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Abstract

Oral contraceptive drugs are a cornerstone of reproductive healthcare, offering reliable and reversible birth control through hormonal modulation. This comprehensive review delves into the design and development of immediate release (IR) dosage forms for oral contraceptives, focusing on their pharmacological, formulation, and regulatory perspectives. IR tablets, commonly used in both progestin-only pills (POPs) and combined oral contraceptives (COCs), are engineered to ensure rapid disintegration and absorption of active pharmaceutical ingredients, such as ethinylestradiol and levonorgestrel. The review elaborates on key formulation strategies, including the selection of superdisintegrants, solubility and permeability enhancement techniques, and modern excipient technologies that support bioavailability and patient compliance. It discusses the challenges associated with IR formulations, such as strict adherence requirements, fluctuations in plasma hormone levels, and susceptibility to first-pass metabolism. Further emphasis is placed on the impact of manufacturing techniques like direct compression and granulation on dosage performance and quality control. Regulatory frameworks provided by the USFDA, EMA, and CDSCO are explored, with attention to bioequivalence, dissolution testing, and pharmacovigilance. The role of in vitro-in vivo correlation (IVIVC) is also addressed, highlighting its relevance in bridging laboratory findings with clinical efficacy. The review concludes by identifying opportunities for innovation in formulation science to enhance the safety, effectiveness, and accessibility of IR oral contraceptives, ultimately supporting better reproductive health outcomes globally.

Keywords

Oral contraceptives, Progestin-only pills, Combined oral contraceptives, bioavailability, Superdisintegrants, Regulatory guidelines

Introduction

Oral contraceptives, commonly known as birth control pills, are among the most widely used methods of reversible contraception globally. These medications primarily function through the modulation of female reproductive hormones to prevent ovulation, alter cervical mucus viscosity, and hinder endometrial implantation (1). They are categorized into two main types: combined oral contraceptives (COCs), which contain both estrogen (typically ethinylestradiol) and a progestin, and progestin-only pills (POPs), which contain only a progestin such as norethindrone or levonorgestrel (2). Since their introduction in the 1960s, oral contraceptives have undergone significant evolution, transitioning from high-dose formulations to more refined low-dose and ultralow-dose regimens, reducing adverse effects while maintaining efficacy (3). Their widespread adoption is attributed to their ease of administration, non-invasiveness, and additional non-contraceptive benefits such as menstrual regulation, acne control, and reduced risk of certain cancers (4). According to the World Health Organization (WHO), oral contraceptives are included in the Model List of Essential Medicines, reflecting their importance in public health systems worldwide (5). Despite their popularity, their effectiveness relies heavily on daily compliance, and missed doses can significantly reduce contraceptive efficacy, increasing the risk of unintended pregnancy. Immediate release (IR) dosage forms are designed to disintegrate and release their active pharmaceutical ingredients (APIs) quickly after oral administration. In the context of oral contraceptives, immediate release tablets are the standard delivery form, ensuring rapid absorption and consistent plasma hormone levels, which are critical for ovulation suppression (6). These formulations are engineered to maximize bioavailability by ensuring the drug dissolves promptly in the gastrointestinal tract, typically within 30 minutes of ingestion (7). The pharmacokinetics of IR oral contraceptives show rapid systemic absorption, usually achieving peak plasma concentrations within 1–2 hours for both ethinylestradiol and progestins like levonorgestrel (8). This rapid onset is particularly vital in start-of-cycle dosing, emergency contraception, and for maintaining hormonal consistency in daily regimens. Immediate release formulations are also advantageous in terms of manufacturing and patient acceptability, as they are generally small in size, easy to swallow, and costeffective to produce. Moreover, IR tablets facilitate fixed-dose combinations, allowing multiple hormones to be administered in a single pill, optimizing treatment adherence and hormonal synergy (9). Despite these advantages, IR forms also present challenges such as shorter duration of action, necessitating strict adherence to daily intake schedules, and variability in absorption due to food or gastrointestinal conditions. This comprehensive review is dedicated to exploring the multifaceted scientific, technological, and regulatory dimensions of immediate release (IR) dosage forms as applied in oral contraceptive therapy. A primary focus is placed on providing a detailed understanding of the formulation principles that govern the development of IR oral contraceptive tablets. The review critically examines the pharmacokinetic and pharmacodynamic characteristics of the commonly employed hormonal agents in these formulations, shedding light on how these profiles influence therapeutic outcomes. Furthermore, this work evaluates the clinical performance of immediate release formulations in terms of their ability to ensure reliable contraceptive efficacy, while also acknowledging inherent limitations such as dosing frequency and hormonal fluctuations. An important component of the review is the examination of recent technological innovations, including advancements in excipient development, tablet manufacturing techniques, and novel drug delivery approaches that aim to optimize the effectiveness and consistency of IR contraceptives. In addition to the technological and scientific perspectives, the review addresses the regulatory landscape surrounding IR oral contraceptives. This includes a discussion on critical elements such as quality control measures, standards for establishing bioequivalence, and strategies to improve patient adherence, all of which are essential for the successful deployment of these products in clinical settings. The review concludes by identifying key knowledge gaps within the current body of research and practice. It emphasizes the need for continued investigation and innovation to refine IR formulations further. These future directions aim to enhance the overall efficacy, safety profile, and user acceptability of oral contraceptive regimens, ultimately contributing to more effective reproductive health management.

2. Classification and Types of Oral Contraceptive Drugs

Oral contraceptive drugs are broadly classified based on their hormonal composition and therapeutic indications. The two principal categories are progestin-only pills (POPs) and combined oral contraceptives (COCs). Understanding their pharmacology, mechanism of action, and relevance to immediate release (IR) formulations is essential for optimizing contraceptive therapy.

2.1 Progestin-Only Pills

Progestin-only pills, often referred to as “mini-pills,” contain a single active hormone—a synthetic progestin, such as norethindrone, desogestrel, or levonorgestrel. Unlike combined formulations, POPs do not contain estrogen and are therefore preferred in individuals who are estrogen-intolerant, breastfeeding, or at risk for cardiovascular complications (10). These formulations work primarily by thickening cervical mucus, thereby inhibiting sperm penetration. Some POPs, particularly those containing desogestrel at higher doses, can suppress ovulation, although this is not consistent across all progestin types (11). POPs are typically formulated as immediate release tablets to ensure rapid and consistent plasma levels, given their short half-lives and narrow therapeutic windows. A key challenge with POPs is the requirement for strict adherence, as missing a dose by more than 3 hours may compromise contraceptive effectiveness (12). This underscores the need for high-performance IR formulations with robust dissolution profiles and reliable bioavailability.

2.2 Combined Oral Contraceptives (COCs)

COCs contain both an estrogen (usually ethinylestradiol) and a progestin (such as levonorgestrel, norethindrone acetate, or drospirenone). These formulations exert multiple effects on the reproductive axis, providing a more comprehensive contraceptive mechanism compared to POPs (13). The estrogen component suppresses the secretion of follicle-stimulating hormone (FSH), preventing follicular development, while the progestin inhibits the luteinizing hormone (LH) surge, thereby blocking ovulation. Additionally, they alter the endometrial lining and cervical mucus, further reducing the likelihood of fertilization and implantation (14). COCs are widely used due to their high efficacy (failure rates <1% with perfect use), regular menstrual bleeding patterns, and non-contraceptive benefits, such as acne reduction and lower risk of ovarian and endometrial cancers (15). These tablets are almost universally produced as immediate release formulations to ensure rapid hormone absorption, essential for consistent endocrine suppression throughout the cycle.

2.3 Mechanism of Action

Both POPs and COCs utilize hormonal modulation to prevent pregnancy. The mechanisms differ slightly based on the composition but broadly include the following pathways:

Ovulation suppression: COCs consistently suppress ovulation, while certain POPs achieve partial or inconsistent suppression.

Cervical mucus thickening: Both COCs and POPs cause the cervical mucus to become viscous, forming a barrier to sperm.

Endometrial alteration: The endometrial lining is rendered inhospitable for embryo implantation.

Fallopian tube motility: Hormonal changes may also impact tubal transport of ova and sperm (16).  Immediate release dosage forms play a pivotal role in facilitating these mechanisms by ensuring quick systemic absorption and timely plasma peaks, especially important for progestins with short half-lives.

2.4 Selection Criteria for Immediate Release Formulations

Formulating an oral contraceptive as an immediate release tablet is guided by several criteria:

Pharmacokinetics of the drug: Drugs with rapid absorption requirements, short halflives, and time-sensitive actions (e.g., desogestrel) are suited for IR formulations (17).

  1. Onset of action: Rapid action is needed to establish hormonal levels for ovulation suppression or emergency contraception.
  2. Patient compliance: IR tablets are usually small, convenient, and inexpensive, promoting better adherence in daily dosing regimens.
  3. Drug stability: Hormonal APIs used in contraceptives are generally stable in solid dosage forms, making IR tablets ideal for long shelf life and ease of storage.
  4. Manufacturability and scalability: IR tablets are compatible with large-scale, costeffective manufacturing techniques, making them widely available in both branded and generic markets.
  5. Regulatory standards: Regulatory authorities, such as the FDA and EMA, require demonstration of bioequivalence and consistent dissolution for IR products, ensuring therapeutic interchangeability (18).

Thus, IR formulations are favored for most oral contraceptive drugs due to their effectiveness in maintaining hormonal homeostasis, predictable pharmacodynamics, and ease of patient use.

3. Advantages and Limitations Of Immediate Release Formulations

3.1 Benefits of Immediate Release Formulations

Immediate release (IR) dosage forms are the standard in oral contraceptive therapy due to their pharmacokinetic efficiency, user convenience, and cost-effectiveness. These formulations are designed to disintegrate rapidly in the gastrointestinal tract, allowing for quick absorption of the active pharmaceutical ingredients (APIs). This rapid onset of action plays a crucial role in ensuring the effectiveness and reliability of hormonal contraceptives.

Faster Onset of Action

One of the most prominent advantages of IR dosage forms is their fast-pharmacological onset, which is especially beneficial in contraceptive regimens requiring timely hormonal modulation. After ingestion, IR tablets typically release their contents within 30 minutes, resulting in peak plasma concentrations of hormones like ethinylestradiol and levonorgestrel within 1 to 2 hours (19). This rapid systemic availability ensures that hormone levels are sufficient to:

  • Suppress ovulation
  • Thicken cervical mucus
  • Alter endometrial receptivity

Such prompt action is particularly critical in start-of-cycle administration and emergency contraceptive situations, where delays in hormone absorption could reduce effectiveness (20).

Improved Compliance and Convenience

IR formulations also enhance patient adherence, which is vital for contraceptive efficacy. These tablets are typically:

  • Small in size
  • Easy to swallow
  • Free from complicated administration techniques

Their once-daily dosing regimen, combined with predictable onset and offset of action, makes them user-friendly and suitable for long-term use, especially in low-resource settings where healthcare follow-up may be infrequent (21). Unlike extended-release formulations that may require specialized manufacturing or variable absorption profiles, IR tablets offer a straightforward therapeutic approach that aligns with diverse user needs and lifestyles.

Cost-Effectiveness and Manufacturing Simplicity

Immediate release dosage forms are inexpensive to manufacture, making them widely accessible. Their formulation technology is well-established, involving conventional wet granulation, direct compression, or dry granulation methods. This contributes to the low production cost, which is a significant advantage in public health programs aimed at increasing contraceptive access (22). Additionally, IR formulations provide flexibility in hormonal dosing, facilitating the development of low-dose combinations, multiphasic regimens, or generic equivalents without compromising therapeutic outcomes.

Rapid Reversibility

Another unique benefit of IR oral contraceptives is their reversibility upon discontinuation. Since the active hormones are cleared relatively quickly from the body, normal menstrual cycles and fertility often return within a few weeks to months after cessation of use (23). This makes IR contraceptives highly suitable for women planning for short-term contraception or transitioning between reproductive planning stages

3.2 Challenges of Immediate Release Formulations

While immediate release (IR) dosage forms are the most common and practical formulation for oral contraceptives, they are not without limitations. Challenges such as fluctuating plasma hormone levels, strict dosing schedules, and patient adherence concerns can impact their overall effectiveness and patient satisfaction. These drawbacks must be understood to improve formulation strategies and contraceptive outcomes.

Fluctuating Plasma Hormone Levels

One of the most significant challenges of IR contraceptive formulations is the rapid absorption and elimination of the active hormones. This can result in peaks and troughs in plasma concentrations, which may compromise consistent endocrine suppression, especially if doses are missed or taken irregularly (24). For example, ethinylestradiol and levonorgestrel, two commonly used hormones in COCs, reach peak plasma concentrations within 1–2 hours of ingestion and then undergo a rapid decline due to hepatic metabolism and biliary excretion (25). These fluctuations can:

  • Reduce the margin of safety for ovulation suppression.
  • Increase the risk of breakthrough ovulation, particularly in low-dose formulations.
  • Cause hormonal side effects such as nausea, breast tenderness, or mood changes due to high peak concentrations.

Maintaining steady-state hormone levels is more difficult with IR formulations than with extended-release systems, making daily dosing consistency crucial for efficacy.

Strict Dosing Schedule and Compliance Issues

Another major limitation is the requirement for strict adherence to the daily dosing schedule. Missing a single dose—especially with progestin-only pills (POPs)—can significantly compromise contraceptive effectiveness due to the short half-life of these hormones (26). Most POPs must be taken within the same 3-hour window each day, failing which backup contraception is recommended.

This rigidity in dosing introduces several issues:

  • Increased user burden, particularly for individuals with irregular routines.
  • Higher likelihood of missed pills, which is a common reason for contraceptive failure.
  • Greater dependence on reminder systems, apps, or counseling for adherence.

Studies have shown that real-world failure rates of oral contraceptives are significantly higher than those in clinical trials, primarily due to poor compliance with IR regimens (27).

First-Pass Metabolism and Drug Interactions

Immediate release contraceptives are also susceptible to first-pass hepatic metabolism, which can reduce bioavailability and alter therapeutic outcomes. This is particularly relevant in individuals taking enzyme-inducing medications (e.g., rifampin, phenytoin), which can increase clearance of contraceptive hormones and lower plasma levels below the threshold needed for ovulation suppression (28). Furthermore, gastrointestinal disturbances such as vomiting or diarrhea can reduce absorption of IR tablets, again leading to transient reductions in hormone levels and risk of pregnancy.

Lack of Hormone Reservoir Effect

IR formulations release the entire drug content quickly after ingestion, without providing a reservoir effect that could maintain hormone levels for extended periods. In contrast, extended-release or long-acting delivery systems like intrauterine devices (IUDs) or implants maintain therapeutic levels more consistently and are less susceptible to user error (29). This lack of sustained release from IR tablets makes them inherently more prone to fluctuations and failures if not taken precisely as directed.

4. Formulation Strategies for Immediate Release Oral Contraceptives

4.1 Choice of Excipients and Carriers

The formulation of immediate release (IR) oral contraceptives requires careful selection of excipients and carriers to ensure rapid drug release, stability, and bioavailability. Excipients play a critical role in the pharmacokinetics of the active pharmaceutical ingredients (APIs), influencing their disintegration, dissolution, and absorption in the gastrointestinal tract. Therefore, the excipients chosen must not only be compatible with the active drug but also help achieve optimal therapeutic effects.

Table 1: Common Excipients Used in Immediate Release Oral Contraceptive Formulations and Their Functional Roles

Excipient Class

Example(s)

Primary Function(s)

Remarks

Binders

Polyvinylpyrrolidone (PVP), Microcrystalline Cellulose

Provide mechanical strength; aid in tablet cohesion and disintegration

PVP forms strong films and promotes rapid disintegration; cellulose derivatives also function as disintegrants

Disintegrants

Croscarmellose Sodium, Sodium Starch Glycolate

Facilitate rapid tablet breakdown and drug release

Superdisintegrants that swell upon contact with water, ensuring efficient disintegration and faster hormone absorption

Fillers/Diluents

Lactose, Mannitol

Add bulk to tablets; improve swallowability and mechanical properties

Lactose ensures uniform tablet size; mannitol enhances palatability, often used in chewable contraceptives

Solubilizing Agents

Cyclodextrins, Polysorbates

Improve solubility and dissolution of poorly soluble active ingredients

Cyclodextrins form inclusion complexes with hydrophobic drugs; polysorbates enhance absorption by acting as surfactants

Lubricants

Magnesium Stearate, Stearic Acid

Reduce friction during tablet compression; prevent sticking to equipment

Essential for smooth manufacturing processes; help ensure uniformity and quality of the final dosage form

Choice of Carriers

Table 2: Selection of Carriers in Immediate Release Oral Contraceptive Formulations and Their Functional Contributions

Carrier Type

Example(s)

Function in Formulation

Remarks

Polymers

Hydroxy propyl methylcellulose (HPMC)

Enhance disintegration; aid in modifying dissolution rate

HPMC supports rapid disintegration while enabling consistent drug release, especially beneficial for poorly soluble compounds

Soluble Supports

Gelatin

Improve solubility and bioavailability

Water-soluble carrier that enhances dissolution and absorption, leading to increased contraceptive effectiveness

4.2 Direct Compression and Granulation Techniques

The manufacturing process of immediate release (IR) oral contraceptives significantly influences their quality, bioavailability, and patient compliance. Among various formulation strategies, direct compression and granulation techniques are two of the most common approaches used in the production of oral contraceptive tablets. These methods ensure the desired drug release profile, tablet integrity, and uniformity in dosage. This section elaborates on both techniques and their relevance to IR oral contraceptive formulations.

Direct Compression

Direct compression is a widely adopted technique in the pharmaceutical industry for the production of tablets. This method involves the compaction of powder blends directly into tablets without the need for prior wetting or drying, making it a cost-effective and timeefficient process. Direct compression is particularly advantageous in the formulation of immediate release oral contraceptives due to its simplicity and ability to maintain the physical stability of sensitive active pharmaceutical ingredients (APIs).

Advantages of Direct Compression

  1. Simplicity and Cost-Effectiveness: Direct compression does not require the use of solvents, binders, or significant amounts of processing equipment. This makes the technique cost-effective, reducing overall manufacturing costs for oral contraceptive tablets (36).
  2. Preservation of API Stability: Since no heat or solvents are involved, direct compression is ideal for APIs that are sensitive to moisture, temperature, or chemical degradation. This is particularly important for hormonal drugs used in oral contraceptives, which need to remain stable during manufacturing and storage (37).
  3. Faster Production Time: The direct compression process is generally faster compared to traditional wet granulation methods, which involves multiple steps like drying and screening. This results in a quicker turnaround time for the production of oral contraceptive tablets (38).

Challenges and Considerations in Direct Compression

  1. Need for Suitable Excipients: The formulation must include excipients that can flow well, compress uniformly, and ensure tablet cohesion without the need for additional binders or granulation steps. Common excipients used in direct compression include microcrystalline cellulose, lactose, and starch-based excipients (39).
  2. Limited to Certain Drug Properties: Not all drugs are suitable for direct compression due to their poor flow properties, inconsistent particle size, or low compressibility. In such cases, granulation techniques may be preferred.

Granulation Techniques

Granulation involves the aggregation of primary powder particles to form granules, which are then compressed into tablets. There are two primary types of granulation techniques used in the manufacturing of IR oral contraceptives: wet granulation and dry granulation. Granulation techniques are particularly useful when the drug has poor flow properties or requires a controlled particle size distribution for uniformity.

Wet Granulation

In wet granulation, a liquid binder is added to the powder blend to form a damp mass. This mass is then passed through a screen to form granules, which are dried and blended with additional excipients before compression into tablets. Wet granulation is commonly employed for oral contraceptives when APIs require improved flowability, better compression, and consistent dissolution profiles.

Advantages of Wet Granulation

  1. Enhanced Uniformity: Wet granulation helps in achieving uniform distribution of active pharmaceutical ingredients (APIs), improving dose uniformity in each tablet (40).
  2. Improved Flow and Compressibility: The granulation process improves the flowability and compressibility of the powder blend, which can be beneficial for drugs that are not ideal for direct compression due to their poor powder properties.

Challenges of Wet Granulation

  1. Time and Resource Intensive: The wet granulation process requires several stages such as wet mixing, drying, and screening, which increase manufacturing time and costs (41).
  2. Stability Concerns: The use of heat and moisture during the wet granulation process can lead to the degradation or instability of certain drugs, particularly sensitive APIs used in oral contraceptives.

Dry Granulation

In dry granulation, the powder blend is compacted under high pressure to form granules without the use of a binder or liquid. This method is used when the API is sensitive to heat or moisture and cannot withstand the conditions of wet granulation.

Advantages of Dry Granulation

  1. No Use of Solvents or Heat: Dry granulation eliminates the need for heat or moisture, making it suitable for heat-sensitive APIs. This is particularly relevant for oral contraceptives containing hormonal drugs, which are sensitive to temperature and humidity (42).
  2. Reduced Process Time: Dry granulation involves fewer steps compared to wet granulation, offering a quicker manufacturing timeline.

Challenges of Dry Granulation

  1. Limited to Certain Formulations: Dry granulation is not suitable for all drug formulations, especially those that require high binding or cohesive properties. In some cases, it may lead to poor granule formation, which can affect tablet quality.
  2. Less Control Over Granule Size: Dry granulation may result in a broader particle size distribution compared to wet granulation, which could affect the uniformity of the drug release (43).

Applications in Immediate Release Oral Contraceptives

Both direct compression and granulation techniques are applicable to immediate release oral contraceptives depending on the formulation requirements.

  • Direct compression is more suitable for simple formulations where the active ingredient has good flow properties and compressibility. Many progestin-only and combined oral contraceptives with relatively stable active ingredients can be manufactured using direct compression (44).
  • Granulation is more beneficial when there is a need to modify the dissolution rate, improve uniformity, or address poor flow properties of the drug. Granulation can also be used for oral contraceptive tablets that require controlled release or those containing complex active ingredients that need more advanced formulation techniques (45).

4.3 Use of Superdisintegrants

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Shivshankar Nagrik
Corresponding author

M. Pharm, Department of Pharmaceutics, Rajarshi Shahu College of Pharmacy, Buldhana, Maharashtra, India.

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Ashwini Verulkar
Co-author

B. Pharm, Rajarshi shahu College of Pharmacy, Buldhana, Maharashtra ,India.

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Aishwarya Ade
Co-author

B. Pharm, Rajarshi shahu College of Pharmacy, Buldhana, Maharashtra ,India.

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Rutuja Gaikwad
Co-author

B. Pharm, Rajarshi shahu College of Pharmacy, Buldhana, Maharashtra ,India.

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Mayuri Shelke
Co-author

B. Pharm, Rajarshi shahu College of Pharmacy, Buldhana, Maharashtra ,India.

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Khushbu Akturkar
Co-author

B. Pharm, Rajarshi shahu College of Pharmacy, Buldhana, Maharashtra ,India.

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Snehal Dethe
Co-author

B. Pharm, Rajarshi shahu College of Pharmacy, Buldhana, Maharashtra ,India.

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Sakshi Tupe
Co-author

B. Pharm, Rajarshi shahu College of Pharmacy, Buldhana, Maharashtra ,India.

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Prachi Jumale
Co-author

B. Pharm, Rajarshi shahu College of Pharmacy, Buldhana, Maharashtra ,India.

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Mohini Kale
Co-author

B. Pharm, Rajarshi shahu College of Pharmacy, Buldhana, Maharashtra ,India.

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Janhavi Gadhe
Co-author

B. Pharm, Rajarshi shahu College of Pharmacy, Buldhana, Maharashtra ,India.

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Kalyani Deshpande
Co-author

M. Pharm, Department of Pharmaceutical Quality Assurance, Anuradha College Of Pharmacy, Chikhli, Maharashtra, India.

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Vaishnavi Sarode
Co-author

B. Pharm, Laddhad college of pharmacy, Buldhana, Maharashtra ,India.

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Vaishnavi Puri
Co-author

B. Pharm, PRMSS Anuradha College of Pharmacy Chikhli, Maharashtra ,India.

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Monika Girhe
Co-author

B.Pharm, Gawande College of Pharmacy Sakharkherda, Buldhana, Maharashtra,India.

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Nikhil Wagh
Co-author

B.Pharm, Gawande College of Pharmacy Sakharkherda, Buldhana, Maharashtra,India.

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Pallavi Mangulkar
Co-author

M. Pharm, Department of Pharmaceutical Chemistry, M.V.P. Samaj's College of Pharmacy, Nashik, Maharashtra, India

Shivshankar Nagrik*, Ashwini Verulkar, Aishwarya Ade, Rutuja Gaikwad, Mayuri Shelke, Khushbu Akturkar, Snehal Dethe, Sakshi Tupe, Prachi Jumale, Mohini Kale, Janhavi Gadhe, Kalyani Deshpande, Vaishnavi Sarode, Vaishnavi Puri, Monika Girhe, Nikhil Wagh, Pallavi Mangulkar, Optimizing Oral Contraceptives: Role of Immediate Release Formulations in Reproductive Health, Int. J. Sci. R. Tech., 2025, 2 (7), 128-154. https://doi.org/10.5281/zenodo.15818035

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