Skip to main content

Association between vitamin B12 level and clinical peripheral neuropathy in type 2 diabetic patients on metformin therapy

Abstract

Background

Vitamin B12 malabsorption is one of the side effects of long-term metformin intake. Prolonged vitamin B12 deficiency can lead to irreversible nervous system damage. So, the current study aimed to determine the association between serum vitamin B12 level and clinical peripheral neuropathy among type 2 DM patients who are on metformin in comparison to those not taking it. It is a cross-sectional study that was conducted in Egypt and recruited 100 type 2 diabetic patients who were divided into 2 groups: metformin treated, and non-metformin treated (50 subjects per group). The collected data included personal history, medical history, dietetic history that included frequency of eating food rich in vitamin B12 and clinical peripheral neuropathy assessment by Toronto Clinical Scoring System (TCSS). Blood samples were collected for assessment of HbA1c and vitamin B12 level.

Results

Vitamin B12 deficiency was present in 4% of metformin group and 2% of non-metformin group. The mean value of vitamin B12 between metformin users (624.3 ± 364.1 pg/ml) and non-metformin users (991.0 ± 489.9 pg/ml) showed a high significant difference, p value < 0.001. There was a significant difference between study groups regarding HbA1c level (p value = 0.03). Peripheral neuropathy was significantly associated with HbA1c (p value = 0.04) and female gender (p value = 0.001).

Conclusions

Vitamin B12 level was lower in type 2 diabetic patients on metformin compared to those on other oral anti-diabetic drugs, but without significant deficiency. Peripheral neuropathy was significantly associated with poor glycemic control and female gender, but was not associated with vitamin B12 deficiency.

Background

Diabetes mellitus (DM) is one of the four priority non-communicable diseases (NCDs) that are targeted for action worldwide. The prevalence of type 2 diabetes mellitus (T2DM) has been rising over the past few decades especially in low and middle-income countries [1].

According to the international Diabetes Federation (IDF) Diabetes Atlas in 2019, the global diabetes prevalence was estimated to be 9.3% and expected to rise to 10.2% by 2030 and 10.9% by 2045. One in two (50.1%) people living with diabetes do not know that they have diabetes. Egypt is among the world’s top 10 countries for number of adults with diabetes aging 20–79 years and was estimated by 8.9 million diabetes cases [2].

Metformin is considered the first-line of treatment for type 2 diabetes mellitus because of its effectiveness, safety and multiple metabolic and cardiovascular benefits [3]. Malabsorption of vitamin B12 is one of the reported side effects of long-term metformin treatment [4]. Different studies conducted on type 2 diabetic patients taking metformin have reported 5.8–33% vitamin B12 deficiency [5, 6] The results of a recent meta-analysis based on 29 studies with 8089 participants showed that patients receiving metformin therapy had odds ratio of 2.45 (95% CI 1.74–3.44, p < 0.0001) of developing vitamin B12 deficiency in comparison to the non-metformin users [4].

Peripheral neuropathy (PN) is one of the consequences of vitamin B12 deficiency and it rapidly improves with supplementation in the initial stages. Prolonged deficiency can lead to irreversible nervous system damage [7]. The recent American Diabetes Association (ADA) position statement on diabetic neuropathy in 2017 has highlighted the importance of excluding vitamin B12 deficiency in patients with diabetic neuropathy [8].

Different studies were conducted to investigate the effect of metformin-induced vitamin B12 deficiency to cause or worsen, PN in patients with diabetes [9]. A study that was conducted in Canada showed that type 2 DM patients on metformin therapy had more sever PN and it was significantly correlated with metformin dose [10]. While an Indian study showed that it was significantly correlated with metformin duration [11].

On the contrary, other studies showed no significant difference between vitamin B12 level and PN among metformin-treated type 2 DM patients [12,13,14]. There is scarcity in published data on metformin-induced vitamin B12 deficiency and PN in Egypt. So, the current study was designed to determine the association between serum vitamin B12 level and clinical PN among a sample of Egyptian type 2 DM patients who were treated with Metformin in comparison to patients who were not receiving it.

Methods

This was a cross-sectional study that was conducted in the outpatient Clinics of Ain Shams University Hospitals in Egypt during September 2019- September 2020. The study recruited 100 type 2 diabetic patients aging from 30 to 70 years old who were divided into 2 groups: the first group included 50 patients receiving metformin therapy and the other group included 50 patients receiving other anti-diabetic therapies.

The recruited patients fulfilled the following inclusion criteria: metformin group that included patients receiving at least 1 g metformin per day and for a duration ≥ 6 months. And non-metformin group that included patients receiving other anti-diabetic drugs than metformin for the last 6 months. While the exclusion criteria included those: who were taking vitamin B12 supplements in the last 3 months; those taking H2 blockers, antacids, or proton pump inhibitors; pregnant females, type 1 diabetes, strictly vegetarian or alcoholic patients. In addition, patients having pernicious anemia, renal insufficiency, HIV infection or malabsorption syndromes or other causes of malabsorption like gastric bypass, gastrectomy or any surgery involving the small intestine were excluded.

The study sample was calculated by Power and Sample Size Program, version 3.1 and based on the results of the recent study of Osama and colleagues, 2016 conducted in Fayoum University Hospital outpatient clinics. The proportion of peripheral neuropathy in patients taking metformin: was 80%, the average of proportion of peripheral neuropathy in patients not taking metformin from two studies was 57% [15, 16]. The provisional sample size in every group was 49 patients to be able to reject the null hypothesis that the exposure rates for the 2 groups are equal, with power 80% and type 1 error 10% [17]. Uncorrected Chi-squared statistic was used to evaluate this null hypothesis.

The collected data included personal and medical history like age, gender, duration of diabetes, type of anti-diabetic medication taken by the patients, its dose and duration. In addition to dietetic history that included frequency of eating food rich in vitamin B12. These food items were selected according to Dietitian Canada Canadian Nutrient file [18] to evaluate its consumption by the study participants in term of frequency (daily, weekly, monthly and seasonal) and the portion in each time. These data were then analyzed by ESHA (Elizabeth Stewart Hands and Associates) Research Food Processor Nutrition and Fitness Software version 11.7 update in 2019 (Inc., Salem, OR, USA.) to calculate the estimated vitamin B12 daily intake of each participant. Then, it was compared to the RDA of vitamin B12 (2.4 mcg per day) to assess the adequacy of vitamin B12 daily consumption.

Neurological assessment was also done to detect clinical PN among the study participants. It was done using Toronto Clinical Scoring System (TCSS) which is a well validated tool. The score (total = 19) was divided into normal (0–5), mild (6–8), moderate (9–11) or severe (12–19) PN [19].

Finally, two blood samples were collected to measure HbA1c and serum vitamin B12 levels:

HbA1c assay: Two milliliters of venous blood were collected from each subject under complete aseptic conditions and placed into sterile EDTA vacutainer tube and whole blood was stored at 4 °C until processing (not more than 1 week). HbA1c determination was done by turbidimetric inhibition immunoassay (TINIA) for hemolyzed whole blood on Cobas c311 automated analyzer (Roche Diagnostics GmbH, SandHofer Strasse 116, D-68305 Mannheim, Germany) with reference range of prediabetes 5.7–6.4%, Diabetic ≥ 6.5% and good diabetes control ≤ 7.0%.

Serum vitamin B12 assay: Two milliliters of venous blood were collected from each subject under complete aseptic conditions and placed into sterile serum separation vacutainer tube and was left to clot for 30 min. Samples were centrifuged at 3000 rpm for 20 min for serum separation. The separated serum was stored at − 320 °C until used. Hemolyzed samples were discarded, repeated freezing and thawing was avoided. Vitamin B12 was measured by electrochemiluminescence immunoassay on Cobas e411 automated analyzer (Roche Diagnostics GmbH, SandHofer Strasse 116, D-68305 Mannheim, Germany) with serum reference range 197–771 pg./ml.

The research was conducted according to the declaration of Helsinki, the proposal and conduct of the study was ethically cleared by the Research Ethical Committee at the Faculty of Medicine, Ain Shams University, Cairo, Egypt. Informed written consent to participate in the study was obtained from the participants. All information provided by the participants was kept confidential. In addition, any information leading to identification of study participants was not included in the data collection tool.

Statistical analysis

The Statistical Package for Social Sciences (SPSS) version 23 for Window (IBM Corp., Armonk, N.Y., USA. 2015) was used for data entry and analysis. Descriptive analyses of qualitative variables were done using frequencies and percentages while for quantitative variables both mean and standard deviation (SD) were applied. Group comparisons were performed using chi square (X2) test for qualitative variables. For quantitative variables Student’s t-test or Mann–Whitney U test when appropriate was done. Correlation coefficient test was performed to correlate between two quantitative variables. To determine the predictors of neuropathy score (TCSS score) and Vitamin B 12, stepwise linear regression model was done. P value < 0.05 was considered as significant and p value < 0.01 as highly significant.

Results

A total of 100 type 2 DM patients; 50 patients were on metformin therapy and 50 patients were on other oral anti-diabetic drugs. The mean age was quite similar in metformin and non-metformin users (53.2 vs 53.3 years). The mean serum vitamin B12 was significantly lower in metformin group than non-metformin group, with no significant deficiency between them. Vitamin B12 daily intake was adequate in about 70% of both groups. The mean HbA1c level was significantly lower in metformin group compared to non-metformin group. The frequency of PN was high in both groups, with no significant difference between them. No statistically significant difference in age, sex, diabetes duration, vitamin B12 estimated daily intake, adequacy of vitamin B12 daily intake, or frequency and severity of PN between metformin and non-metformin users (Table 1).

Table 1 Characteristics of metformin and non-metformin groups

Regarding the relation between PN and the other study variables, PN was significantly associated with female gender, HbA1c level and metformin duration. However, after adjustment for confounders (age, diabetes duration, metformin dose, and serum vitamin B12 level), predictors of PN were female gender and high HbA1c (Tables 2 and 4).

Table 2 The relation between peripheral neuropathy and different study variables

Table 3 shows a high significant difference between gender and vitamin B12 level, it was higher in females than males. Vitamin B12 level was positively correlated with HbA1c level while there were no correlations with the other study variables like age, diabetes duration, metformin dose and duration, daily vitamin B12 intake and TCSS score. However, the adjusted model showed that predictors of vitamin B12 level were age, female gender, and HbA1c level (Table 4).

Table 3 Comparison between males and females as regards serum vitamin B12
Table 4 Predictors of neuropathy score (TCSS score) and vitamin B 12—final models (stepwise linear regression)

Discussion

The reported frequency of vitamin B12 deficiency related to metformin use varies in different studies. The present study showed that vitamin B12 deficiency was present in 4% of the metformin group and 2% in the non-metformin one with no statistically significant difference between the 2 groups. The United States National Health and Nutrition Examination Survey (1999- 2006) showed that vitamin B12 deficiency was present in 5.8% of diabetic patients using metformin compared with 2.4% of those not using it [5]. In another comparable study that was recently conducted on 351 type 2 DM patients in Botswana, most of them were metformin treated, about 6.6% of patients had vitamin B12 deficiency [20]. While a study done in South Africa among 121 metformin treated type 2 DM patients reported that 28.1% of the patients had vitamin B12 deficiency. This higher frequency was attributed to the very high mean of metformin dose (2400 mg) and duration (9.6 years) among the study participants compared to other studies [21].

The present study showed no significant association between vitamin B12 deficiency and estimated vitamin B12 daily intake or metformin use. However, metformin users had lower mean of serum vitamin B12 level 624.3 (SD 364.1) than the non-metformin users 991.0 (SD 489.6), p value less than 0.01. This agrees with a case control study done in Pakistan among 114 metformin treated and 105 non-metformin treated T2DM patients, in which the mean of vitamin B12 level was 311 (SD 194.4) in metformin group and 414 (SD 223.5) in non-metformin group (p value 0.03) [22].

The glycemic status of those taking metformin was not fully controlled (HbA1c 7.5%) but better than non-metformin users who's mean HbA1c was 8.6% (SD 2.3), with a significant difference (p value 0.03). Vitamin B12 level was higher in females and patients with poor glycemic control. The study of Ahmed and colleagues (2016) reported the same association between HbA1c levels and vitamin B12, and they assumed that adverse gastrointestinal effects of metformin could lead to non-compliance in metformin users. So, patients with poor glycemic control may have bad compliance to metformin and hence have good vitamin B12 levels [21]. In addition, our study showed that vitamin B12 levels were higher with increasing age. This is unlike the fact that vitamin B12 deficiency is common in elderly due to inadequate intake or protein bound malabsorption and atrophic gastritis. This might be explained by, that the old patients who had higher levels of vitamin B12 had recent vitamin B12 supplements which they did not recall. Synthetic vitamin B12 could be absorbed as it is not protein bound [23].

Regarding the relation between PN and the other variables, the current study reported a significant association with female sex, unlike the study of Jordan that reported more prevalent PN among males [14]. Also, PN was significantly associated with poor glycemic control which is known to have a major role in the pathogenesis of diabetic PN [24, 25].

The prevalence of PN in metformin group and non-metformin group was 72% and 64%, respectively, with no significant association. This agrees with the study of Russo and colleagues (2016) who reported that PN was neither associated with metformin use nor vitamin B12 deficiency. Metformin induced B12 deficiency usually starts early as the 4th month of treatment, but the clinical consequences of B12 deficiency become manifested about 5 years later after depletion of the liver stores [26]. So, the metformin duration in this study may not be long enough to cause significant vitamin B12 deficiency and PN. Moreover, PN showed no significant association with age of patients and duration of diabetes. This disagrees with Elhadd and colleagues (2018) study who reported that neuropathy increased with advanced age and long disease duration. The mean age was nearly similar in both studies while the mean disease duration was shorter than 10 years in our study, unlike Elhadd and colleagues (2018) study that was more than 10 years [13]. The incidence of diabetic PN increases by 50% after 10 years of diabetes disease duration [8].

Conclusions

Vitamin B12 level was lower in type 2 diabetic patients on metformin compared to those on other oral anti-diabetic drugs, but without significant deficiency. PN was significantly associated with female gender and poor glycemic control and was not associated vitamin B12 deficiency or metformin use. Vitamin B12 level was higher in females and patients with poor glycemic control. However, these raising points need further assessment in cohort studies with large sample size.

Availability of data and materials

Data may be made available upon reasonable request.

Abbreviations

ADA:

American Diabetes Association

DM:

Diabetes mellitus

ESHA:

Elizabeth Stewart hands and associates

IDF:

International diabetes federation

NCDs:

Non-communicable diseases

PN:

Peripheral neuropathy

SPSS:

Statistical package for social sciences

T2DM:

Type 2 diabetes mellitus

TCSS:

Toronto clinical scoring system

TINIA:

Turbidimetric inhibition immunoassay

References

  1. World Health Organization (WHO). Factsheets, Diabetes. 2021. https://www.who.int/news-room/fact-sheets/detail/diabetes. Accessed 24 Nov 2021.

  2. Saeedi P, Petersohn I, Salpea P, Malanda B, Karuranga S, Unwin N, et al. Global and regional diabetes prevalence estimates for 2019 and projections for 2030 and 2045: results from the International Diabetes Federation Diabetes Atlas, 9th edition. Diabetes Res Clin Pract. 2019;157:107843. https://doi.org/10.1016/j.diabres.2019.107843.

    Article  PubMed  Google Scholar 

  3. American Diabetes Association. Standards of medical care in diabetes–2014. Diabetes Care. 2014;37(Suppl 1):S14–80. https://doi.org/10.2337/dc14-S014.

    Article  Google Scholar 

  4. Niafar M, Hai F, Porhomayon J, Nader ND. The role of metformin on vitamin B12 deficiency: a meta-analysis review. Intern Emerg Med. 2015;10(1):93–102. https://doi.org/10.1007/s11739-014-1157-5.

    Article  PubMed  Google Scholar 

  5. Reinstatler L, Qi YP, Williamson RS, Garn JV, Oakley GP Jr. Association of biochemical B12 deficiency with metformin therapy and vitamin B12 supplements: the National Health and Nutrition Examination Survey, 1999–2006. Diabetes Care. 2012;35(2):327–33. https://doi.org/10.2337/dc11-1582.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  6. Pflipsen MC, Oh RC, Saguil A, Seehusen DA, Seaquist D, Topolski R. The prevalence of vitamin B(12) deficiency in patients with type 2 diabetes: a cross-sectional study [published correction appears in J Am Board Fam Med. 2010;23(5):695. Seaquist, D [added]]. J Am Board Fam Med. 2009;22(5):528–34. https://doi.org/10.3122/jabfm.2009.05.090044.

    Article  PubMed  Google Scholar 

  7. Gröber U, Kisters K, Schmidt J. Neuroenhancement with vitamin B12-underestimated neurological significance. Nutrients. 2013;5(12):5031–45. https://doi.org/10.3390/nu5125031.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  8. Pop-Busui R, Boulton AJ, Feldman EL, Bril V, Freeman R, Malik RA, et al. Diabetic neuropathy: a position statement by the American Diabetes Association. Diabetes Care. 2017;40(1):136–54. https://doi.org/10.2337/dc16-2042.

    Article  CAS  PubMed  Google Scholar 

  9. Ahmed MA, Muntingh GL, Rheeder P. Perspectives on peripheral neuropathy as a consequence of metformin-induced vitamin B12 deficiency in T2DM. Int J Endocrinol. 2017;2017:2452853. https://doi.org/10.1155/2017/2452853.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  10. Wile DJ, Toth C. Association of metformin, elevated homocysteine, and methylmalonic acid levels and clinically worsened diabetic peripheral neuropathy. Diabetes Care. 2010;33(1):156–61. https://doi.org/10.2337/dc09-0606.

    Article  CAS  PubMed  Google Scholar 

  11. Gupta K, Jain A, Rohatgi A. An observational study of vitamin b12 levels and peripheral neuropathy profile in patients of diabetes mellitus on metformin therapy. Diabetes Metab Syndr. 2018;12(1):51–8. https://doi.org/10.1016/j.dsx.2017.08.014.

    Article  PubMed  Google Scholar 

  12. Olt S, Oznas O. Investigation of the vitamin B12 deficiency with peripheral neuropathy in patients with type 2 diabetes mellitus treated using metformin. North Clin Istanb. 2017;4(3):233–6. https://doi.org/10.14744/nci.2017.98705.

    Article  PubMed  PubMed Central  Google Scholar 

  13. Elhadd T, Ponirakis G, Dabbous Z, Siddique M, Chinnaiyan S, Malik RA. Metformin use is not associated with b12 deficiency or neuropathy in patients with type 2 diabetes mellitus in Qatar. Front Endocrinol (Lausanne). 2018;9:248. https://doi.org/10.3389/fendo.2018.00248.

    Article  Google Scholar 

  14. Abu Jama’ah WJ, Fat’hiAlzu’bi M, Alabbad AR, Al Mrayat AM, Aldmour OA, Abeeleh JA, et al. Studying the association of metformin dose with peripheral neuropathy in diabetic patients at jordanian royal medical services. Eur Sci J. 2016;12(6):22. https://doi.org/10.19044/esj.2016.v12n6p22.

    Article  Google Scholar 

  15. Osama H, Hussein HAE, Abdelrahim ME, Salem HF. Screening the effect of metformin on serum vitamin b12 and blood homocysteine levels in patients with type 2 diabetes mellitus. Med Sci Int Med J. 2016;5(1):46–56. https://doi.org/10.5455/medscience.2015.04.8343.

    Article  Google Scholar 

  16. Roy RP, Ghosh K, Ghosh M, Acharyya A, Bhattacharya A, Pal M, et al. Study of Vitamin B12 deficiency and peripheral neuropathy in metformin-treated early Type 2 diabetes mellitus [published correction appears in Indian J Endocrinol Metab. 2016;20(6):895]. Indian J Endocrinol Metab. 2016;20(5):631–7. https://doi.org/10.4103/2230-8210.190542.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  17. Dupont WD, Plummer WD. Power and sample size calculations. A review and computer program. Control Clin Trials. 1990;11(2):116–28. https://doi.org/10.1016/0197-2456(90)90005-m.

    Article  CAS  PubMed  Google Scholar 

  18. Dietatians Canada. Canadian Nutrient File 2015. www.hc-sc.gc.ca/fn-an/nutrition/fiche-nutri-data/index-eng.php. Accessed 24 Nov 2021.

  19. Bril V, Perkins BA. Validation of the Toronto clinical scoring system for diabetic polyneuropathy. Diabetes Care. 2002;25(11):2048–52. https://doi.org/10.2337/diacare.25.11.2048.

    Article  PubMed  Google Scholar 

  20. Kwape L, Ocampo C, Oyekunle A, Mwita JC, Group F. Vitamin B12 deficiency in patients with diabetes at a specialised diabetes clinic, Botswana. JEMDSA. 2021;26(3):101–5. https://doi.org/10.1080/16089677.2021.1927586.

    Article  Google Scholar 

  21. Ahmed MA, Muntingh G, Rheeder P. Vitamin B12 deficiency in metformin-treated type-2 diabetes patients, prevalence and association with peripheral neuropathy. BMC Pharmacol Toxicol. 2016;17(1):44. https://doi.org/10.1186/s40360-016-0088-3.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  22. Iftikhar R, Kamran SM, Qadir A, Iqbal Z, bin Usman H. Prevalence of vitamin B12 deficiency in patients of type 2 diabetes mellitus on metformin: a case control study from Pakistan. Pan Afr Med J. 2013;16:67. https://doi.org/10.11604/pamj.2013.16.67.2800.

    Article  PubMed  PubMed Central  Google Scholar 

  23. O’Leary F, Samman S. Vitamin B12 in health and disease. Nutrients. 2010;2(3):299–316. https://doi.org/10.3390/nu2030299.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  24. UK Prospective Diabetes Study (UKPDS) Group. Intensive blood-glucose control with sulphonylureas or insulin compared with conventional treatment and risk of complications in patients with type 2 diabetes (UKPDS 33). Lancet. 1998;352(9131):837–53.

    Article  Google Scholar 

  25. Russo GT, Giandalia A, Romeo EL, Scarcella C, Gambadoro N, Zingale R, et al. Diabetic neuropathy is not associated with homocysteine, folate, vitamin B12 levels, and MTHFR C677T mutation in type 2 diabetic outpatients taking metformin. J Endocrinol Invest. 2016;39(3):305–14. https://doi.org/10.1007/s40618-015-0365-9.

    Article  CAS  PubMed  Google Scholar 

  26. Akinlade KS, Agbebaku SO, Rahamon SK, Balogun WO. Vitamin b12 levels in patients with type 2 diabetes mellitus on metformin. Ann Ib Postgrad Med. 2015;13(2):79–83.

    CAS  PubMed  PubMed Central  Google Scholar 

Download references

Acknowledgements

Not applicable.

Funding

None.

Author information

Authors and Affiliations

Authors

Contributions

All authors (NFHF, MG, DM, MMF, MMA and MFA) had participated in the study design, data management, data analysis, decision-making on content and paper write-up and revision of final draft. All authors read and approved the final manuscript.

Corresponding author

Correspondence to Nouran Fakkar Hammam Fakkar.

Ethics declarations

Ethics approval and consent to participate

Informed written consent to participate in the study was obtained from all the study participants. The study protocol was reviewed and approved from the Research Ethical Committee of Faculty of Medicine, Ain Shams University (FMASU M D 264/ 2018).

Consent for publication

Not applicable.

Competing interests

The authors declare that they have no competing interest.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Fakkar, N.F.H., Marzouk, D., Allam, M.F. et al. Association between vitamin B12 level and clinical peripheral neuropathy in type 2 diabetic patients on metformin therapy. Egypt J Neurol Psychiatry Neurosurg 58, 46 (2022). https://doi.org/10.1186/s41983-022-00483-9

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1186/s41983-022-00483-9

Keywords