Novel Method Development for Metformin, Ivabradine, Metoprolol and Ertugliflozin and its Validation in API and Pharmaceutical Dosage Form by RPHPLC Method

 

G. Haritha1, Vijey Aanandhi M2, P. Shanmugasundaram3*

1Research Scholar, Department of Pharmaceutical Chemistry and Analysis, School of Pharmaceutical Sciences, Vels Institute of Science, Technology and Advanced Studies (VISTAS), Pallavaram, Chennai, Tamil Nadu, India.

2Department of Pharmaceutical Chemistry and Analysis, School of Pharmaceutical Sciences, Vels Institute of Science, Technology and Advanced Studies (VISTAS), Pallavaram, Chennai, Tamil Nadu, India.

3Director, School of Pharmaceutical Sciences, Vels Institute of Science, Technology and Advanced Studies (VISTAS), Pallavaram, Chennai, Tamil Nadu, India.

*Corresponding Author E-mail: director.sps@velsuniv.ac.in

 

ABSTRACT:

Present investigation is based upon a new method development and validation for the simultaneous estimation of drugs comes under the classification of anti-hypertensive and anti-diabetic. For the proposed method metformin, ivabradine, metoprolol and ertugliflozin drugs were selected. The chromatographic separation was achieved by using mobile phase 0.01N potassium dihydrogen ortho phosphate buffer and acetonitrile (50:50) ratio and stationary phase of kromasil C18(250×4.6mm, 5µm) column. The retention times for metformin, ivabradine, metoprolol and ertugliflozin were found to be 2.560min, 3.116 min, 3.473 min and 5.196 min respectively. The developed method shows that all the drugs were clearly separated among each other with the system suitability. The developed method was further validated as per ICH guidelines Q2R1. It was found the method was accurate, presice with good linearity. Hence this method can be used for the routine analysis of these drugs in biological sample.

 

KEYWORDS: Metformin, ivabradine, metoprolol, ertugliflozin, ICH guidelines, 0.01N potassium dihydrogen ortho phosphate buffer and acetonitrile.

 

 


INTRODUCTION:

At present scenario blood pressure and diabetics are common problems among the individuals. The diabetes and hypertension are two disorders that are found to coexist frequently. The researchers conclude that up to 75% of the patients with diabetes also have hypertension and vice-versa1-12.

 

Nowadays multiple components are taking up in the market because of their synergistic effect, patient acceptance, tolerability and multiple actions.

 

For the study the drugs were selected are metformin, ivabradine, metoprolol and ertugliflozin. hence this investigation was undertaken to develop a new RPHPLC method for the estimation of drugs comes under the category of diabetics and cardio vascular disorders.

 

Metformin is first choice of antihyperglycemic drug used in the treatment of type II diabetes. The IUPAC name of the drug is 1-carbamimidamido-N,N dimethyl methanimidamide with chemical formula C4H11N5. This drug decreases the blood glucose by gluconeogenesis13.

 

Fig.1: Structure of Metformin

 

Ivabradine is a novel drug used in lowering of heart rate for treating cardiovascular diseases. This drug shows its activity by inhibiting pace maker current in sinoatrial node which thereby improves the flow of blood to the myocardial muscle, resulting in the lowering of heart rate. The chemical formula of the drug is C27H36N2O5 with IUPAC name 3-[3-({[(7S)-3,4- dimethoxybicyclo[4.2.0]octa-1,3,5-trien-7-yl]methyl} (methyl) amino) propyl]-7,8-dimethoxy-2,3,4,5-tetrahydro-1H-3-benzazepin-2-one

 

Fig.2: Structure of Ivabradine14

 

Metaprolol is the drug used for treating cardiovascular diseases. It is a selective β1 blocker with chemical formula C15H25NO3 and IUPAC name 1-[4-(2-methoxyethyl) phenoxy] -3-[(propan-2-yl)amino]propan-2-ol. This has maximum bioavailability. This drug is administered in the form of tartrate and succinate derivatives based on the formulation.

 

Fig.3: Structure of Metoprolol15.

 

Ertugliflozin is an inhibitor of type 2 sodium-dependent glucose cotransporter, which helps in the excretion of glucose. Thus, this drug is used in treating hyperglycemic condition. The chemical formula of the drug is C22H25ClO7with the IUPAC name (1S,2S,3S,4R,5S)-5-{4-chloro-3-[(4-ethoxyphenyl)methyl]phenyl}-1-(hydroxymethyl)-6,8-dioxabicyclo [3.2.1] octane-2,3,4-triol. This drug is highly bound to plasma proteins and is well absorbed 16.

 

Fig.4: Structure of Ertugliflozin

 

MATERIALS AND METHODS:

Chemicals and Reagents:

Metformin, Ivabradine, Metoprolol, Ertugliflozin API is received as gift samples from Sprectrum Labs. HPLC grade Acetonitrile, Methanol, Millipore MilliQ water and Glacial acetic acid Potassium dihydrogen ortho phosphate, Acetonitrile, HPLC water, triethylamine, dilute orthophosphoric acid were purchased from Merck, Germany, Regis Technologies Inc, USA.

 

Instrumentation and Chromatographic Conditions:

The HPLC system is used for method development and method validation. Detection was carried by Waters with a diode array detector (model: 2996 detector 2487 separation module). The output signal was supervised and processed using Waters Empower 2 Software. LC GC Ragward Dual Range balance was used to perform weighing.

 

Kromasil C18 250x4.6, 5m used as stationary phase and phosphate buffer: Acetonitrile taken in the ratio 50:50 as mobile phase. Study was conducted at flow rate of 1 ml/min, at detector wave length of 245nm and run time of 10 min.

 

Standard Solution Preparation:

Accurately Weighed and transferred 1.25mg of Ertugliflozin, 250mg of Metformin, 2.5mg of Ivabradine and 25mg of Metoprolol working Standards into a 50ml clean dry volumetric flask, add 3/4 th volume of diluent, sonicated for 5 minutes and make up to the final volume with diluents (Water: Acetonitrile (50:50)). 1ml from the above two stock solutions was taken into a 10ml volumetric flask and made up to 10ml.

 

Sample Solution Preparation of Ertugliflozin and Metformin:

5 tablets were weighed and the average weight of each tablet was calculated, then the weight equivalent to 1 tablet was transferred into a 100mL. volumetric flask, 50mL of diluent added and sonicated for 25 min, further the volume made up with diluent and filtered. From the filtered solution. 1ml was pipeted out into a 10ml volumetric flask and made up to 10ml with diluent. (2.5ppm of Ertugliflozin and 250ppm of Metformin)

 

Sample Preparation of Ivabradine and Metoprolol:

5 tablets were weighed and the average weight of each tablet was calculated, then the weight equivalent to 1 tablet was transferred into a 100mL. volumetric flask, 50mL of diluent added and sonicated for 25 min, further the volume made up with diluent and filtered. From the filtered solution. 1ml was pipeted out into a 10ml volumetric flask and made up to 10ml with diluent. (5ppm of Ivabradine and 25ppm of Metoprolol)

 

Method Validation:

The optimized HPLC method was validated with respect to the following parameters. The validation was performed as per the ICH guidelines.

 

 

System Suitability:

The system suitability parameters with respect to theoretical plates (N), peak symmetry (T), capacity factor (K), selectivity (a), HETP (H), and resolution (Rs) between of Metformin, Ivabradine, Metoprolol and Ertugliflozin peaks were defined.

 

Linearity:

Constant volume of 20µL injections were made for each concentration six times and chromatographed under the above-mentioned conditions. The peak areas were plotted against the corresponding concentrations to obtain the calibration graphs. Linear calibration curves were generated using least-squares linear-regression analysis. Residual analysis was performed to ascertain linearity. A series of concentrations ranging from 125 to 750µg/ml for metformin, 1.25 to 7.5 for ivabradine, 6.25 to 37.5 for metoprolol, and 0.625 to 3.75µg/ml for ertugliflozin. Calibration curve was constructed by plotting the mean peak area (Y-axis) against the concentration (X-axis).

 

Precision:

Precision of the method was determined with the standard and the real sample. The intraday and interday variation, for determination of Metformin, Ivabradine, Metoprolol and Ertugliflozin were carried out at standard concentration levels of 500,5, 25, 2.5µgmL respectively. Method repeatability was achieved by repeating the same procedure six times on the same day for intraday precision. The intermediate (interday) precision of the method was checked by performing same procedure on different days under the same experimental conditions. The repeatability of sample application and measurement of peak area were expressed in terms of relative standard deviation (% RSD).

 

Accuracy:

Accuracy of the method was carried outby applying the method to drug sample to which known amounts of Metformin, Ivabradine, Metoprolol and Ertugliflozin standard powder corresponding to 50, 100, and 150% of solutions had been added (standard addition method). At each level of the amount three determinations were performed.

 

Limit of Detection and Limit of Quantitation:

The detection limit of an individual analytical procedure is the lowest amount of analyte in a sample that can be detected but not necessarily quantitated as an exact value. The quantitation limit of an individual analytical procedure is the lowest amount of analyte in a sample that can be quantitatively determined with suitable precision and accuracy. LOD and LOQ of Metformin, Ivabradine, Metoprolol and Ertugliflozin were determined by calibration curve method. LOD and LOQ were calculated by using following: where S

 

LOD= 3.3 X SD/Slope

 

LOQ= 10 X SD/Slope

 

Robustness:

The robustness was studied by evaluating the effects of small but deliberate variations in the chromatographic conditions. The robustness of the method was studied under deliberate variations in parameters peak resolution, tailing and number of theoretical plates were evaluated. To study the outcome of the flow rate on the developed method, it was changed ± 0.2mL/minute. The effect of column temperature on the developed method was studied at ± 5°C (instead of 30°C). The mobile phase composition was changed ±10% from the initial composition of organic phase. In all the above varied conditions, the aqueous component of the mobile phase was held constant.

 

Assay:

Assay is a method used to determine the amount of Metformin, Ivabradine, Metoprolol, and Ertugliflozin present in pharmaceutical product. Segluromet and Ivamet XL conventional tablets bearing the label claim of 2.5mg Ertugliflozin and 500mg Metformin and 5mg Ivabradine and 25mg Metoprolol used as sample to conduct assay. Six replicate sample solutions of 28μg/ml concentration were injected and percentage purity was calculated.

 

RESULTS AND DISCUSSION:

Development of HPLC method and Optimization:

Kromasil C18 250x4.6, 5m used as stationary phase and Buffer: Acetonitrile: taken in the ratio 50:50 as stationary phase. Study was conducted at flow rate of 1 ml/min, at detector wave length of 245nm at run time of 10min.

 

 

Fig 5: Optimized chromatogram

 

 

System Suitability:

The system suitability parameters with respect to theoretical plates (N), peak symmetry (T), capacity factor (K), selectivity (a), HETP (H), and resolution (Rs) between of Metformin, Ivabradine, Metoprolol, and Ertugliflozin peaks were within the limits as per the ICH guidelines.

 

Linearity:

Constant volume of 20µL injections were made for each concentration six times and chromatographed under the above-mentioned conditions. The peak areas were plotted against the corresponding concentrations to obtain the calibration graphs. Linear calibration curves were generated using least-squares linear-regression analysis. Residual analysis was performed to ascertain linearity. A series of concentrations ranging from 125 to 750µg/ml for metformin, 1.25 to 7.5 for ivabradine, 6.25 to 37.5 for metoprolol, and 0.625 to 3.75µg/ml for ertugliflozin. Calibration curve was constructed by plotting the mean peak area (Y-axis) against the concentration (X-axis). Regression coefficient value for all four drugs were found to be 0.999. Hence satisfactory results as per the guidelines. Results were shown in Table 1-4 and Fig 6-9

 

Table No 1. Linearity of Metformin

S. No

CONC. (µG/ML)

AREA

1

0

0

2

125

1629160

3

250

3211190

4

375

4876809

5

500

6480635

6

625

8014160

7

750

9743404

 

Fig: 6 Linearity of Metformin

 

Table No 2. Linearity of Ivabradine

S. NO

CONC.(µG/ML)

AREA

1

0

0

2

1.25

17151

3

2.5

34299

4

3.75

51313

5

5

68665

6

6.25

85851

7

7.5

101642

 

Fig: 7 Linearity of Ivabradine

 

Table No 3. Linearity of Metoprolol

S. No

CONC. (µG/ML)

AREA

1

0

0

2

6.25

135020

3

12.5

273742

4

18.75

404523

5

25

536063

6

31.25

680520

7

37.5

807043

 

Fig: 8 Linearity of Metoprolol

 

Table No 4. Linearity of Ertugliflozin

S. No

CONC.(µG/ML)

AREA

1

0

0

2

0.625

7055

3

1.25

13901

4

1.875

21025

5

2.5

27574

6

3.125

34555

7

3.75

40903

 

Fig: 9 Linearity of Ertugliflozin

 

Table 5: precision results

Injection

Area of Metformin

Area of Ivabradine

Area of Metoprolol

Area of Ertugliflozin

Injection-1

6508907

68803

539561

28188

Injection-2

6485553

70621

548212

27665

Injection-3

6491537

69344

538632

28068

Injection-4

6512843

68894

545171

28098

Injection-5

6518979

69411

546060

27854

Injection-6

6520948

68750

543162

27985

Avg

6505972

69404

544247

27934

SD

14650.3

703.4

3764.8

189.7

%RSD

0.2

1.0

0.7

0.7

 

Precision:

Precision of the method was determined with the standard and the real sample. The intraday and interday variation, for determination of Metformin, Ivabradine, Metoprolol, and Ertugliflozin

 

Table 6: Intermediate precision results

Injection

Area of Metformin

Area of Ivabradine

Area of Metoprolol

Area of Ertugliflozin

Injection-1

277873

297175

277873

297175

Injection-2

275427

292447

275427

292447

Injection-3

271531

290662

271531

290662

Injection-4

276641

292422

276641

292422

Injection-5

274090

291307

274090

291307

Injection-6

279951

292914

279951

292914

Avg

275528

291950

275528

291950

SD

2947.5

2289.9

2947.5

2289.9

%RSD

1.1

0.8

1.1

0.8

 

The repeatability of sample application and measurement of peak area were expressed in terms of relative standard deviation (% RSD). Relative standard deviation (% RSD) was less than hence it is satisfactory to requirements.

 

Accuracy:

Accuracy of the method was carried outby applying the method to drug sample to which known amounts of Metformin, Ivabradine, Metoprolol, and Ertugliflozin standard powder corresponding to 50, 100, and 150% of solutions had been added (standard addition method). At each level of the amount three determinations were performed. As per ICH guidelines % recovery was between 99-102%W/W.


 

Table 7: Accuracy results of Metformin

%

TRIAL

AREA(y)

m

C

y-c

Total

Conc

Added

Conc

Std

Conc

Amt

Rec

% Rec

AVG

%Rec

50%

1

9735144

12934

445

9734699

752.6441163

250

500

252.64

101.06

100.34

2

9690820

12934

445

9690375

749.2171795

250

500

249.22

99.69

3

9710136

12934

445

9709691

750.7106077

250

500

250.71

100.28

100%

1

13074312

12934

445

13073867

1010.813901

500

500

510.81

102.16

102.25

 

 

2

13083464

12934

445

13083019

1011.521494

500

500

511.52

102.30

3

13081981

12934

445

13081536

1011.406835

500

500

511.41

102.28

150%

1

16094234

12934

445

16093789

1244.30099

750

500

744.30

99.24

99.82

 

2

16232906

12934

445

16232461

1255.022499

750

500

755.02

100.67

3

16122931

12934

445

16122486

1246.519715

750

500

746.52

99.54

 

Table 8: Accuracy results of Ivabradine

%

TRIAL

AREA(y)

m

C

y-c

Total

Conc

Added

Conc

Std

Conc

Amt

Rec

% Rec

AVG

%Rec

50%

1

101748

13620

200.2

101547.8

7.46

2.5

5

2.46

98.23

99.90

2

102382

13620

200.2

102181.8

7.50

2.5

5

2.50

100.09

3

102823

13620

200.2

102622.8

7.53

2.5

5

2.53

101.39

100%

1

136274

13620

200.2

136073.8

9.99

5

5

4.99

99.81

99.61

 

 

2

135873

13620

200.2

135672.8

9.96

5

5

4.96

99.23

3

136248

13620

200.2

136047.8

9.99

5

5

4.99

99.78

150%

1

170038

13620

200.2

169837.8

12.47

7.5

5

7.47

99.60

100.15

2

171365

13620

200.2

171164.8

12.57

7.5

5

7.57

100.90

3

170422

13620

200.2

170221.8

12.50

7.5

5

7.50

99.97

 

Table 9: Accuracy results of Metoprolol

%

TRIAL

AREA(y)

m

C

y-c

Total

Conc

Added

Conc

Std

Conc

Amt

Rec

% Rec

AVG

%Rec

50%

1

808363

21568

867.4

807495.6

37.43952

12.5

25

12.44

99.52

99.31

2

806634

21568

867.4

805766.6

37.35936

12.5

25

12.36

98.87

3

808385

21568

867.4

807517.6

37.44054

12.5

25

12.44

99.52

100%

1

1086649

21568

867.4

1085781.6

50.34225

25

25

25.34

101.37

100.04

 

 

2

1072938

21568

867.4

1072070.6

49.70654

25

25

24.71

98.83

3

1078927

21568

867.4

1078059.6

49.98422

25

25

24.98

99.94

150%

1

1352522

21568

867.4

1351654.6

62.66945

37.5

25

37.67

100.45

100.18

2

1345215

21568

867.4

1344347.6

62.33066

37.5

25

37.33

99.55

3

1353343

21568

867.4

1352475.6

62.70751

37.5

25

37.71

100.55

 

 

 

 

Table 10: Accuracy results of Ertugliflozin

%

TRIAL

AREA(y)

m

C

y-c

Total

Conc

Added

Conc

Std

Conc

Amt

Rec

% Rec

AVG

%Rec

50%

1

41149

10936

210.8

40938.2

3.74

1.25

2.5

1.24

99.47

100.65

2

41297

10936

210.8

41086.2

3.76

1.25

2.5

1.26

100.56

3

41485

10936

210.8

41274.2

3.77

1.25

2.5

1.27

101.93

100%

1

55145

10936

210.8

54934.2

5.02

2.5

2.5

2.52

100.93

100.64

 

 

2

54978

10936

210.8

54767.2

5.01

2.5

2.5

2.51

100.32

3

55073

10936

210.8

54862.2

5.02

2.5

2.5

2.52

100.67

150%

1

68238

10936

210.8

68027.2

6.22

3.75

2.5

3.72

99.21

99.42

2

68415

10936

210.8

68204.2

6.24

3.75

2.5

3.74

99.64

3

68312

10936

210.8

68101.2

6.23

3.75

2.5

3.73

99.39

 


Limit of Detection and Limit of Quantitation:

The detection limit and quantitation limit of Metformin, Ivabradine, Metoprolol and Ertugliflozin were within the limits as per the ICH guideline. Results were shown in table no 11.

 

Table 11: Accuracy results of LOD and LOQ

parameter

Metformin

Ivabradine

Metoprolol

Ertugliflozin

LOD

0.06

0.03

0.09

0.02

LOQ

0.18

0.10

0.28

0.05

 

Robustness:

Study conducted at the flow rate on the developed method, at ± 0.2mL/minute, column temperature of ± 5°C and the mobile phase composition of ±10% from the initial composition of organic phase. System suitability parameters are reaching satisfactory results of ICH guideline. Thus, the method was found to be robust with respect to variability in applied conditions.

 

Table 12: Accuracy results of Metformin

S. No

Standard Area

Sample Area

1

6480619

6508907

2

6480619

6485553

3

6480619

6491537

4

6480619

6512843

5

6480619

6518979

6

6480619

6520948

AVG

6480619

6506461

% of Drug

100.20

 

Table 13: Accuracy results of Ivabradine

S. No

Standard Area

Sample Area

1

69452

68803

2

69452

70621

3

69452

69344

4

69452

68894

5

69452

69411

6

69452

68750

AVG

69452

69303.83

% of Drug

99.59%

 

Table 14: Accuracy results of Metoprolol

S. No

Sample Area

Standard Area

1

539561

536825

2

548212

536825

3

538632

536825

4

545171

536825

5

546060

536825

6

543162

536825

AVG

543466.3

536825

% of Drug

101.03

Assay:

Assay is a method used to determine the amount of of Metformin, Ivabradine, Metoprolol and Ertugliflozin present in pharmaceutical product. Segluromet and Ivamet XL conventional tablets bearing the label claim of 2.5 mg Ertugliflozin and 500mg Metformin and 5 mg Ivabradine and 25mg Metoprolol used as sample to conduct assay. Six replicate sample solutions of 28μg/ml concentration were injected and percentage purity was calculated.

 

Table 15: Accuracy results of Ertugliflozin

S. No

Sample Area

Standard Area

1

28188

27887

2

27665

27887

3

28068

27887

4

28098

27887

5

27854

27887

6

27985

27887

AVG

27976.33

27887

% of Drug

100.12

 

CONCLUSION:

A new chromatographic separation was achieved for the simultaneous estimation of Metformin, Ivabradine, Metoprolol and Ertugliflozin classified under anti-hypertensive and anti-diabetic drugs. The developed HPLC technique is precise, specific, robust, and accurate. Statistical analysis proves that the method is suitable for routine analysis of Metformin, Ivabradine, Metoprolol and Ertugliflozin in pharmaceutical dosage form. Further the same method will be used for analyzing these drugs in biological sample.

 

ACKNOWLEDGEMENT:

The authors wish to thank the management of Vels University, for supporting this work. The authors wish to thank Spectrum labs, for providing facilities to conduct this work. The authors wish to acknowledge the Hetero labs for providing the samples for their research. They would also like to thank colleagues for their support to complete research work.

 

CONFLICT OF INTEREST:

The authors have no conflict of interests to disclose other than what has been acknowledged above.

 

REFERENCES:

1.     Available at https://www.who.int/news-room/facts-in-pictures/detail/diabetes,21st February,2018.

2.     https://doi.org/10.2337/diacare.27.5.1047

3.     Government survey found 11.8% prevalence of diabetes in India, 2 min read. 2019; IST Neetu Chandra Sharma. Available at https://www.livemint.com/science/health/government-survey-found-11-8-prevalence-of-diabetes-in-india-11570702665713.html.

4.     Available at https://www.dailyexcelsior.com/dr-rampal-delivers-lecture-on-diabetes-in-up/

5.     Available at https://www.who.int/news-room/fact-sheets/detail/hypertension

6.     Brenda B. Spriggs. 2019; Availble at https://www.medicalnewstoday.com/articles/150109.php

7.     Anchala, Raghupathy, Kannuri, Nanda, Pant, Hira, Khan, Hassan, Franco, Oscar, Angelantonio, Emanuele, Dorairaj and Prabhakaran. Hypertension in India: A systematic review and meta-analysis of prevalence, awareness, and control of hypertension. Journal of Hypertension. 2014; 32(6): 1170–1177.

8.     Smita S. Swami, Sanjay C. Swami, Vinayak W. Patil, Anuradha M. Kanhere. hypertension and diabetes in india: a review. International Journal of Clinical Biochemistry and Research. 2015;2(1):54-58.

9.     Rajeev Gupta, Krishna K Sharma, Sailesh Lodha, Sunil Gupta, Anand S Meenawat, Anuj Maheshwari, Bhupendra N Mahanta, Dinesh C Sharma, Arthur J Asirvatham, Shreya Gupta and Surendra K Sharma. High-Performance Liquid Chromatography (HPLC) method for the simultaneous estimation of metformin hydrochloride and ertugliflozin in pharmaceutical formulation. Journal of the Association of Physicians of India. 2018; 66.

10.  Tong-Yuan Tai, Lee-Ming Chuang, Chien-Jen Chen and Boniface J Lin. Link Between Hypertension and Diabetes Mellitus Epidemiological Study of Chinese Adults in Taiwan. Diabetes Care. 1991; 14 (11) 1013-1020.

11.  David M. Maahs, Gregory L. Kinney, Paul Wadwa, Janet K. Snell-Bergeon, Dana Dabelea, John Hokanson, James Ehrlich, Satish Garg, Robert H. Eckel and Marian J. Rewers. Hypertension Prevalence, Awareness, Treatment, and Control in an Adult Type 1 Diabetes Population and a Comparable General Population.

12.  Treatment of Hypertension in Adults With Diabetes.

13.  Available at Drug bank, Metformin, https://www.drugbank.ca/drugs/DB00331.

14.  Available at Drug bank, Ivabradine, https://www.drugbank.ca/drugs/DB09083.

15.  Available at https://www.drugbank.ca/drugs/DB00264.

16.  Available at https://www.drugbank.ca/drugs/DB11827.

 

 

 

Received on 26.02.2020            Modified on 05.04.2020

Accepted on 11.05.2020         © RJPT All right reserved

Research J. Pharm. and Tech. 2021; 14(4):2055-2061.

DOI: 10.52711/0974-360X.2021.00365