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Abstract

This research centers on formulating and assessing a herbal-based cream using methanolic extracts of Cassia fistula and Lavandula bipinnata, well-known for their antimicrobial, antioxidant, and anti-inflammatory properties. The extracts were obtained via Soxhlet extraction and incorporated into an oil-in-water (O/W) cream base. The formulation was evaluated for physicochemical properties such as pH, viscosity, Spreadability, and stability under accelerated conditions. Antimicrobial activity was tested against common skin pathogens, and molecular docking studies were performed to predict the interaction of phytoconstituents with microbial protein targets. The results showed the cream to be stable, safe and effective in combating microbial infections. Hence, the formulated herbal cream presents a promising natural alternative for dermatological applications.

Keywords

Cassia fistula, Lavandula bipinnata, Herbal cream, Docking, Antimicrobial, O/W emulsion, Skin care.

Introduction

The global rise in demand for herbal cosmetics is attributed to their natural origin, safety profile, and multipurpose efficacy. Herbal creams have emerged as viable alternatives to synthetic products that often pose risks such as skin irritation and environmental toxicity. Cassia fistula and Lavandula bipinnata are traditionally used in Ayurveda and folk medicine due to their wide range of pharmacological properties, such as antimicrobial, antioxidant, anti- inflammatory, and wound-healing activities.

Fig no: 1.1 Cassia fistula

Fig no: 1.2 Lavandula bipinnata

OBJECTIVES

  • To authenticate and extract the phytochemicals from Cassia fistula and Lavandula bipinnata.
  • To develop an herbal cream formulation.
  • To evaluate its physicochemical properties and antimicrobial activity.
  • To study molecular docking of major phytoconstituents.

MATERIALS AND METHODS

Materials

Plant parts of Cassia fistula (fruit pulp) and Lavandula bipinnata (leaves and flowers) were sourced locally and authenticated. Other ingredients included beeswax, stearic acid, borax, benzyl alcohol, rose water, and acetylglyceride.

Extraction

Methanolic extraction was done using a Soxhlet apparatus. Extracts were filtered, concentrated via rotary evaporation, and stored in airtight containers.

Cream Formulation

Oil-in-water emulsions were prepared using the fusion method. The active extracts were incorporated into the cream base.

Evaluation Parameters

  • pH Measurement (Digital pH meter)
  • Viscosity (Brookfield viscometer)
  • Spreadability (Slip and drag method)
  • Stability (Accelerated conditions for 3 months)
  • Antimicrobial Activity (Disc diffusion method against C. albicans)
  • Molecular Docking (Mole soft software, targets included microbial proteins)

RESULTS AND DISCUSSION

Table no 2.1: Extraction results

Sr. No.

Parameter

Cassia fistula

Lavandula bipinnata

1

Plant part used

Leaves & pulp

Leaves & flower

2

Solvent used

Methanol: Water

(70:30)

Methanol: Water

(70:30)

3

Extraction Method

Soxhlet Extraction

Soxhlet Extraction

4

Duration of extraction

6-8 hours

7-8 hours

5

Color of extract

Dark brown

Light green

6

Temperature

60-70o c

60-70oc

7

Odor

Mild

Strong aromatic

8

Consistency

Thick-sticky

semisolid

Oily to semisolid

9

%Yield

10.4%

6.5%

10

Strong conditions

Stored in air tight container at  4oc

Stored

Extraction of Lavandula oil

  • Yield Calculation

Yield (%) = (Volume of oil (mL) / Weight of flowers (g)) × 100

Weight of flowers = 500g

Volume of oil extracted = 1.25 mL

Yield = (1.25 / 500) × 100 = 0.25%

Table no 2.2: Oil Extraction

Sample Weight (g)

Oil volume

Yield (%)

500

1.25

0.25%

600

1.8

0.30%

1000

3.5

0.35%

Physical Properties of Extracted Oil

  • Color: Pale yellow
  • Odor: Sweet, floral-lavender-like

Table no 2.3: Phytochemical tests of extracts

Sr.

No.

Phytochemical Tests

Reagents

Observation

Cassia fistula

Lavandula bipinnata

1

Alkaloids

Dragendorff’s

Wagner’s

Mayers reagent

Orange/ red/  brown ppt

+

+

2

Flavonoids

Alkaline reagent test

Yellow color turns colorless with acid

+

+

3

Tannins

Ferric chloride test

Blue – black color

+

+

4

Saponins

Foam test

Foam

+

-

5

Glycosides

Keller test

Red-brown ring

+

+

6

Phenolic compounds

Ferric chloride test

Bluish – black color

+

+

7

Terpenoids

Salkowski Test

Reddish - brown coloration

+

+

8

Steroids

Liebermann - buchard test

Bluish green ring

+

+

9

Coumarins

UV

fluorescence test

Blue/violet

fluorescence under UV

 

-

+

10

Anthraquinones

Borntrager test

Pink/red layer

+

_

11

Essential oils

Sudan III

Orange – Red

_

+

Table no 2.4: Formulation Table of F1 to F5 of herbal cream

Component

Function

1 (F1)

2 (F2)

3 (F3)

4 (F4)

5 (F5)

Lavandula bipinnata Oil

Acts as a hydrating and softening agent

1.0 ml

2.0 ml

3.0 ml

4.0 ml

5.0 ml

Cassia fistula Extract

Provides antibacterial & nourishing effects

2.0 gm

2.5 gm

3.0 gm

3.5 gm

4.0 gm

Isopropyl Myristate

Works as an emulsifying agent

0.5 gm

1.0 gm

1.5 gm

2.0 gm

2.5 gm

Beeswax

Serves as the base substance

2.0 gm

2.5 gm

3.0 gm

3.5 gm

4.0 gm

Stearic Acid

Function as an emulsifier

0.5 ml

1.0 ml

1.5 ml

2.0 ml

2.5 ml

Benzyl Alcohol

Acts as a preservative

2.0 ml

2.2 ml

2.4 ml

2.6 ml

2.8 ml

Borax

Aids in emulsification

1.0 gm

1.5 gm

2.0 gm

2.5 gm

3.0 gm

Acetylglyceride

Stabilizes the emulsion

2.0 ml

2.5 ml

3.0 ml

3.5 ml

4.0 ml

Rose Water

Provides scent

Qs

Qs

Qs

Qs

Qs

Purified Water

Used as a carrier/ liquid base

Qs

Qs

Qs

Qs

Qs

UV visible spectroscopy

UV visible spectroscopy of Cassia fistula extract

Fig no 2.1: Shows spectra of Cassia fistula Linn extract in methanol

Table no 2.5: Absorbance

Sr.No.

Wavelength

Absorbance

1.

224.00

0.051

After scanning, absorption maximum of Cassia fistula extract in  distilled water was found to be at 224 nm

Calibration Curve of Cassia fistula linn Extract in methanol: Solution of Cassia fistula Extract in distilled water 2µg/ml was prepared and by suitable dilutions, solutions of concentrations ranging from 2 to 10µg/ml were prepared. A graph of absorbance versus concentration was plotted. It is observed that Beer’s and Lambert’s law is obeyed.

Table no 2.6: Absorption

Concentration

Absorbance

0

0

2

0.185

4

0.252

6

0.396

8

0.564

10

0.768

Fig no 2.2: Calibration curve of Cassia fistula linn extract in methanol

IR spectra of Cassia fistula linn extract

Fig no 2.3: Shows IR spectra of Cassia fistula linn extract

Table no 2.7: Interpretation of IR spectra of Cassia fistula linn extract

Peak

Value

Functional group

1

994.58

C-O stretching

2

1147.96

C-O stretching

3

1304.40

C=C stretching

4

1453.42

C-O-H bending

5

1580.26

C=O stretching

6

2854.70

C-H stretching

7

3374.29

N-H stretching

Characterization of optimized batch (F3)

FTIR Analysis of Optimized Batch (F3)

IR spectra of Cassia fistula linn extract:

Fig no 2.4: Shows IR spectra of Cassia fistula linn extract

Table no 2.8: Interpretation IR spectra of optimized batch (F3) herbal cream

Peak

Value

Functional group

1

993.08

C-O stretching

2

1045.45

C-O stretching

3

1352.23

C=C stretching

4

1631.77

C=O stretching

5

1776.74

C=O stretching

6

2883.95

N-H stretching

7

3374.54

N-H stretching

Table no 2.9: Evaluation tests for cream

Sr. No

Parameter

Method used

Observed results

Acceptance criteria

1

Appearance/ color/ odor

Visual-sensory examination

Smooth, brown cream with pleasant odor

Smooth, uniform, acceptable, natural odor

2

pH

pH meter

5.8

4.5 – 6.5

3

Viscosity

Brookfield viscometer

3368 cps

1000-50,000 cps

4

Spreadability

Slip and drag method

9.1 g.cm/sec

9.0 to 31.02

5

Extrudability

Tube extrusive method

92% cream extruded

>90%easy extrusion

6

Washability

Rinsing with water

Easily washable with water

Easily washable

7

Emulsion type

Test of dye

Oil-in-Water

Usually Oil-in- Water for creams

8

Homogeneity

Glass slide method

Homogenous, no

lumps or grittiness

Uniform distribution

9

Stability (1month)

ICH conditions

No change in pH, viscosity or phase separation

Stable, no separation or degradation

10

Phytochemical screening

Qualitative chemical tests

Alkaloids Glycosides Flavonoids Tannins Saponins Terpenoids Phenolic

compounds

Presence of active constituents

Table no 2.10: Physiochemical properties

Property

Formulation 1 (F1)

Formulation 2 (F2)

Formulation 3 (F3)

Formulation 4 (F4)

Formulation 5 (F5)

Color

Brown hue

Brown hue

Brown hue

Brown hue

Brown hue

Fragrance

Characteristic scent

Characteristic scent

Characteristic scent

Characteristic scent

Characteristic scent

Texture

Semisolid

consistency

Semisolid

consistency

Semisolid

consistency

Semisolid

consistency

Semisolid

consistency

Table no 2.11: Phase separation, Irritancy, Washability, after feel, Homogeneity results

Evaluation Parameter

Formulation 1 (F1)

Formulation 2 (F2)

Formulation 3 (F3)

Formulation 4 (F4)

Formulation 5 (F5)

Phase Separation

No evidence observed

No evidence observed

No evidence observed

No evidence observed

No evidence observed

Skin Irritation

Absent

Absent

Absent

Absent

Absent

Ease of Washing

Washable

Washable

Washable

Washable

Washable

Post-application Feel

Softening effect

Softening effect

Softening effect

Softening effect

Softening effect

Uniformity

Homogeneous

Homogeneous

Homogeneous

Homogeneous

Homogeneous

Table no 2.12: Viscosity

Formulation

10rmp

20rpm

F1

1201centipoise

1247centipoise

F2

1254centipoise

3322centipoises

F3

1277centipoise

3368centipoises

F4

1385centipoise

2013centipoise

F5

1395centipose

2278centipose

Table no 2.13: Spreadability

Formulation code

Spreadability (g,cm/sec)

F1

7.5

F2

6.2

F3

9.1

F4

8.5

F5

8.6

Docking

Table no 2.14: Docking of Cassia fistula linn

Mol

L

LX

Name

Score

Natom

Nflex

Hbond

Hphob

Vwint

 

 

#

1

Fragment

-32.84

29

2

-6.406

-3.558

-26.6

Eintl

Dsolv

SolEl

mfScore

RTCNNscore

dTSsc

RecConf

Molecule Name

0

7.7132

8.1206

-68.7163

-27.58221

1.1989

1

1Fragment

Figure no: 2.5

Table no 2.15: Docking of Lavandula bipinnata

Mol

L

LX

Name

Score

Natom

Nflex

Hbond

Hphob

Vwint

 

 

0

1

Fragment

-15.23

29

7

-2.363

-4.868

-20.29

Eintl

Dsolv

SolEl

mfScore

RTCNNscore

dTSsc

RecConf

Molecule Name

1.5849

4.9315

8.2506

-19.2696

-17.21656

0.8737

1

1Fragment

Fig no: 2.6

Table no 2.16: pH

Sample ID

Measurement (Original)

Description

F1

5.6

Sample F1 recorded a value of 5.6

F2

5.7

Sample F2 recorded a value of 5.7

F3

5.8

Sample F3 recorded a value of 5.8

F4

5.4

Sample F4 recorded a value of 5.4

F5

5.5

Sample F5 recorded a value of 5.5

Table no 2.17: Accelerated stability testing

No of Days

Temp (0C)

Formulation

code

pH

Homogenisity

Appearance

Spreadability

After feel

0

RT ACC45oC

F3 F3

6.86

5.1

G G

NC NC

G G

E E

5

RT ACC45oC

F3 F3

6.87

5.9

G G

NC NC

G G

E E

10

RT ACC45oC

F3 F3

6.90

5.8

G G

NC NC

G G

E E

15

RT ACC45oC

F3 F3

6.94

5.80

G G

NC NC

G G

E E

20

RT ACC45oC

F3 F3

6.96

5.90

G G

NC NC

G G

E E

Accelerated stability testing

Acc- Accelerated condition, RT- Room Temperature, G- Good, NC-No change, E- Emollient. This study selected best formulation of herbal cream. This result show best physical stability of formulation. The formulation that was taken for further pharmacological evaluation F3.

Table no 2.18: Comparative study of herbal cream & Fluconazole (1%) cream

Parameter

Herbal Cream

Fluconazole

Cream (1%)

Control/Base

Cream

Statistical

Significance

Zone of Inhibition (mm)

18.5 ± 0.6

22.8 ± 0.4

0.0 ± 0.0

Significant

Minimum Inhibitory Concentration (MIC, µg/mL)

125.0 ± 0.0

62.5 ± 0.0

Minimum Fungicidal Concentration (MFC, µg/mL)

250.0 ± 0.0

125.0 ± 0.0

Healing Time (Days)

6.5 ± 1.0

5.2 ± 0.8

>10.0

Significant

Skin Irritation Score

0.5 ± 0.1

0.3 ± 0.1

0.0 ± 0.0

Not Significant

Viscosity (cPs)

3368 ± 200

10,500 ± 180

10,000 ± 250

Not Significant

Spreadability (g·cm/sec)

9.1 ± 0.3

7.2 ± 0.2

6.5 ± 0.4

Not Significant

pH of Formulation

5.8 ± 0.2

6.0 ± 0.1

6.2 ± 0.1

Not Significant

Stability (3 Month @ 40°C/ 75%RH)

No change

No change

Stable

Table no 2.19: Antimicrobial Test

Control

Standard(1mg/ml)

Test

-

Fluconazole

5mg, 10 mg

Table no 2.20 Zone of inhibition

Parameter

Herbal Cream

Fluconazole

Cream control

Zone of inhibition (mm)

18.5 ± 0.6

22.8 ± 0.4

0

MIC (µg/mL)

125

62.5

-

MFC (µg/mL)

250

125

-

Healing time (Days)

6.5 ± 1.0

62.5 ± 0.0

>10

Fig no 2.7: Antimicrobial Test

Fig no 2.8: Antimicrobial Test

CONCLUSION

The formulated herbal cream containing Cassia fistula and Lavandula bipinnata extracts demonstrates strong antimicrobial activity, good physicochemical properties, and excellent stability. Molecular docking further supports the pharmacological claims. The herbal extracts were efficiently obtained and underwent preliminary phytochemical analysis, which revealed owing to the presence of essential secondary metabolites such as flavonoids, tannins, alkaloids, and others. phenolic compounds. The results indicated that the cream possessed good consistency, pH within skin-compatible range, excellent Spreadability, homogeneity, and washability. It remained stable over three months under accelerated conditions, showing no signs of phase separation or significant changes in viscosity or pH. Microbial evaluation demonstrated that the formulation was free from harmful pathogens and within acceptable microbial load limits, confirming its microbiological safety. In vitro antimicrobial studies showed significant zones of inhibition against common skin pathogens including Candida albicans supporting the antimicrobial potential of the cream. The formulation stands as a promising natural skincare alternative with therapeutic and cosmetic benefits.

REFERENCES

  1. Ashish Aswal, Kalra, M., & Rout, A. (2013). Preparation and evaluation of polyherbal cosmetic cream. Derma Pharmacia Lettre, 5(1), 83-88.
  2. Bahorun T et al. (2005). Antioxidant activity of Cassia fistula extracts. Phototherapy Research, 19(7), 567–573.
  3. Chandrasekhar. Ret Kulathivel, T.M., &Agastian, P. (2012). Phytochemical and antibacterial studies of leaves of Tridax procumbens L. Asian Pacific Journal of Tropical Biomedicine, 2(1), 159-161.
  4. Deepak Mohale, Karwande, I., Margaret, I., &Sattur P.B. (2010). Pharmacology and biochemical evaluation of Cassia fistula on inflammation. Indian Journal of Pharmacology, 21(2), 1-7.
  5. Govindarajan, M., Jebanesan, A., &Pushpanathan, T. (2008). Larvicidal and ovicidal activity of Cassia fistula Linn. leaf extract against filarial and malarial vector mosquitoes. Parasitological Research, 102(2), 289-292.
  6. Kumar, A., et al. (2013). Evaluation of Antimicrobial Activity of Cassia fistula Extracts Against Skin Pathogens. Journal of Pharmacognosy and Phytochemistry, 2(4), 45–50.
  7. Lalita Chauhan, Babu, Krishna, Novel herbal composition for treatment of psoriasis and other skin disorders, U.S. Patent US0165136, 2020.
  8. Mankar, S.S., et al. (2022). Formulation and Evaluation of Herbal Cream Used in Treatment of Skin Disorders. International Journal of Pharmaceutical and Phyto pharmacological Research, 12(6), 25-30.
  9. Nanditha, V. V., et al. (2024). Formulation And Evaluation of Herbal Cream Containing Cassia fistula Linn Flower (Aragwadha Pushpa) For Acne. International Journal of Pharmaceutical Sciences.
  10. Nagella, P., et al. (2011). Chemical Composition and Antimicrobial Activity of Essential Oils of Lavandula bipinnata. Natural Product Communications, 6(1), 111–114.
  11. Oak, P.M. (2019). Formulation and Evaluation of Herbal Cream Containing Nyctanthe sarbortristis. Research Journal of Topical and Cosmetic Sciences, 10(1), 10-14.
  12. Panda, S. K., Brahma, S., & Dutta, S. K. (2010). Selective antifungal action of crude extracts of Cassia fistula L.: A prelim in study on Candida and Aspergillus species. Malaysian journal of microbiology, 6(1), 62-68.
  13. Panda SK et al. (2009). Antifungal activity of Cassia fistula extracts. Indian J Pharm Sci, 71(4), 420–423.
  14. Roy, A., & Sahu, R.K. (2013). Formulation and Development of Face Cream Containing Natural Products. Research Journal of Topical and Cosmetic Sciences, 4(1), 10-14.
  15. Singh, R., & Sharma, P. (2012). Antioxidant and Antimicrobial Properties of Lavandula bipinnata Extracts. International Journal of Pharmaceutical Sciences and Research, 3(6), 1805–1810.
  16. Saudagar RB et al. (2018). Herbal cosmetics formulation and evaluation. International Journal of Pharmaceutical Sciences and Research, 9(3), 825–832.
  17. Trott, O., & Olson, A. J. (2010). Auto Dock Vina: Improving the Speed and Accuracy of Docking with a New Scoring Function, Efficient Optimization, and Multithreading. Journal of Computational Chemistry, 31(2), 455–461.
  18. Verma, S., et al. (2019). Development and Evaluation of Herbal Cream Containing Extracts of Azadirachta indica and Curcuma longa. International Journal of Pharmaceutical Sciences and Research, 10(4), 1800–1806.
  19. Wathoni Kapoor S, Saraf S, Formulation and Evaluation of Moisturizer Containing Herbal Extracts for the Management of Dry Skin, Pharmacognosy Journal, 2018; 2(11) :409- 418
  20. Yusuf R et al. (2019). Pharmacological properties of Lavandula bipinnata. Asian Journal of Research in Chemistry, 12(1), 50–56.

Reference

  1. Ashish Aswal, Kalra, M., & Rout, A. (2013). Preparation and evaluation of polyherbal cosmetic cream. Derma Pharmacia Lettre, 5(1), 83-88.
  2. Bahorun T et al. (2005). Antioxidant activity of Cassia fistula extracts. Phototherapy Research, 19(7), 567–573.
  3. Chandrasekhar. Ret Kulathivel, T.M., &Agastian, P. (2012). Phytochemical and antibacterial studies of leaves of Tridax procumbens L. Asian Pacific Journal of Tropical Biomedicine, 2(1), 159-161.
  4. Deepak Mohale, Karwande, I., Margaret, I., &Sattur P.B. (2010). Pharmacology and biochemical evaluation of Cassia fistula on inflammation. Indian Journal of Pharmacology, 21(2), 1-7.
  5. Govindarajan, M., Jebanesan, A., &Pushpanathan, T. (2008). Larvicidal and ovicidal activity of Cassia fistula Linn. leaf extract against filarial and malarial vector mosquitoes. Parasitological Research, 102(2), 289-292.
  6. Kumar, A., et al. (2013). Evaluation of Antimicrobial Activity of Cassia fistula Extracts Against Skin Pathogens. Journal of Pharmacognosy and Phytochemistry, 2(4), 45–50.
  7. Lalita Chauhan, Babu, Krishna, Novel herbal composition for treatment of psoriasis and other skin disorders, U.S. Patent US0165136, 2020.
  8. Mankar, S.S., et al. (2022). Formulation and Evaluation of Herbal Cream Used in Treatment of Skin Disorders. International Journal of Pharmaceutical and Phyto pharmacological Research, 12(6), 25-30.
  9. Nanditha, V. V., et al. (2024). Formulation And Evaluation of Herbal Cream Containing Cassia fistula Linn Flower (Aragwadha Pushpa) For Acne. International Journal of Pharmaceutical Sciences.
  10. Nagella, P., et al. (2011). Chemical Composition and Antimicrobial Activity of Essential Oils of Lavandula bipinnata. Natural Product Communications, 6(1), 111–114.
  11. Oak, P.M. (2019). Formulation and Evaluation of Herbal Cream Containing Nyctanthe sarbortristis. Research Journal of Topical and Cosmetic Sciences, 10(1), 10-14.
  12. Panda, S. K., Brahma, S., & Dutta, S. K. (2010). Selective antifungal action of crude extracts of Cassia fistula L.: A prelim in study on Candida and Aspergillus species. Malaysian journal of microbiology, 6(1), 62-68.
  13. Panda SK et al. (2009). Antifungal activity of Cassia fistula extracts. Indian J Pharm Sci, 71(4), 420–423.
  14. Roy, A., & Sahu, R.K. (2013). Formulation and Development of Face Cream Containing Natural Products. Research Journal of Topical and Cosmetic Sciences, 4(1), 10-14.
  15. Singh, R., & Sharma, P. (2012). Antioxidant and Antimicrobial Properties of Lavandula bipinnata Extracts. International Journal of Pharmaceutical Sciences and Research, 3(6), 1805–1810.
  16. Saudagar RB et al. (2018). Herbal cosmetics formulation and evaluation. International Journal of Pharmaceutical Sciences and Research, 9(3), 825–832.
  17. Trott, O., & Olson, A. J. (2010). Auto Dock Vina: Improving the Speed and Accuracy of Docking with a New Scoring Function, Efficient Optimization, and Multithreading. Journal of Computational Chemistry, 31(2), 455–461.
  18. Verma, S., et al. (2019). Development and Evaluation of Herbal Cream Containing Extracts of Azadirachta indica and Curcuma longa. International Journal of Pharmaceutical Sciences and Research, 10(4), 1800–1806.
  19. Wathoni Kapoor S, Saraf S, Formulation and Evaluation of Moisturizer Containing Herbal Extracts for the Management of Dry Skin, Pharmacognosy Journal, 2018; 2(11) :409- 418
  20. Yusuf R et al. (2019). Pharmacological properties of Lavandula bipinnata. Asian Journal of Research in Chemistry, 12(1), 50–56.

Photo
Rutuja Kadam
Corresponding author

Rajarambapu College of Pharmacy, Kasegaon, India

Photo
Dr. Shrinivas Mohite
Co-author

Rajarambapu College of Pharmacy, Kasegaon, India

Photo
Dr. Sandeep Kane
Co-author

Rajarambapu College of Pharmacy, Kasegaon, India

Photo
Dr. Manojkumar Nitalikar
Co-author

Rajarambapu College of Pharmacy, Kasegaon, India

Photo
Dr. Indrayani Bandgar
Co-author

Rajarambapu College of Pharmacy, Kasegaon, India

Rutuja Kadam, Dr. Shriniwas Mohite, Dr. Sandeep Kane, Dr. Manojkumar Nitalikar, Dr. Indrayani Bandgar, Formulation and Evaluation of Cream Containing Extracts of Cassia fistula and Lavandula bipinnata: In Vitro and Docking Study of Phytochemicals, Int. J. of Pharm. Sci., 2025, Vol 3, Issue 7, 3453-3462. https://doi.org/10.5281/zenodo.16420943

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