Volume 165, Issue 1 p. 33-42
Review Articles
Free Access

Prevalence and Characteristics of Taste Disorders in Cases of COVID-19: A Meta-analysis of 29,349 Patients

Jeyasakthy Saniasiaya MD, MMed

Jeyasakthy Saniasiaya MD, MMed

Department of Otorhinolaryngology, Faculty of Medicine, University of Malaya, Kuala Lumpur, Malaysia

These authors contributed equally to this article.

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Md Asiful Islam PhD

Md Asiful Islam PhD

Department of Haematology, School of Medical Sciences, Universiti Sains Malaysia, Kubang Kerian, Malaysia

These authors contributed equally to this article.

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Baharudin Abdullah MBBS, MMed

Corresponding Author

Baharudin Abdullah MBBS, MMed

Department of Otorhinolaryngology–Head and Neck Surgery, School of Medical Sciences, Universiti Sains Malaysia, Kubang Kerian, Malaysia

Baharudin Abdullah, MBBS, MMed, Department of Otorhinolaryngology–Head and Neck Surgery, School of Medical Sciences, Universiti Sains Malaysia, Kubang Kerian, Kelantan 16150, Malaysia. Email: [email protected]Search for more papers by this author
First published: 15 December 2020
Citations: 4

Abstract

Objective

The purpose of this meta-analysis is to assess the pooled prevalence of taste disorders and their subtypes in patients with COVID-19.

Data Sources

PubMed, Scopus, Web of Science, Embase, and Google Scholar databases were searched to identify studies published between December 1, 2019, and June 23, 2020, without language restrictions. There was no restriction on the study design; therefore, observational studies, clinical trials, and case series were included. In addition, preprints were considered if data of interest were reported.

Review Methods

Two authors independently screened articles for eligibility. A random effects model was used to estimate the pooled prevalence with 95% CIs. Quality assessment was done with critical appraisal tools of the Joanna Briggs Institute. The robustness of the pooled estimates was checked by subgroup and sensitivity analyses.

Results

Fifty-nine studies were included (N = 29,349 patients, 64.4% female). The pooled prevalence of taste disorders in patients with COVID-19 was 48.1% (95% CI, 41.3%-54.8%). The prevalence of taste disorders in studies with objective assessments was higher as compared with subjective assessments (59.2% vs 47.3%). The disorders were observed in 55.2% of European patients; 61.0%, North American; 27.1%, Asian; 29.5%, South American; and 25.0%, Australian. Ageusia, hypogeusia, and dysgeusia were detected in 28.0%, 33.5%, and 41.3% of patients with COVID-19. We identified 91.5% of the included studies as high quality.

Conclusions

The prevalence of taste disorders in patients with COVID-19 was 48.1%. Objective assessments have higher prevalence than subjective assessments. Dysgeusia is the most common subtype, followed by ageusia and hypogeusia.

The coronavirus disease 2019 (COVID-19) infection, caused by the novel severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), was first reported in Hubei province in Wuhan, China, in December 2019 and has since spread globally.1 Atypical presentations, including smell or olfactory disorder (ie, anosmia, hyposmia, and dysosmia) and taste or gustatory disorder (ie, ageusia, hypogeusia, and dysgeusia), are not a sine qua non symptom of COVID-19. The Centers for Disease Control and Prevention recently added new onset of smell and taste loss to its chief symptoms that may suggest SARS-CoV-2 infection—besides cough, shortness of breath, fever, chills, muscle pain, and sore throat.2 Interestingly, only a meager number of cases involving smell and taste disorders have been reported among the Asian population, particularly China. An earlier report by Mao et al3 revealed hypogeusia in 5.6% of patients with COVID-19 and hyposmia in 5.1%, whereas a multicenter European study revealed 88.0% with taste dysfunction and 85.6% with olfactory dysfunction.4

Researchers have unveiled that the variation in clinical manifestation across different populations worldwide is attributed to the mutation found on the genome sequences of the virus.5 Coronaviruses are single-stranded RNA viruses well known for their expeditious nature of mutation as well as recombination.6 A recent meta-analysis by Aziz et al7 based on 5 studies demonstrated the prevalence of taste disorders in 49.8% of patients with COVID-19. Due to the limited data available, the authors cautioned that their results have a high heterogeneity rate and might have some degree of bias. Furthermore, the situation is rapidly evolving, and there are new available studies that can be appraised with the previous ones. Given this, a better design and robust meta-analysis are essential to reassess and depict the association of taste disorders with COVID-19 infection.

Olfactory dysfunction is by now regarded as one key or important symptom ensuing the increasing evidence of its association with SARS-CoV-2 infection.8-10 Interestingly, taste dysfunction has been linked to retronasal olfactory dysfunction rather than diminished gustation itself.11 Recent data, however, suggested that taste dysfunction is an independent manifestation rather than part of a retronasal trajectory.12 The SARS-CoV-2 distinctive tendency to cause selective neurologic impairment may explain the different presentation of taste and olfactory dysfunction,4 but this may also be due to different methodologies from studies reporting different rates of chemosensory disturbance. We hypothesize that new onset of taste disorder is an early clinical presentation of COVID-19 infection. We performed a comprehensive systematic review and meta-analysis of the currently available literature to outline the prevalence of taste disorders in patients with COVID-19.

Methods

Systematic Review Protocol

We conducted a systematic review and meta-analysis of the literature in accordance with the PRISMA guideline to identify studies that reported the prevalence of taste disorders in patients with COVID-19 worldwide.13 The protocol of this study was registered with the International Prospective Register of Systematic Reviews database (PROSPERO: CRD42020188384).

Eligibility Criteria

The objective was to identify studies published during the COVID-19 outbreak that presented the prevalence of taste disorders in patients with COVID-19 worldwide. There was no restriction on the study design; therefore, observational studies, clinical trials, and case series were included. In addition to the published studies, preprints were considered if data of interest were reported. Review articles, case reports, opinions, and perspectives were excluded. Data reported by news reports and press releases or data collected from websites or databases were not considered.

Search Strategy

PubMed, Scopus, Web of Science, Embase, and Google Scholar databases were searched to identify studies published between December 1, 2019, and June 23, 2020, without language restrictions. The following key terms were searched: coronavirus, COVID-19, COVID19, nCoV, SARS-CoV-2, SARS-CoV2, taste, gustatory, ageusia, hypogeusia, dysgeusia, and parageusia. Complete details of the search strategy are in Supplemental Table S1 (available online). To ensure a robust search procedure, references of the included studies were also reviewed. Duplicate studies were excluded by using EndNote X8 software.

Study Selection

To identify eligible studies, 2 authors (J.S. and M.A.I.) independently screened articles of interest by title and abstract, followed by full text. Disagreements about inclusion were discussed and resolved by consensus.

Data Extraction

Data extraction was done independently by 2 authors (J.S. and M.A.I.). From each eligible study, we extracted the following information into a predefined Excel spreadsheet: first author’s last name, study design, country of the participants, data collection period, total number of patients with COVID-19, number of female patients with COVID-19, age, positive RT-PCR for SARS-CoV-2 RNA, subjective or objective test of taste disorders, and taste abilities and types of taste disorder investigated.

Quality Assessment

The quality of included studies was assessed independently by 2 authors (J.S. and M.A.I.) using the Joanna Briggs Institute critical appraisal tools,14 and all authors took part in the discussion to resolve any discrepancies. The studies were classified as low quality (high risk of bias) if the overall score was ≤50%. To assess publication bias, a funnel plot presenting prevalence estimate against the standard error was constructed, and the asymmetry of the funnel plot was confirmed with Egger’s test.

Data Analyses

A random effects model was used to obtain the pooled prevalence and 95% CIs of taste disorders in patients with COVID-19. Heterogeneity among studies was assessed with the I2 statistic (I2 >75% indicating substantial heterogeneity) in addition to the Cochran’s Q test to identify the significance of heterogeneity, where P <. 10 was considered statistically significant. Additionally, to identify the outlier studies and the sources of heterogeneity, a Galbraith plot was constructed. All the analyses and plots were generated by using metaprop codes in the meta (version 4.11-0) and metafor (version 2.4-0) packages of R (version 3.6.3) in RStudio (version 1.2.5033).15

Subgroup and Sensitivity Analyses

For subgroup analysis, the prevalence of taste disorders in patients with COVID-19 was analyzed by geographic region, type of taste disorder (ageusia, hypogeusia, and dysgeusia), and type of assessment (subjective or objective). To identify the source of heterogeneity and to check the robustness of the results, sensitivity analyses were performed through the following strategies: (1) excluding small studies (n < 100), (2) excluding the low-quality studies (high risk of bias), (3) excluding studies not reporting COVID-19 confirmation assay, (4) excluding the outlier studies, and (5) considering only cross-sectional studies.

Results

Study Selection

Our search initially identified 775 studies. After removal of 379 studies (duplicate studies, n = 318; review articles, n = 47; case reports, n = 14), titles and abstracts of 396 studies were screened for eligibility, of which 337 were excluded because of lack of relevant and sufficient data on prevalence. Finally, 59 studies were included in the systematic review and meta-analysis (Figure 1).

Study Characteristics

Detailed characteristics and references of the included studies are presented in Supplemental Table S2 (available online). Overall, this meta-analysis reports data from 29,349 patients with COVID-19 (64.4% female). The ages of these patients ranged from 28.0 ± 16.4 to 66.4 ± 14.9 years (mean ± SD; range, 15.0-93.0). Studies were from 5 continents—Europe (n = 19,496), Asia (n = 5636), North America (n = 1100), South America (n = 148), and Australia (n = 28)—including 23 countries: United Kingdom, Italy, Spain, Poland, Turkey, France, Belgium, Switzerland, Germany, United States, Canada, China, Korea, Iraq, Iran, Israel, Saudi Arabia, Brazil, Argentina, Uruguay, Bolivia, Venezuela, and Australia. Among the included studies, 96.6% of COVID-19 cases were confirmed by reverse transcription polymerase chain reaction (RT-PCR), whereas the method was not reported in 2 studies.

Details are in the caption following the image

PRISMA flow diagram of study selection.

Quality Assessment

Detailed quality assessment of the included studies is shown in Supplemental Tables S3 and S4 (available online). Briefly, 91.5% of the included studies were of high quality (low risk of bias). Visual inspection of the funnel plot and Egger’s test results revealed no significant publication bias (P =. 68; Figure 2).

Outcomes

The pooled prevalence of taste disorders in cases of COVID-19 was 48.1% (95% CI, 41.3%-54.8%; Figure 3). From the subgroup analyses, we observed taste disorders in 55.2% of European patients with COVID-19; 61.0%, North American; 27.1%, Asian; 29.5%, South American; and 25.0%, Australian (Table 1; Supplemental Figure S1, available online). Additionally, ageusia, hypogeusia, and dysgeusia were observed in 28.0%, 33.5%, and 41.3% of patients with COVID-19, respectively (Supplemental Figure S2). Interestingly, the prevalence of taste disorders in studies with objective assessment was higher when compared with subjective assessment (59.2% vs 47.3%; Supplemental Figure S3). Overall, very high levels of heterogeneity (range, 71%-99%) were observed during the estimation of taste disorders in the main analysis as well as in subgroup analyses. From the Galbraith plot, 4 studies were identified as the potential sources of heterogeneity (Figure 4).

Details are in the caption following the image

Funnel plot on the prevalence of taste disorders in patients with COVID-19.

Sensitivity Analyses

Sensitivity analyses on assessing taste disorders in cases of COVID-19—when excluding small studies, low-quality studies, studies where the COVID-19 confirmation test was not reported, and outlier studies and when considering only cross-sectional studies—showed marginal differences (2.5% lower to 3.8% higher) in pooled prevalence as compared with the main findings (Table 2; Supplemental Figure S4, available online). Our sensitivity analyses indicated that the results are robust and reliable in terms of reporting the prevalence of taste disorders in patients with COVID-19.

Table 1. Pooled Prevalence of Taste Disorders in Subgroups of Patients With COVID-19.a
Subgroup Prevalence (95% CI), % No. of studies No. of patients with COVID-19 Heterogeneity Publication bias, P valueb
I2, % P value
Region
Europe 55.2 (47.4-63.0) 37 19,496 99.0 <.001 .19
North America 61.0 (51.9-70.0) 7 1100 82.0 <.001
Asia 27.1 (21.0-33.2) 13 5636 96.0 <.001 .22
South America 29.5 (0.0-89.7) 2 148 81.0 .02
Australia 25.0 (9.0-41.0) 1 28
Type
Ageusia 28.0 (20.2-35.90) 17 8856 99.0 <.001 .004
Hypogeusia 33.5 (24.6-42.4) 8 1366 92.0 <.001
Dysgeusia 41.3 (26.7-55.8) 16 3347 99.0 <.001 .92
Assessment
Subjective 47.3 (40.4-54.3) 55 28,847 99.0 <.001 .72
Objective 59.2 (49.0-69.3) 4 502 71.0 .01
  • a Blank cells indicate not applicable.
  • b Egger’s test.
Details are in the caption following the image

Prevalence of taste disorders in patients with COVID-19.

Details are in the caption following the image

Galbraith plot identified 4 outlier studies as the potential sources of heterogeneity.

Discussion

New onset of taste disorders has been described as a potential early symptom of COVID-19 infection. It may present with an olfactory dysfunction or as an isolated symptom.8,16 The oral cavity is one of the possible routes of entry for COVID-19 infection, as corroborated by the discovery of SARS-CoV-2 in saliva and the damage of epithelial cells in the oral cavity among infected patients.17-19 Gustation is related to sensory input as perceived by the taste receptors following oral intake; these receptors are located mainly in the oral cavity, and any alteration in this setting will cause taste dysfunction.20 There is growing evidence that taste disorders are more frequent than olfactory disturbances, thereby disputing the close correlation between these dysfunctions and creating a new hypothesis of other factors responsible for taste disorders in cases of COVID-19.4,21

Table 2. Strategies of Sensitivity Analyses.
Strategy Prevalence of taste disorders (95% CI), % Difference of pooled prevalence vs main result, % No. of studies No. of patients with COVID-19 Heterogeneity
I2, % P value
Excluding studies that were
Small 46.8 (37.8-55.8) 2.5 lower 33 27,862 100.0 <.0001
Low quality 48.2 (41.2-55.3) 0.4 higher 54 28,993 99.0 <.0001
Lacking COVID-19 confirmation assay 49.2 (42.4-56.0) 2.4 higher 57 29,145 99.0 <.0001
Outliers 49.9 (45.3-54.5) 3.8 higher 53 24,563 98.0 <.0001
Considering only cross-sectional studies 47.9 (40.8-55.0) 0.3 lower 54 28,929 99.0 <.0001

In our meta-analysis, a high prevalence of taste disorders in patients with COVID-19 was noted across all 59 included studies. Underreporting and underestimation may explain the difference in prevalence across the world. There is a tendency for underreporting for patients in the Asia continent, while underestimation may occur from the observational nature of the included studies, such as medical report review. It is interesting to note that the preliminary data from Wuhan, the epicenter of SARS-CoV-2, failed to disclose taste disorders as one of the manifestations of SARS-CoV-2 infection.22,23 There might be fewer such complaints in Chinese patients, or it could have been overlooked, as the assessment was more focused on the critical regions, such as the lower respiratory tract. There are differences between the major types of SARS-CoV-2 (S and L), owing to its single-nucleotide polymorphisms. Early cases in Wuhan revealed the L type of SARS-CoV-2 to be more widespread, which subsequently reduced in numbers.24 Different binding rates of the SARS-CoV-2 glycoprotein, which binds to host cell receptors, account for the various disease manifestations across the population.5,25 Additionally, ACE2 (angiotensin converting enzyme 2), the receptor of SARS-CoV-2, has variable expression levels among different populations.26 This distinction is another possible explanation for the different manifestations across populations worldwide.

There are 3 types of taste disorders observed in our meta-analysis (Table 1). Comparison revealed that dysgeusia has a higher prevalence (41.3%) than ageusia (28.0%) and hypogeusia (33.5%). Although the exact mechanisms underlying the different presentation of taste disorders among patients with COVID-19 infection remain unclear, there are several possible explanations. All 3 types of taste disorder may occur as a result of damage along the central taste pathway, including the brainstem, thalamus, cranial nerves, or cerebral cortex. Earlier evidence showed that cerebral involvement in COVID-19 might ensue during the early and late phases of infection.27 Ageusia (complete loss of taste) and hypogeusia (reduced taste sensation) may occur due to disturbance of the composition and volume of saliva as well as the compromised epithelial cells of the tongue. Dysgeusia, which is a state of altered or distorted taste perception, may arise from isolated injury to any one of the major nerve pathways. Taste perception may also be altered when there is an olfactory dysfunction that affects the central multisensory input, as the overall taste perception is the culmination process of the integrated central multisensory system with the primary taste sensation.28 However, it cannot be excluded that the self-reported questionnaire may be confusing to patients. Rather than evaluating the ability to identify the primary taste, it may instead evaluate the perception of flavor.29

Even though earlier meta-analyses30-32 acknowledged that dysgeusia is the most common impairment among patients with COVID-19, they did not perform any subgroup analysis for the different types of taste disorders, and this highlights the new contribution of our meta-analysis. Female predominance was noted in our meta-analysis, forming 64.4% of patients. Women are more sensitive to changes in chemosensory dysfunction than their male counterparts, and this sensitivity may explain the differences in their prevalence. Another explanation is the sex differences in inflammatory cytokine production,33 but more studies are required to prove the causality.

Four objective studies are included in our meta-analysis. Remarkably, all of them showed a higher prevalence rate of taste disorders (59.2%) than the subjective studies (47.3%). Adamczyk et al34 showed that the self-reported questionnaire has a sensitivity of 77% and a specificity of 86% for detecting taste disorders, but when the objective taste test was performed, the sensitivity increases to 94% and the specificity to 100%. In a single-center study in Italy with 72 patients, Vaira et al35 disclosed that the taste test was able to establish 47% of patients with taste disorders. Their results contradict earlier studies on the self-reported questionnaire, which had a lower prevalence rate. A multicenter cohort study evaluating objective chemosensitive dysfunction among 345 patients with COVID-19 found underreporting of chemosensitive disorders in 2 groups of patients—one consisting of patients in home quarantine and the other of patients who were hospitalized.36 As the hospitalized group represents the severe COVID-19 infection, its result refutes the view that the presence of chemosensitive dysfunction signals a mild to moderate infection and construes that those with severe disease tend to neglect such symptoms. The use of the objective taste test revealed that 44.9% of the patients had taste disorders.

To overcome the hurdles of performing an objective taste test—which is a hospital-centric procedure, with its inherent risk of infection transmission to health care providers and other patients—a home-based taste test is suggested as an alternative. Vaira et al37 assessed a home-based objective taste test performed by patients and demonstrated that it was reliable in detecting taste disorders. Of the 33 patients who were quarantined with COVID-19 infection, 51.5% was confirmed to have taste dysfunction. The authors proposed that a home-based objective taste test may form a good public health strategy for early detection of paucisymptomatic COVID-19 cases to break the chain of transmission by isolation of the infected patients.

The results of our meta-analysis are in line with the finding of an earlier meta-analysis by Borsetto et al,31 which discovered that subjective assessment with self-reported questionnaires appears to underestimate the prevalence of taste disorders. Interestingly, Hintschich et al38 demonstrated that patients with self-reported taste disorders did not exhibit a genuine impaired taste when confirmed by objective taste test, thereby alluding to impaired retronasal olfaction as the cause of the altered taste. This could be explained by the intimate relationship between olfaction and the perception of flavor, giving rise to the subjective taste disorders.

Underestimation and underreporting of a less critical manifestation are common phenomena in any condition when the focus is more on life-threatening organ damage39; in COVID-19 infection, the focus is on pulmonary failure and death. As taste is 1 of the 5 senses, when it is ignored and the effect of taste disorders on the quality of life of patients is underestimated, it means rendering suboptimal treatment and thus delivering inferior quality of care. Recovery of patients depends not only on the treatment but also on the resumption of an appropriately composed diet, which may assist the body’s innate immunity to fight against infection and the repairing process of damaged cells. Dietary composition and nutrition, especially those known as antioxidants, have been proposed as the determinants behind the variable death rate of different European countries, which highlights their critical roles as a protective mechanism against infection.40

Given the significance of taste disorders in COVID-19 infection, further studies employing reliable and vigorous objective testing are required for its evaluation. As explanation is still lacking regarding the reasons why certain groups of patients presented with either taste dysfunction or olfactory dysfunction (or both), a much-needed clarification may emanate from a neurologic assessment of the neural pathways involved. It is acknowledged that the interaction between host and virus characteristics is responsible, but further investigations are required.

Strengths and Limitations

Our study has several strengths. This meta-analysis is the first, to our knowledge, to comprehensively investigate the prevalence of taste disorders in patients with COVID-19. This meta-analysis was conducted with a substantial number of studies3, 4, 8-10, 12, 19, 21, 34-37, 41-87 and hence included a considerable number of participants, resulting in more robust estimates. The majority of the included studies confirmed COVID-19 cases with the RT-PCR technique, which strengthens our findings. None of the analyses represented significant publication bias, demonstrating that we were unlikely to have missed studies that could have altered the findings. All the conducted sensitivity analyses generated very similar results to the main findings, indicating the robustness of the meta-analysis results. Based on the quality assessments, 91.5% of the studies were of high methodological quality (low risk of bias), which ensured a reliable result.

Nevertheless, there are several notable limitations. Based on the search strategy and considered period, this meta-analysis included participants from 23 countries; therefore, the prevalence may not represent a global scale, and generalization of the findings should be done cautiously. All analyses demonstrated substantial degrees of heterogeneity. Even though we examined the sources of heterogeneity by subgroup, sensitivity analyses, and Galbraith plot, the source of heterogeneity could not be fully explained by the factors included in the analyses. While we identified the prevalence of taste disorders, we were unable to characterize them in severe versus nonsevere COVID-19 infection and in cases of survival versus nonsurvival.

Conclusions

As an early clinical symptom in patients with COVID-19, taste disorder had a prevalence of 48.1%. Objective assessments tend to show higher prevalence than subjective assessments. Dysgeusia is the most common subtype, followed by ageusia and hypogeusia. Due to the high prevalence of taste disorders in cases of COVID-19, proper screening and evaluation should be performed.

Author Contributions

Jeyasakthy Saniasiaya, concept/design, data analysis, drafting and editing of manuscript, final approval, accountability; Md Asiful Islam, concept/design, data analysis, drafting and editing of manuscript, final approval, accountability; Baharudin Abdullah, concept/design, data analysis, drafting and editing of manuscript, final approval, accountability.

Disclosures

Competing interests: None.

Sponsorships: None.

Funding source: None.

Supplemental Material

Additional supporting information is available in the online version of the article.