi VF, Nogueira CW, et al. Mucoadhesive gellan gum hydrogel containing diphenyl diselenide-loaded nanocapsules presents improved anti-candida action in a mouse model of vulvovaginal candidiasis. European Journal of Pharmaceutical Sciences. 2021; 167:106011. doi: 10.1016/j.ejps.2021.106011
  47. AlAnsari R, Hasan B, Deen GR, Torsten U. Hydrogel- and Nanocomposite-Based Drug-Delivery Strategies in the Treatment of Vaginal Infections. Polymers. 2024;16(6):775. doi:10.3390/polym16060775
  48. Rajgopal B, Gupta SK, Deshmukh R, Gupta A, Patel A, Sakure K, et al. Emerging Trends in Hydrogel for the Treatment of Vaginal Candidiasis: A Comprehensive Review. RAAIDD. 2025;20(3):168–82. doi:10.2174/0127724344348928250220063431
  49. Permana AD, Utomo E, Pratama MR, Amir MuhN, Anjani QK, Mardikasari SA, et al. Bioadhesive-Thermosensitive In Situ Vaginal Gel of the Gel Flake-Solid Dispersion of Itraconazole for Enhanced Antifungal Activity in the Treatment of Vaginal Candidiasis. ACS Appl Mater Interfaces. 2021;13(15):18128–41. doi:10.1021/acsami.1c03422
  50. Wang Y, Wang Z, Li Q, Feng Y, Li J, Lu Y, et al. A “three-in-one” thermosensitive gel system that enhances mucus and biofilm penetration for the treatment of vulvovaginal candidiasis. Journal of Controlled Release. 2025; 382:113666. doi: 10.1016/j.jconrel.2025.113666
  51. Zhao Y, Yang X, Han J, Huang C, Shao M, Yang Y, et al. A Fungistatic Strategy Using a Shear-Thinning pH-Responsive CMCS-OHA-Lp/Lr Hydrogel for Vulvovaginal Candidiasis. Pharmaceutics. 2025;17(4):527. doi:10.3390/pharmaceutics17040527
  52. McCoy CF, Zhao X, Shen X, Dallal Bashi YH, Murphy DJ, Boyd P, et al. Advances in drug-releasing vaginal rings. Journal of Drug Delivery Science and Technology. 2026; 115:107813. doi: 10.1016/j.jddst.2025.107813
  53. Boyd P, Merkatz R, Variano B, Malcolm RK. The ins and outs of drug-releasing vaginal rings: a literature review of expulsions and removals. Expert Opinion on Drug Delivery. 2020;17(11):1519–40. doi:10.1080/17425247.2020.1798927
  54. Chen Y, Traore YL, Walker L, Yang S, Ho EA. Fused deposition modeling three-dimensional printing of flexible polyurethane intravaginal rings with controlled tunable release profiles for multiple active drugs. Drug Deliv and Transl Res. 2022;12(4):906–24. doi:10.1007/s13346-022-01133-6
  55. Chen Y. Development and evaluation of novel intravaginal rings fabricated via hot-melt extrusion-based technologies as innovative microbicides [Internet]. 2014 [cited 2026 Feb 23]. Available from: http://hdl.handle.net/1993/32716
  56. Moroni S, Bischi F, Aluigi A, Campana R, Tiboni M, Casettari L. 3D printing fabrication of Ethylene-Vinyl Acetate (EVA) based intravaginal rings for antifungal therapy. Journal of Drug Delivery Science and Technology. 2023; 84:104469. doi: 10.1016/j.jddst.2023.104469
  57. Krishnan D, Aruna Senthil Kumar S, Jothipandiyan S, Yamuna Devi V, Suresh D, Nithyanand P. Exploring quinazoline-derived copper(I) complex coated intravaginal ring against vulvovaginal candidiasis causing Candida species. Biofouling. 2025;41(4):378–93. doi:10.1080/08927014.2025.2489479
  58. Boyd P, Fetherston SM, McCoy CF, Major I, Murphy DJ, Kumar S, et al. Matrix and reservoir-type multipurpose vaginal rings for controlled release of dapivirine and levonorgestrel. International Journal of Pharmaceutics. 2016;511(1):619–29. doi: 10.1016/j.ijpharm.2016.07.051
  59. Lalan M, Menon M, Shah P, Chakraborthy GS. Development and characterization of long-acting darifenacin intravaginal ring for managing overactive bladder in women: harnessing QbD approach. Futur J Pharm Sci. 2025;11(1):66. doi:10.1186/s43094-025-00820-8
  60. Jackanicz TM. Levonorgestrel and estradiol release from an improved contraceptive vaginal ring. Contraception. 1981;24(4):323–39. doi:10.1016/0010-7824(81)90002-0
  61. Malcolm K, Fetherston, McCoy, Boyd, Major. Vaginal rings for delivery of HIV microbicides. IJWH. 2012;595. doi:10.2147/IJWH.S36282
  62. Rafiei F, Tabesh H, Farzad S, Farzaneh F, Rezaei M, Hosseinzade F, et al. Development of Hormonal Intravaginal Rings: Technology and Challenges. Geburtshilfe Frauenheilkd. 2021;81(7):789–806. doi:10.1055/a-1369-9395 PubMed PMID: 34276064; PubMed Central PMCID: PMC8277443.
  63. Sustained release of proteins from a modified vaginal ring device - ScienceDirect [Internet]. [cited 2026 Feb 24]. Available from: https://www.sciencedirect.com/science/article/abs/pii/S0939641110002845
  64. Pathak M, Turner M, Palmer C, Coombes AG. Evaluation of polycaprolactone matrices for the intravaginal delivery of metronidazole in the treatment of bacterial vaginosis. J Biomater Appl. 2014;29(3):354–63. doi:10.1177/0885328214528256
  65. Pathak M, Coombes AGA, Turner MS, Palmer C, Wang D, Steadman KJ. Investigation of Polycaprolactone Matrices for Intravaginal Delivery of Doxycycline. Journal of Pharmaceutical Sciences. 2015;104(12):4217–22. doi:10.1002/jps.24652
  66. Pathak M, Coombes AGA, Turner MS, Palmer C, Wang D, Steadman KJ. Investigation of Polycaprolactone Matrices for Intravaginal Delivery of Doxycycline. Journal of Pharmaceutical Sciences. 2015;104(12):4217–22. doi:10.1002/jps.24652
  67. Pathak M, Coombes AGa, Jambhrunkar M, Wang D, Steadman KJ. Evaluation of polycaprolactone matrices for sustained intravaginal delivery of a natural macromolecular microbicide, lactoferrin. Journal of Drug Delivery Science and Technology. 2021; 61:101191. doi: 10.1016/j.jddst.2019.101191
  68. Fetherston SM, Boyd P, McCoy CF, McBride MC, Edwards KL, Ampofo S, et al. A silicone elastomer vaginal ring for HIV prevention containing two microbicides with different mechanisms of action. Eur J Pharm Sci. 2013;48(3):406–15. doi: 10.1016/j.ejps.2012.12.002 PubMed PMID: 23266465.
  69. Dallal Bashi YH, Murphy DJ, McCoy CF, Boyd P, Brown L, Kihara M, et al. Silicone elastomer formulations for improved performance of a multipurpose vaginal ring releasing dapivirine and levonorgestrel. International Journal of Pharmaceutics: X. 2021; 3:100091. doi: 10.1016/j.ijpx.2021.100091
  70. Malcolm K. Controlled release of metronidazole from silicone intravaginal rings for the treatment of bacterial vaginosis: Proceedings of the 30th Annual Meeting and Exposition of Controlled Release Society Conference. In. 2003.
  71. Carson L, Merkatz R, Martinelli E, Boyd P, Variano B, Sallent T, et al. The Vaginal Microbiota, Bacterial Biofilms and Polymeric Drug-Releasing Vaginal Rings. Pharmaceutics. 2021;13(5). doi:10.3390/pharmaceutics13050751
  72. Genina N, Holländer J, Jukarainen H, Mäkilä E, Salonen J, Sandler N. Ethylene vinyl acetate (EVA) as a new drug carrier for 3D printed medical drug delivery devices. European Journal of Pharmaceutical Sciences. 2016; 90:53–63. doi: 10.1016/j.ejps.2015.11.005
  73. Giannasca NJ, Suon JS, Evans AC, Margulies BJ. Matrix-Based Controlled Release Delivery Of Acyclovir From Poly-(Ethylene Co-Vinyl Acetate) Rings. J Drug Deliv Sci Technol. 2020; 55:101391. doi: 10.1016/j.jddst.2019.101391 PubMed PMID: 32863890; PubMed Central PMCID: PMC7451249.
  74. Johnson TJ, Srinivasan P, Albright TH, Watson-Buckheit K, Rabe L, Martin A, et al. Safe and Sustained Vaginal Delivery of Pyrimidinedione HIV-1 Inhibitors from Polyurethane Intravaginal Rings. Antimicrobial Agents and Chemotherapy. 2012;56(3):1291–9. doi:10.1128/aac.05721-11
  75. Lowinger MB, Barrett SE, Zhang F, Iii ROW. Sustained Release Drug Delivery Applications of Polyurethanes. Pharmaceutics. 2018;10(2). doi:10.3390/pharmaceutics10020055
  76. Asvadi NH, Dang NTT, Davis-Poynter N, Coombes AGA. Evaluation of microporous polycaprolactone matrices for controlled delivery of antiviral microbicides to the female genital tract. J Mater Sci: Mater Med. 2013;24(12):2719–27. doi:10.1007/s10856-013-5010-6
  77. Yessa EY, Wientarsih I, Ulum MF, Purwantara B, Amrozi A. The potential of biodegradable polymers: Chitosan, polyethylene glycol, and polycaprolactone as materials for progesterone intravaginal devices. Livestock and Animal Research. 2024;22(1):11–24. doi:10.20961/lar.v22i1.72985
  78. Udayakumar P, Škalko-Basnet N, Rondahl V, Cotaquispe CFS, Hemmingsen LM, Sotiriou GA, et al. Dissolving Microneedles Loaded with Lipid Nanocarriers for Vaginal Delivery of Clotrimazole: In Vitro and Ex Vivo Evaluation. Mol Pharm. 23(4):2611–25. doi: 10.1021/acs.molpharmaceut.5c01721 PubMed PMID: 41834717; PubMed Central PMCID: PMC13058878.
  79. Kristina Enggi C, Sulistiawati S, Stephanie S, Tangdilintin F, Anas Achmad A, Adelia Putri R, et al. Development of probiotic loaded multilayer microcapsules incorporated into dissolving microneedles for potential improvement treatment of vulvovaginal candidiasis: A proof of concept study. Journal of Colloid and Interface Science. 2023; 648:203–19. doi: 10.1016/j.jcis.2023.05.165
  80. Aziz AYR, Mahfufah U, Syahirah NA, Habibie null, Asri RM, Yulianty R, et al. Dual delivery systems combining nanocrystals and dissolving microneedles for improved local vaginal delivery of fluconazole. Drug Deliv Transl Res. 2024;14(6):1678–92. doi:10.1007/s13346-023-01483-9 PubMed PMID: 38036850.
  81. Udayakumar P, Škalko-Basnet N, Salas Cotaquispe CF, Hemmingsen LM, Sotiriou G, Du J, et al. Microneedles loaded with lipid nanocarriers for local treatment of vulvovaginal candidiasis [Internet]. 2024 [cited 2026 Jul 13]. Available from: https://chemrxiv.org/doi/full/10.26434/chemrxiv-2024-fj3gp doi:10.26434/chemrxiv-2024-fj3gp
  82. Zhang Y, Li H, Li G, Chen Y, Zeng Y. Hydrogel-forming microneedles for the treatment of skin diseases. Materials Today Bio. 2025; 35:102448. doi: 10.1016/j.mtbio.2025.102448
  83. Khatik R, Sahu JK, Bhowmik S, Rai I, Kumari M, Dwivedi M. Biodegradable Microneedle for Enhanced Transdermal Drug Delivery: Trends and Techniques. MPs. 2025;8(6):134. doi:10.3390/mps8060134
  84. Nsairat H, Khater D, Sayed U, Odeh F, Al Bawab A, Alshaer W. Liposomes: structure, composition, types, and clinical applications. Heliyon. 2022;8(5):e09394. doi: 10.1016/j.heliyon. 2022.e09394
  85. Jøraholmen MW, Vanić Ž, Tho I, Škalko-Basnet N. Chitosan-coated liposomes for topical vaginal therapy: Assuring localized drug effect. International Journal of Pharmaceutics. 2014;472(1–2):94–101. doi: 10.1016/j.ijpharm.2014.06.016
  86. Akbarzadeh A, Rezaei-Sadabady R, Davaran S, Joo SW, Zarghami N, Hanifehpour Y, et al. Liposome: classification, preparation, and applications. Nanoscale Res Lett. 2013;8(1):102. doi:10.1186/1556-276X-8-102
  87. Cassano R, Ferrarelli T, Mauro MV, Cavalcanti P, Picci N, Trombino S. Preparation, characterization and in vitro activities evaluation of solid lipid nanoparticles based on PEG-40 stearate for antifungal drugs vaginal delivery. Drug Delivery. 2016;23(3):1037–46. doi:10.3109/10717544.2014.932862
  88. Carbone C, Fuochi V, Zielińska A, Musumeci T, Souto EB, Bonaccorso A, et al. Dual-drugs delivery in solid lipid nanoparticles for the treatment of Candida albicans mycosis. Colloids and Surfaces B: Biointerfaces. 2020; 186:110705. doi: 10.1016/j.colsurfb.2019.110705
  89. Firdaus S, Hassan N, Mirza MohdA, Ara T, El-Serehy HA, Al-Misned FA, et al. FbD directed fabrication and investigation of luliconazole based SLN gel for the amelioration of candidal vulvovaginitis: a 2 T (thermosensitive & transvaginal) approach. Saudi Journal of Biological Sciences. 2021;28(1):317–26. doi: 10.1016/j.sjbs.2020.10.005
  90. Riaz A, Hendricks S, Elbrink K, Guy C, Maes L, Ahmed N, et al. Preparation and Characterization of Nanostructured Lipid Carriers for Improved Topical Drug Delivery: Evaluation in Cutaneous Leishmaniasis and Vaginal Candidiasis Animal Models. AAPS PharmSciTech. 2020;21(5):185. doi:10.1208/s12249-020-01717-w
  91. Sato MR, Oshiro-Junior JA, Rodero CF, Boni FI, Araújo VHS, Bauab TM, et al. Enhancing Antifungal Treatment of Candida albicans with Hypericin-Loaded Nanostructured Lipid Carriers in Hydrogels: Characterization, In Vitro, and In Vivo Photodynamic Evaluation. Pharmaceuticals. 2023;16(8):1094. doi:10.3390/ph16081094
  92. Ravani L, Esposito E, Bories C, Moal VLL, Loiseau PM, Djabourov M, et al. Clotrimazole-loaded nanostructured lipid carrier hydrogels: Thermal analysis and in vitro studies. International Journal of Pharmaceutics. 2013;454(2):695–702. doi: 10.1016/j.ijpharm.2013.06.015
  93. Tian B, Yan Q, Wang J, Ding C, Sai S. Enhanced antifungal activity of voriconazole-loaded nanostructured lipid carriers against Candida albicans with a dimorphic switching model. IJN. 2017; Volume 12:7131–41. doi:10.2147/IJN.S145695
  94. Vidyadhari A, Singh AK, Ralli T, Parvez S, Kohli K. Drug-loaded electrospun nanofiber for Vulvovaginal candidiasis: A systematic literature review. Clinical Epidemiology and Global Health. 2023; 24:101420. doi: 10.1016/j.cegh.2023.101420
  95. Souza RO, Henrique De Lima T, Oréfice RL, De Freitas Araújo MG, De Lima Moura SA, Magalhães JT, et al. Amphotericin B-Loaded Poly (lactic-co-glycolic acid) Nanofibers: An Alternative Therapy Scheme for Local Treatment of Vulvovaginal Candidiasis. Journal of Pharmaceutical Sciences. 2018;107(10):2674–85. doi: 10.1016/j.xphs.2018.06.017
  96. Sharma R, Garg T, Goyal AK, Rath G. Development, optimization and evaluation of polymeric electrospun nanofiber: A tool for local delivery of fluconazole for management of vaginal candidiasis. Artificial Cells, Nanomedicine, and Biotechnology. 2016;44(2):524–31. doi:10.3109/21691401.2014.966194
  97. Nematpour N, Moradipour P, Zangeneh MM, Arkan E, Abdoli M, Behbood L. The application of nanomaterial science in the formulation a novel antibiotic: Assessment of the antifungal properties of mucoadhesive clotrimazole loaded nanofiber versus vaginal films. Materials Science and Engineering: C. 2020; 110:110635. doi: 10.1016/j.msec.2020.110635
  98. Mishra P, Gupta P, Srivastava AK, Poluri KM, Prasad R. Eucalyptol/ β-cyclodextrin inclusion complex loaded gellan/PVA nanofibers as antifungal drug delivery system. International Journal of Pharmaceutics. 2021; 609:121163. doi: 10.1016/j.ijpharm.2021.121163
  99. Ogundemuren DA, Agrahari V, Wong AP, Herrera C, Ilomuanya MO, Doncel GF. Artificial intelligence and machine learning in smart vaginal formulation development. Advanced Drug Delivery Reviews. 2026; 234:115882. doi: 10.1016/j.addr.2026.115882
  100. Pałkowski Ł, Karolak M, Kubiak B, Błaszczyński J, Słowiński R. Application of dominance-based rough set approach in vaginal dosage forms optimization. Acta Poloniae Pharmaceutica - Drug Research. 2024;81(2):331–43. doi:10.32383/appdr/187795
  101. Ndesendo VMK, Pillay V, Choonara YE, Du Toit LC, Kumar P, Buchmann E, et al. Optimization of a polymer composite employing molecular mechanic simulations and artificial neural networks for a novel intravaginal bioadhesive drug delivery device. Pharmaceutical Development and Technology. 2012;17(4):407–20. doi:10.3109/10837450.2010.546406
  102. Gormley AJ. Machine learning in drug delivery. Journal of Controlled Release. 2024; 373:23–30. doi: 10.1016/j.jconrel.2024.06.045
  103. Minh D, Wang HX, Li YF, Nguyen TN. Explainable artificial intelligence: a comprehensive review. Artif Intell Rev. 2022;55(5):3503–68. doi:10.1007/s10462-021-10088-y
  104. Qian W, Wang X, Kang Y, Pan P, Hou T, Hsieh CY. A general model for predicting enzyme functions based on enzymatic reactions. J Cheminform. 2024;16(1):38. doi:10.1186/s13321-024-00827-y.

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Archana O.
Corresponding author

College of Pharmaceutical Sciences, Govt. Medical College, Kozhikode

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Manoj K.
Co-author

College of Pharmaceutical Sciences, Govt. Medical College, Kozhikode

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Fathima Safa E. K.
Co-author

College of Pharmaceutical Sciences, Govt. Medical College, Kozhikode

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Rifana C. K.
Co-author

College of Pharmaceutical Sciences, Govt. Medical College, Kozhikode

Archana O.*, Fathima Safa E. K., Rifana C. K., Manoj K., Vaginal Drug Delivery Systems for Vulvovaginal Candidiasis: Current Status AI & ML Enabled Innovations and Future Perspectives, Int. J. Med. Pharm. Sci., 2026, 2 (9), 287-307. https://doi.org/10.5281/zenodo.22671319

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