Skip to main content

Anosmia and COVID-19: perspectives on its association and the pathophysiological mechanisms involved

Abstract

With the spread of SARS-CoV-2, contingency measures and plans to facilitate the screening of infected patients are needed. Changes in olfaction have been cited as symptoms of the disease, and it is important to prove or exclude its association with this condition to refine the symptomatic criteria for early isolation. This article aims to analyze the association between olfactory disorders and SARS-CoV-2 infection as well as investigate the possible underlying pathophysiological mechanisms. The research was carried out using the PubMed, Science Direct, and LILACS databases on May 9, 2020, and updated on May 21. Combinations of MeSH descriptors and the Boolean operator, “AND,” were used: coronavirus infections AND olfactory disorders, coronavirus infections, and neurological manifestations. A total of 1187 articles were found in the databases, of which 17 were included in the study. The data suggest that changes in smell are strongly associated with Covid-19, especially in women and patients with fever; these changes increase the degree of suspicion of Covid-19, and they warrant early implementation of isolation and surveillance measures. There are still gaps in the elucidation of the pathways involved in the loss of smell caused by SARS-CoV-2; however, the great affinity of the virus for ACE-2 receptors, which are present in large quantities in the nasal cavity and olfactory bulb, has been considered.

Introduction

The coronavirus disease of 2019 (Covid-19) is an infection caused by the severe acute respiratory syndrome coronavirus type 2 (SARS-CoV-2), which is characterized by respiratory failure in its most severe form of presentation. The first case was described in Wuhan, China, from where it rapidly spread to 188 countries. In March 2020, it was declared a pandemic by the World Health Organization (WHO) [1]. More than 14.5 million people have been infected since July 20, 2020, and more than 600,000 have died due to complications [2].

The diagnosis of Covid-19 is confirmed by molecular or serological exam, but the presence of symptoms such as cough, fever, chills, dyspnea, headache, muscle pain, and odynophagia increase its degree of suspicion [3]. In addition, other possible symptoms related to the condition have been reported, including anosmia and hyposmia, characterized by the total and partial absence of smell, respectively. A recent study published in the American Journal of Otolaryngology supports this hypothesis, suggesting that infection by SARS-CoV-2 may develop with different degrees of olfactory disorders (OD) [3,4,5]. However, there are still doubts about its clinical presentations. A meta-analysis revealed a high prevalence of olfactory symptoms in infected patients [5]. An Italian and an Iranian cohort demonstrated the loss of smell in hospitalized patients with a confirmed diagnosis. However, the association between Covid-19 and olfactory symptoms needs further clarification [6, 7].

Symptomatological understanding is essential for diagnosis and the establishment of appropriate health surveillance measures [5]. Most individuals with anosmia neglect contact precautions, as they consider themselves relatively asymptomatic or do not recognize such symptoms as manifestations of the disease [8]. Owing to its clinical relevance, the American Academy of Otorhinolaryngology proposed that ODs should be indicated for the screening of suspected patients, in addition to isolation, to prevent further spread of the virus [4, 5].

There are limited data on this topic, which is significantly attributable to the recent emergence of SARS-CoV-2. However, there has been widespread communication in the media about patients who had anosmia or hyposmia during the infection [9]. In addition, researchers have demonstrated the central nervous system (CNS) entry of the virus through the olfactory bulb in experimental models, suggesting its relationship with changes in olfactory function [10].

Thus, a review of the current medical literature was conducted to investigate the association between SARS-CoV-2 infection and the loss of smell as well as the possible underlying etiopathogenic mechanisms.

Methods

The literature review followed the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) 2009 criteria, which had been summarized into a 27-item checklist to guide researchers in conducting reviews [11]. A protocol was developed, based on the PICOS (Problem, Intervention, Comparison, Outcome, Study Design) strategy, to summarize the main points of the search and data extraction as well as assist in the elaboration of the guiding question of the investigation [12].

Observational studies, literature reviews, and case reports, written in Portuguese, English, or Spanish and published between January 1, 2020, and May 21, 2020, were included. The following exclusion criteria were adopted: (a) studies that did not respond to the research question, (b) articles referring to a type of coronavirus other than SARS-CoV-2, (c) papers published before 2020, (d) duplicate articles, and (e) papers published in the form of book chapters, encyclopedias, conference or conference proceedings, theses, and dissertations.

The research question was based on the association between olfactory symptoms and the SARS-CoV-2 infection and the possible underlying pathophysiological mechanisms. A literature investigation was carried out on May 9, 2020, with subsequent updates on May 21, using the PubMed, Science Direct, and LILACS databases.

For this purpose, MeSH descriptors were used, and they were combined with the “AND” and “OR” Boolean operators: “Coronavirus Infections” AND “Olfaction Disorders” OR “Coronavirus Infections” AND “Neurologic Manifestations”.

The number of Covid-19 patients who presented with olfactory symptoms was analyzed as a quantitative variable and presented as relative frequency. The pathophysiology of the virus in the central nervous system and the association between olfactory disorders and SARS-CoV-2 infection were analyzed as qualitative variables.

Results

As shown in Table 1, after searching the PubMed database using the combination of MeSH descriptors, 105 articles were found; of these, 38 were published before 2020, 47 did not comply with the topic of interest of this study, 2 did not satisfy the language criteria, and 1 was an editorial, and they were excluded. With the same descriptors, 1081 papers were obtained from Science Direct; of these, 921 were published before 2020, 90 did not comply with the topic of interest of this study, and 2 were published in a language other than Portuguese, English, or Spanish, and they were excluded.

Table 1 Description of search results from the databases

In addition, 57 papers did not meet the inclusion criteria because they were published as book chapters, encyclopedias, conference or conference proceedings, theses, or dissertations. Only 1 article was found from the LILACS database and included.

In general, 1187 articles were found in the databases, of which 971 articles were excluded as they were not published in 2020. After reading the titles and abstracts of the remaining 216 articles, some were further excluded; 131 articles did not satisfy the study scope, 7 were duplicated, 4 were written in different languages, and 55 were neither review articles, observational studies, nor case reports (Fig. 1).

Fig. 1
figure 1

Flow diagram for the study selection process based on the inclusion and exclusion criteria. Adapted from Galvão and colleagues [11]

The articles classified as potentially relevant were fully reviewed by two independent reviewers. For the case of divergence in accepting or excluding a paper, a final decision was based on the third revision. Of the 19 studies fully read, 17 were included and 2 were excluded because they were irrelevant to the scope of this article.

As described in Table 2, among the 17 articles included in the study, 3 (17.6%) were observational cohort studies, 2 (11.76%) were cross-sectional epidemiological studies, 1 (5.88%) was a systematic review and meta-analysis, and 11 (64.70%) were literature reviews. The majority of studies were carried out in European countries or the United States of America (USA): 9 (52.94%) studies were carried out in European countries, followed by 4 (23.52%) in the USA, 2 (11.76%) in the USA and Iran, 1 (5.88%) in Pakistan, and 1 (5.88%) in Colombia.

Table 2 Description of the characteristics of the articles included in the study

Discussion

This review included studies that addressed olfactory changes as a possible consequence of SARS-CoV-2 infection. After a critical analysis of these articles, it was observed that the sudden onset of anosmia or hyposmia may be indicative of Covid-19, and they may warrant the implementation of early isolation measures. Table 3 shows the main results of the studies included in this review.

Table 3 Summary of the main results obtained from the articles included in the study

The association between SARS-CoV-2 infection and the loss of smell

Tong and colleagues [25], in carrying out a systematic review and meta-analysis, evaluated 10 studies and 1627 patients. A total of 845 patients (51.9%) had varying degrees of olfactory dysfunction, with prevalence ranging from 5.14 to 98.33%, depending on the study, and an average of 52.73% (95% CI, 29.64–75.23%).

A European multicenter study evaluated 417 patients with confirmed SARS-CoV-2 infection. Of these, 357 patients (85.6%) had olfactory disorders: 284 (79.6%) had anosmia and 73 (20.4%) had hyposmia. Fever was closely associated with anosmia (p < 0.014), and nasal obstruction or rhinorrhea had no significant association with decreased smell [19].

Iranian researchers conducted an observational cohort study involving 120 patients (60 infected by the virus and 60 uninfected) who underwent the assessment of olfactory functions using a validated test (University of Pennsylvania Smell Identification Test (UPSIT)). Of the infected patients, 59 (98.3%) had some degree of loss of smell. Anosmia was present in 15 (25%), hyposmia of different degrees was reported by 44 (73.3%), and only 1 patient (1.7%) did not present any change. Among the controls, 49 (81.7%) had no impairment of smell, and 11 (18.3%) presented some degree of hyposmia [26].

In contrast, after evaluating 59 patients, Giacomelli and colleagues [6] observed that 20 (33.9%) had at least 1 olfactory or gustatory symptom. However, when assessing dysosmia alone, no patient reported anosmia, and only 3 (5.1%) reported hyposmia. These findings may be attributable to the small sample of the study (n = 59) and the self-reported patient data not supported by validated testing of olfactory function, with a possible underestimation of the loss of smell, as suggested by Tong and colleagues [25].

In the Netherlands, 803 health professionals who had mild Covid-19 symptoms were assessed using a questionnaire for general, respiratory, and/or gastrointestinal symptoms. Of these, 269 patients were asked about anosmia. Of the 79 patients who tested positive for SARS-CoV-2, 37 reported anosmia. Among the 190 patients who tested negative for the virus, only 7 reported loss of smell (OR 23.0, 8.2–64.8; p < 0.001) [20].

When evaluated separately, studies that analyzed patients using validated olfactory assessment instruments showed a higher prevalence of smell disorders than those that did not [25]. That may explain the large discrepancy in the prevalence of olfaction disorders among COVID-19 patients in the analyzed studies.

The researchers found that anosmia is strongly associated with test positivity, with a sensitivity of 91.2%, specificity of 55.6%, positive predictive value of 16.9%, and negative predictive value of 98.5% [20]. However, it is important to emphasize that anosmia in isolation does not necessarily confirm the diagnosis of SARS-CoV-2 infection, and it should only serve as an indication for testing and early isolation of suspected patients.

During the analysis of the articles, we verified that the majority of individuals who presented with olfactory dysfunction were females [6, 18, 19]. On the other hand, Moein and colleagues [26] observed that there was no sex-related statistical difference in the prevalence of anosmia although their sample was composed of more men than women.

According to LAO and colleagues [8], anosmia has generally been expressed as a symptom of patients who test positive for SARS-CoV-2, varying from 15 to 66% depending on the study. The loss of smell was self-limiting, more prevalent in young patients, and resolved within an average of two weeks [10].

Possible physiopathological mechanisms involved

SARS-CoV-2 infects humans by binding to angiotensin-converting enzyme 2 (ACE-2) receptors, and certain organs seem to express these receptors more than others [29]. The pathophysiological mechanism underlying the occurrence of ODs is still not well-understood, but two explanations have been proposed.

The first hypothesis suggests peripheral viral involvement. Zou and colleagues [30] found that the greater expression of ACE-2 receptors in the cells of the nasal epithelium is responsible for the olfactory repercussions reported by patients. The binding of the virus to these receptors causes degeneration of the epithelial cells of the nasal mucosa and subsequent inflammation and damage to the neural receptors responsible for olfaction [8, 10, 17].

Another hypothesis, currently the most widely accepted, suggests the direct changes to the central nervous system by the virus. This theory is supported by an experiment carried out on mice, which were artificially infected with SARS-CoV. It was found that the virus entered the CNS structures; its first access was the nasal epithelium, and it ascended through the cribriform lamina and olfactory bulb and followed the olfactory nerve pathway, to cause anosmia or hyposmia. Given its structural similarity to SARS-CoV, it is assumed that SARS-CoV-2, in an analogous way, follows the same pathophysiological pathway in Covid-19 [31].

Corroborating the data presented above, 3 case reports, and 1 case series, changes in the olfactory bulb were detected in 8 patients diagnosed with Covid-19 using magnetic resonance imaging of the brain. Of these 8 patients, 6 had anosmia, whereas 2 did not have any olfactory dysfunction [32,33,34,35]. In contrast, microscopic changes in the bulb and olfactory tract were not observed in 18 patients affected by Covid-19, and they were submitted to autopsy [36]. However, the authors did not clarify whether patients presented anosmia during the natural history of the disease.

Conclusions

Despite the methodological differences between the studies analyzed, this review found that SARS-CoV-2 infection is strongly associated with the development of anosmia or hyposmia, especially in females and those with fever. Although it is not a replacement for the serological and molecular tests used in the diagnosis of Covid-19, observing olfactory symptoms increases the degree of suspicion of the disease, making it possible for isolation and surveillance measures to be implemented early. It is also important that patients are informed about the transient nature of the condition.

Because of its high prevalence in carriers of the virus, public awareness should be created on sudden olfactory dysfunction as a potential symptom of Covid-19 to facilitate early detection of the disease. Outpatient facilities and hospitals should also investigate sudden olfactory dysfunction, whenever possible, using methods validated and established by scientific academies such as the UPSIT.

From a pathophysiological perspective, there are gaps in the elucidation of the pathways involved in the loss of smell by SARS-CoV-2, but the affinity of the virus for ACE-2 receptors, which are present in large quantities in the nasal cavity and olfactory bulb, has been considered.

Availability of data and materials

The datasets supporting the conclusions of this article are available in the Figshare repository, https://figshare.com/s/348712db5df236fd7478

Abbreviations

COVID-19:

Coronavirus disease of 2019

SARS-CoV-2:

Severe acute respiratory syndrome coronavirus type 2

WHO:

World Health Organization

OD:

Olfactory disorders

CNS:

Central nervous system

PICOS:

Problem, Intervention, Comparison, Outcome, Study Design

PRISMA:

Preferred Reporting Items for Systematic Reviews and Meta-Analyses

MeSH:

Medical Subject Headings

UPSIT:

University of Pennsylvania Smell Identification Test

OR:

Odds ratio

PPV:

Positive predictive value

NPV:

Negative predictive value

ACE-2:

Angiotensin-converting enzyme 2

USA:

United States of America

References

  1. Bridwell R, Long B, Gottlieb M. Neurologic complications of COVID-19. Am J Emerg Med. 2020;38:1549.

    PubMed  PubMed Central  Google Scholar 

  2. WHO coronavirus disease (COVID-19) dashboard. https://covid19.who.int/. Accessed 9 May 2020.

  3. Spinato G, Fabbris C, Polesel J, Cazzador D, Borsetto D, Hopkins C, et al. Alterations in smell or taste in mildly symptomatic outpatients with SARS-CoV-2 infection. JAMA. 2020;323:2089–90.

    Article  CAS  Google Scholar 

  4. Pallanti S. Importance of SARS-CoV-2 anosmia: from phenomenology to neurobiology. Compr Psychiatry. 2020;100:152184.

    Article  Google Scholar 

  5. Lovato A, de Filippis C, Marioni G. Upper airway symptoms in coronavirus disease 2019 (COVID-19). Am J Otolaryngol. 2020;41:102474.

    Article  CAS  Google Scholar 

  6. Giacomelli A, Pezzati L, Conti F, Bernacchia D, Siano M, Oreni L, et al. Self-reported olfactory and taste disorders in patients with severe acute respiratory coronavirus 2 infection: a cross-sectional study. Clin Infect Dis. 2020;71:889–90.

    Article  CAS  Google Scholar 

  7. Ahmad I, Rathore FA. Neurological manifestations and complications of COVID-19: a literature review. J Clin Neurosci. 2020;77:8–12.

    Article  CAS  Google Scholar 

  8. Lao WP, Imam SA, Nguyen SA. Anosmia, hyposmia, and dysgeusia as indicators for positive SARS-CoV-2 infection. World J Otorhinolaryngol Head Neck Surg. 2020;10:1016.

    Google Scholar 

  9. Gautier JF, Ravussin Y. A new symptom of COVID-19: loss of taste and smell. Obesity (Silver Spring). 2020;28:848.

    Article  CAS  Google Scholar 

  10. Whitcroft KL, Hummel T. Olfactory dysfunction in COVID-19: diagnosis and management. JAMA. 2020;323:2512–4.

    Article  CAS  Google Scholar 

  11. Galvão TF, Pansani TSA, Harrad D. Principais itens Para relatar Revisões sistemáticas e meta-análises: a recomendação PRISMA. Epidemiol Serv Saúde. 2015;24:335–42.

    Article  Google Scholar 

  12. Costa SCM, Mattos PCA, Cuce NMR. A estratégia PICO Para a construção da pergunta de pesquisa e busca de evidências. Rev Latino-Am Enfermagem. 2007;15:508–11.

    Article  Google Scholar 

  13. Aguiar RB, Leal MCC, Marques APO, Torres KMS, Tavares MTDB. Idosos vivendo com HIV – comportamento e conhecimento sobre sexualidade: revisão integrativa. Cien Saude Colet. 2020;25:575–84.

    Article  Google Scholar 

  14. Oliveira KA, Araújo EM, Oliveira KA, Casotti CA, Silva CAL, Santos DB. Associação entre raça/cor da pele e parto prematuro: revisão sistemática com meta-análise. Rev Saúde Pública. 2018;52:26.

    Article  Google Scholar 

  15. Vetter P, Vu DL, L’Huillier AG, Schibler M, Kaiser L, Jacquerioz F. Clinical features of covid-19. BMJ. 2020;369:147.

    Google Scholar 

  16. Marinosci A, Landis BN, Calmy A. Possible link between anosmia and COVID-19: sniffing out the truth. Eur Arch Otorhinolaryngol. 2020;277:2149–50.

    Article  Google Scholar 

  17. Ralli M, Di Stadio A, Greco A, de Vincentiis M, Polimeni A. Defining the burden of olfactory dysfunction in COVID-19 patients. Eur Rev Med Pharmacol Sci. 2020;24:3440–1.

    CAS  PubMed  Google Scholar 

  18. Hopkins C, Surda P, Whitehead E, Kumar B. Early recovery following new onset anosmia during the COVID-19 pandemic – an observational cohort study. J Otolaryngol Head Neck Surg. 2020;49:26.

    Article  Google Scholar 

  19. Lechien JR, Chiesa-Estomba CM, De Siati DR, Horoi M, Le Bon SD, Rodriguez A, et al. Olfactory and gustatory dysfunctions as a clinical presentation of mild-to-moderate forms of the coronavirus disease (COVID-19): a multicenter European study. Eur Arch Otorhinolaryngol. 2020;8:2251–61.

  20. Tostmann A, Bradley J, Bousema T, Wing-Kee Y, Holwerda M, Bleeker-Rovers C, et al. Strong associations and moderate predictive value of early symptoms for SARS-CoV-2 test positivity among healthcare workers, the Netherlands, march 2020. Euro Surveill. 2020;16(25):2000508.

  21. Troyer EA, Kohn JN, Hong S. Are we facing a crashing wave of neuropsychiatric sequelae of COVID-19? Neuropsychiatric symptoms and potential immunologic mechanisms. Brain Behav Immun Health. 2020;87:34–9.

    Article  CAS  Google Scholar 

  22. Lop Gros J, Iglesias CM, González FM, Serra PC. Alteraciones del olfato en la COVID-19, revisión de la evidencia e implicaciones en el manejo de la pandemia. Acta Otorrinolaringol Esp. 2020;71:379–85.

    Article  Google Scholar 

  23. Behzad S, Aghaghazvini L, Radmard AR, Gholamrezanezhad A. Extrapulmonary manifestations of COVID-19: radiologic and clinical overview. Clin Imaging. 2020;66:35–41.

    Article  Google Scholar 

  24. Duque PJE, Duque MD, Peláez FJC. COVID-19 also affects the nervous system by one of its gates: the vascular organ of lamina terminalis and the olfactory nerve. Neurological alert, dysosmia or anosmia test can help to a quick diagnosis. Int. J. Odontostomat. 2020;14:285–7.

    Article  Google Scholar 

  25. Tong JY, Wong A, Zhu D, Fastenberg JH, Tham T. The prevalence of olfactory and gustatory dysfunction in COVID-19 patients: a systematic review and meta-analysis. Otolaryngol Head Neck Surg. 2020;163:3–11.

    Article  Google Scholar 

  26. Moein ST, Hashemian SMR, Mansourafshar B, Khorram-Tousi A, Tabarsi P, Doty RL. Smell dysfunction: a biomarker for COVID-19. Int Forum Allergy Rhinol. 2020;10(8):944–50.

    Article  Google Scholar 

  27. Johnson P, Fogarty L, Fullerton J, Bluestone J, Drake M. An integrative review and evidence-based conceptual model of the essential components of pre-service education. Hum Resour Health. 2013;11:42.

    Article  Google Scholar 

  28. Silva Júnior PR, Cabral HR, Gomes ALOR, Teófilo PBE, Oliveira TKB. Melatonina exógena e seus efeitos metabólicos: revisão da literatura. An Fac Med Olinda. 2019;1:45–8.

    Google Scholar 

  29. Yan R, Zhang Y, Li Y, Xia L, Guo Y, Zhou Q. Structural basis for the recognition of SARS-CoV-2 by full-length human ACE2. Science. 2020;367:1444–8.

    Article  CAS  Google Scholar 

  30. Xin Z, Ke C, Jiawei Z, Peiyi H, Jie H, Zeguang H. Single-cell RNA-seq data analysis on the receptor ACE2 expression reveals the potential risk of different human organs vulnerable to 2019-nCoV infection. Front Med. 2020;14:185–92.

    Article  Google Scholar 

  31. Netland J, Meyerholz DK, Moore S, Cassell M, Perlman S. Severe acute respiratory syndrome coronavirus infection causes neuronal death in the absence of encephalitis in mice transgenic for human ACE2. J Virol. 2008;82:7264–75.

    Article  CAS  Google Scholar 

  32. Laurendon T, Radulesco T, Mugnier J, Gérault M, Chagnaud C, El Ahmadi AA, et al. Bilateral transient olfactory bulb edema during COVID-19-related anosmia. Neurology. 2020;95:224–5.

    Article  CAS  Google Scholar 

  33. Galougahi MK, Ghorbani J, Bakhshayeshkaram M, Naeini AS, Haseli S. Olfactory bulb magnetic resonance imaging in SARS-CoV-2-induced anosmia: the first report. Acad Radiol. 2020;27:892–3.

    Article  Google Scholar 

  34. Aragão MFVV, Leal MC, Cartaxo Filho OQ, Fonseca TM, Valença MM. Anosmia in COVID-19 associated with injury to the olfactory bulbs evident on MRI. AJNR Am J Neuroradiol. 2020;41:1703–6.

    PubMed  Google Scholar 

  35. Poloti LS, Salsano E, Grimaldi M. Magnetic resonance imaging alteration of the brain in a patient with coronavirus disease 2019 (COVID-19) and anosmia. JAMA Neurol. 2020;77:1028–9.

    Article  Google Scholar 

  36. Solomon IH, Normandin E, Bhattacharyya S, Mukerji SS, Keller K, Ali SA, et al. Neuropathological features of Covid-19. N Engl J Med. 2020;10:1056.

    Google Scholar 

Download references

Acknowledgements

We would like to thank Editage (www.editage.com) for English language editing.

Funding

Not applicable.

Author information

Authors and Affiliations

Authors

Contributions

PRSJ, ALORG, LEAC, MAM, PVDCA, and WJRN acted at every phase of the study. GVM acted in the conception and design of the study. AAFL collaborated with the design, critical review, and approval of the version to be published. The authors have read and approved the final manuscript.

Corresponding author

Correspondence to Paulo Roberto da Silva Júnior.

Ethics declarations

Ethics approval and consent to participate

Not applicable.

Consent for publication

Not applicable.

Competing interests

The authors declare that they have no competing interests.

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

da Silva Júnior, P.R., Gomes, A.L.O.R., Coelho, L.E.A. et al. Anosmia and COVID-19: perspectives on its association and the pathophysiological mechanisms involved. Egypt J Neurol Psychiatry Neurosurg 57, 8 (2021). https://doi.org/10.1186/s41983-020-00266-0

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1186/s41983-020-00266-0

Keywords