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. 2024 Mar 3;8(1):e120. doi: 10.1002/oto2.120

Upper Respiratory Symptoms as Long COVID: Insight from a Multicenter Cohort Study

Masahiko Okada 1,*, Noriyuki Ishida 2,*, Sho Kanzaki 3,4,*, Ichiro Kawada 1,5,, Kengo Nagashima 2, Hideki Terai 1,6, Gaku Hiruma 2, Ho Namkoong 1,7, Takanori Asakura 1,8, Katsunori Masaki 1, Keiko Ohgino 1, Jun Miyata 1, Shotaro Chubachi 1, Nobuhiro Kodama 9, Shunsuke Maeda 9, Satoshi Sakamoto 10, Masaki Okamoto 10, Yoji Nagasaki 11, Akira Umeda 12, Kazuya Miyagawa 13, Hisato Shimada 14, Kazuhiro Minami 15, Rie Hagiwara 15, Makoto Ishii 16, Yasunori Sato 17, Koichi Fukunaga 1
PMCID: PMC10909391  PMID: 38435484

Abstract

Objective

This study aimed to investigate the clinical features of long COVID cases presenting with upper respiratory symptoms, a topic not yet fully elucidated.

Study Design

Prospective cohort study.

Setting

A multicenter study involving 26 medical facilities in Japan.

Methods

Inclusion criteria were patients aged ≥18 years old with a confirmed COVID‐19 diagnosis via severe acute respiratory syndrome coronavirus 2 polymerase chain reaction or antigen testing, who were hospitalized at the participating medical facilities. Analyzing clinical information and patient‐reported outcomes from 1009 patients were analyzed. The outcome measured the degree of initial symptoms for taste or olfactory disorders and assessed the likelihood of these symptoms persisting as long COVID, as well as the impact on quality of life if the upper respiratory symptoms persisted as long COVID.

Results

Patients with high albumin, low C‐reactive protein, and low lactate dehydrogenase in laboratory tests tended to experience taste or olfactory disorders as part of long COVID. Those with severe initial symptoms had a higher risk of experiencing residual symptoms at 3 months, with an odds ratio of 2.933 (95% confidence interval [CI], 1.282‐6.526) for taste disorders and 3.534 (95% CI, 1.382‐9.009) for olfactory disorders. Presence of upper respiratory symptoms consistently resulted in lower quality of life scores.

Conclusion

The findings from this cohort study suggest that severe taste or olfactory disorders as early COVID‐19 symptoms correlate with an increased likelihood of persistent symptoms in those disorders as long COVID.

Keywords: COVID‐19, long COVID, olfactory disorder, taste disorder, upper respiratory symptoms


COVID‐19 was first reported in China in December 2019, 1 and rapidly spread worldwide, including in Japan. Despite the reduced mortality rate owing to improved treatments and vaccines, the number of affected patients continues to rise. As the number of patients increases, so does the number of individuals experiencing long‐term effects known as long COVID. 2

Long COVID comprises fatigue, upper and lower respiratory symptoms, gastrointestinal and neurological symptoms. 3 , 4 Taste and olfactory disorders are commonly associated with an initial COVID‐19 diagnosis during the acute phase 5 , 6 , 7 , 8 ; however, they can persist as part of long COVID. 9 At the onset of COVID‐19, upper respiratory symptoms, including sore throat, taste disorders, and olfactory disorders, have been identified as predictors of mild disease severity. 10 , 11 These symptoms are also frequently reported among individuals experiencing long COVID. 3 , 4 , 12 , 13 , 14 , 15 Several risk factors, such as younger age, milder COVID‐19 cases, and female sex, have been reported for persisting taste and olfactory disorders 16 , 17 , 18 , 19 , 20 , 21 , 22 ; however, none have been definitively established.

Additionally, there is a lack of comprehensive assessments, including quality of life (QOL) indicators, regarding the influence of persistent upper respiratory symptoms that are typically not considered severe, in daily life. Given the limited research on cross‐sectional studies concerning upper respiratory symptoms in Japan and other countries, this study aims to investigate the development and characteristics of these upper respiratory symptoms in long COVID.

Methods

Study Design and Participants

This study was part of a comprehensive research project on long COVID designed as a multicenter prospective cohort study. The detailed protocol 23 and initial analysis results 24 for this project have already been published. For the present analysis, a multicenter cohort study was conducted from November 2020 to March 2022 involving patients with COVID‐19 registered at 26 medical facilities in Japan.

The study included patients aged ≥18 years who agreed to participate, had a confirmed diagnosis of COVID‐19 determined by severe acute respiratory syndrome coronavirus 2 (SARS‐CoV‐2) polymerase chain reaction or antigen testing, and were hospitalized at the participating medical facilities. Patients with language impairments or cognitive or psychiatric disorders that hindered their understanding of informed consent or ability to read and respond to questionnaires were excluded.

Procedures

The participating medical facilities provided patients with a study information sheet and obtained their consent to participate. Subsequently, patient information was registered in the case information registration system, and patients completed the patient‐reported outcomes using paper forms or a smartphone application. Upon enrollment, the investigator collected clinical information, including age, sex, height, weight, vital signs at hospital admission, pre‐existing medical conditions, and blood test results. The participants were assigned unique identification numbers generated by the participating facilities, ensuring responses did not include any personal identifiable information. This study was approved by the Keio University School of Medicine Ethics Committee (approval No. 20200243) and the ethical committees of each participating institution. Additionally, it was registered in the clinical trial registration system (UMIN ID:000042299).

Original Questionnaire

This study used an original questionnaire 24 comprising comprehensive surveys regarding symptoms that appeared at the time of COVID‐19 diagnosis, duration, time of onset, severity, and sequelae. The symptoms included sore throat, taste, and olfactory disorders, defined as upper respiratory symptoms. We also assessed symptom improvement, recurrences post‐COVID‐19 onset, and new symptoms that appeared after discharge. Symptoms at admission were retrospectively investigated using a questionnaire at 3 months, repeated at 3, 6, and 12 months. Patients who experienced taste or olfactory disorders during hospitalization were requested to indicate the severity of the disorder at its worst, providing a taste or smell score on a questionnaire at 3 months, ranging from 0 (complete loss of taste or smell) to 10 (normal). Patients with olfactory disorders followed the COVID‐19 anosmia reporting tool. 25 QOL were conducted at 3, 6, and 12 months, tabulated using the EuroQol 5 Dimensions 5‐Level, (EQ‐5D‐5L), 26 Short Form‐8 (SF‐8). 27

Variable Definitions

We defined oxygen requirement during hospitalization as follows: patients with positive, severe, moderate II and negative, mild, moderate I. 28 We classified age into 3 categories: young (18‐40 years), middle‐aged (41‐64 years), and older adults (>65 years). 24 We classified body mass index (BMI) into 4 categories: underweight (<18.5), normal range (18.5‐24.99), preobese (25‐29.99), and obese (30≤). 29

Statistical Analyses

The patients' baseline characteristics are presented as medians and interquartile ranges for continuous variables and as numbers and percentages for categorical variables. To examine the association between the presence of long COVID and comorbidities, longitudinal analyses were performed using a generalized linear mixed model with a logit link function, assuming an unstructured covariance matrix for each time point. In cases of non‐convergence, the covariance structure was progressively simplified in the order of Toeplitz, heterogeneous compound symmetry, first‐order autoregressive, compound symmetry, and variance components until convergence was achieved. We compared the EQ‐5D‐5L and SF‐8 scores between the groups using Mann‐Whitney U test. A 2‐sided significance level of 5% was used for all statistical hypothesis tests. All analyses were performed using the SAS statistical software (v.9.4), GraphPad Prism (v 9.51 MAC), and R (R Core Team, 2022) R: Language and environment for statistical computing. R Foundation for Statistical Computing). The data were visualized using GraphPad Prism and R.

Results

Comparison of Baseline Characteristics of Patients With or Without Upper Respiratory Symptoms

Out of the 1200 patients registered in this study, 134 were excluded from the background analysis due to the incomplete medical records and 57 were excluded as they were unresponsive to all 3 items at time of admission (sore throat, taste disorder, and olfactory disorder). Consequently, 1009 were included in the analysis for this project (Supplemental Figure S1, available online).

Among the patients who experienced taste disorders at least once (n = 355), 314 provided their taste disorder scores. It is uncommon for smell or taste problems to develop at a later stage if no issues were observed during the initial phase of infection. 13 , 20 , 30 , 31 Therefore, we excluded cases with late‐onset olfactory and taste disorders from the analysis. After excluding patients who did not report taste symptoms during hospitalization, the taste disorder scores of 292 individuals were analyzed. Similarly, among patients who manifested olfactory disorders at least once (n = 304), 282 provided olfactory scores. After excluding patients without olfactory symptoms during hospitalization, the olfactory scores of 262 individuals were analyzed (Supplemental Figure S2, available online). Baseline characteristics of this study were summarized in Table 1 and Supplemental Table S1, available online.

Table 1.

Baseline Characteristics of all Patients (n = 1009)

Variables All (n = 1009) Sore throat (n = 35) Taste disorder (n = 63) Olfactory disorder (n = 79)
Severity, N (%)
Oxygen not required 659 (65.3) 21 (60.0) 49 (77.8) 65 (82.3)
Oxygen required 326 (32.3) 14 (40.0) 12 (19.0) 11 (13.9)
Missed 24 (2.4) 0 (0.0) 2 (3.2) 3 (3.8)
Age, mean, (SD) 56.77 (16.64) 56.74 (15.21) 50.89 (19.12) 50.70 (16.86)
Age group, N (%)
Young 192 (19.0) 8 (22.8) 24 (38.1) 25 (31.6)
Middle‐aged 461 (45.7) 17 (48.6) 23 (36.5) 37 (46.8)
Older adults 354 (35.1) 10 (28.6) 16 (25.4) 17 (21.5)
Missed 2 (0.2) 0 0 0
BMI, N (%)
Underweight 49 (4.9) 2 (5.7) 4 (6.3) 8 (10.1)
Normal 538 (53.3) 20 (57.1) 40 (63.5) 48 (60.8)
Preobese 283 (28.0) 7 (20.0) 10 (15.9) 14 (17.7)
Obese 80 (7.9) 4 (11.4) 5 (7.9) 3 (3.8)
Missed 59 (5.8) 2 (5.7) 4 (6.3) 6 (7.6)
Sex, N (%)
Male 639 (63.3) 23 (65.7) 30 (47.6) 31 (39.2)
Female 370 (36.7) 12 (34.3) 33 (52.4) 48 (60.8)

Abbreviations: BMI, body mass index; SD, standard deviation.

Trend in the Percentage of Patients Affected with Each Symptom

Figure 1A‐C illustrates the trends in symptom percentages among the patients. We classified cases as “relapse cases” when patients initially experienced symptoms during hospitalization, showed temporary improvement, and later experienced symptom recurrence. Additionally, we classified cases as “late‐onset cases” when patients did not exhibit symptoms during their hospital stay but developed symptoms after being discharged. Based on reports suggesting the possibility of a relapse of taste and olfactory disorders associated with COVID‐19, we included relapse cases in our analysis. 32 Late‐onset cases were not counted as long COVID in this analysis as detailed in previous section. The number of patients with each symptom decreased over time.

Figure 1.

Figure 1

Trends of patients with upper respiratory symptoms. The blue curve shows asymptomatic individuals, the red curve shows symptom development during hospitalization, the yellow curve shows “relapse cases,” and the black curve depicts “late‐onset cases.”

Overlap of Patients With Each Symptom

The results of symptoms co‐occurrence are presented in Figure 2A‐D and Supplemental Table S2, available online. Similar to Figure 1A‐C, the 3 symptoms improved over time. Initially, 267 (50.2%) patients experienced 2 or 3 upper respiratory symptoms during hospitalization. However, as time passed, the number of patients reporting sore throat decreased. Simultaneously, the occurrence of sore throat and the other 2 symptoms, also declined: 115 patients (21.6%) during hospitalization, 6 (4.6%) at 3 months, 4 (7.4%) at 6 months, and 0 (0%) at 12 months. Among patients with upper respiratory symptoms during hospitalization, 276 (51.9%) had sore throats, while only 8 (15.7%) had sore throats at 12 months. In contrast, the proportion of patients with taste and olfactory disorders slowly decreased over time; 228 patients (42.9%) had taste and olfactory disorders during hospitalization and 14 (27.5%) had both disorders at 12 months.

Figure 2.

Figure 2

Distribution of patients with overlapping symptoms during hospitalization (A), and at 3 (B), 6 (C), and 12 months (D). OD, olfactory disorder; ST, sore throat; TD, taste disorder.

Risk Factors of Each Symptom

To identify the risk factors for each symptom, we performed univariate analysis with variables selected based on previous studies. These included age, sex, BMI, coexisting disease, severity of COVID‐19, COVID‐19‐related symptoms during hospitalization, and blood test findings upon admission. 10 , 16 , 17 , 19 , 20 , 21 , 22 Additionally, we studied the link between endotracheal intubation and lingering sore throat, as well as the association between taste or olfactory disorders and their respective treatments. The results are presented in Figure 3, and Supplemental Tables S3‐7, available online.

Figure 3.

Figure 3

Risk factors for having upper respiratory symptoms at any point during 3, 6, and 12 months. BMI, body mass index; CI, confidence interval; NA, not available.

Sore Throat

The study findings indicated that the patients who experienced diarrhea, muscle pain, and joint pain during hospitalization were more likely to develop long‐term sore throat, with odds ratios of 4.431 (95% confidence interval [CI]: 2.152‐9.122), 4.005 (95% CI: 1.860‐8.625), and 4.518 (95% CI: 2.044‐9.987), respectively. Laboratory tests revealed high lactate dehydrogenase levels as risk factor for sore throat, with an odds ratio of 1.004 (95% CI: 1.001‐1.006). At 3 months, patients with sore throats tended to experience a more severe disease at the onset of COVID‐19 than the overall population. Patients who underwent endotracheal intubation tended to experience residual sore throat at 3 months, but the difference was not significant at 6 or 12 months, with odds ratios of 4.674 (95% CI: 1.828‐11.952), 2.379 (95% CI: 0.370‐8.626), and 6.210 (95% CI: 1.209‐31.884), respectively.

Taste Disorder

Younger patients who experienced diarrhea, joint pain, and olfactory disorders during hospitalization were more likely to develop long‐term taste disorders, with odds ratios of 2.110 (young vs middle‐aged; 95% CI: 1.085‐4.115), 2.285 (95% CI: 1.553‐3.361), 2.153 (95% CI: 1.298‐3.570), and 9.326 (95% CI: 5.079‐17.125), respectively. High albumin, low hemoglobin A1c, low C‐reactive protein, and low lactate dehydrogenase levels in laboratory test were identified as risk factors for taste disorders as sequelae, with odds ratios of 1.615 (95% CI: 1.022‐2.553), 1.515 (95% CI: 1.038‐2.207), 1.076 (95% CI: 1.012‐1.144), and 1.004 (95% CI, 1.001‐1.007), respectively. No significant difference was observed in the treatment of taste disorder and its sequelae at 3, 6, and 12 months, with odds ratios of 1.607 (95% CI: 0.304‐8.484), 2.854 (95% CI: 0.506‐16.089), and 4.100 (95% CI: 0.714‐23.535).

Olfactory Disorder

The risk factors for long COVID‐related olfactory disorder included younger age, female sex, lower BMI, milder COVID‐19 cases, and complications of diarrhea and taste disorder during hospitalization, with odds ratios of 2.645 (young vs older adults; 95% CI: 2.192‐5.208), 2.551 (95% CI: 1.557‐4.347), 2.463 (underweight vs normal; 95% CI: 1.106‐5.464), 2.808 (95% CI: 1.459‐5.4040), 1.818 (95% CI: 1.084‐3.049), and 7.412 (95% CI: 4.136‐13.281), respectively. Similar to the risk factors for taste disorders, high albumin, low hemoglobin A1c, low C‐reactive protein, and low lactate dehydrogenase levels were identified as risk factors for olfactory disorders as sequelae, with odds ratios of 2.598 (95% CI: 1.675‐4.028), 1.683 (95% CI: 1.116‐2.5440), 1.109 (95% CI: 1.041‐0.183), and 1.004 (95% CI: 1.002‐1.007), respectively. About characteristics at 3 months, patients with taste and smell disorders tended to have milder symptoms and were younger at the onset of COVID‐19 than overall population. At 6 months, patients treated for olfactory disorders showed a tendency toward residual symptoms; however, no significant differences were observed at 3 or 12 months, with odds ratios of 4.041 (95% CI: 1.125‐14.511), 2.708 (95% CI: 0.846‐8.669), and 3.423 (95% CI: 0.806‐14.530).

Relationship Between the Taste/Smell Score and the Taste/Olfactory Disorder as Long COVID

In Figure 4, we display the numbers of patients who reported each score. To assess the severity of symptoms, we categorized the scores as follows: a score of 0 indicated a severe condition, scores 1, 2, and 3 represented moderate, and scores from 4 to 10 indicated mild. Most patients responded with a score of 0, indicating a complete loss of taste or smell at the onset of the disorder. Supplemental Table S8, available online and Figure 5A,B provide information on the correlation between scores and symptoms at 3, 6, and 12 months. For taste disorders, a score of 0 significantly correlated with persistent taste disorders at 3 months, with odds ratios of 2.262 (score 0 vs score 1‐3; 95% CI: 1.160‐4.405) and 2.932 (score 0 vs score 4‐10; 95% CI: 1.282‐6.535). Regarding olfactory disorders, severe cases (score 0) showed persistent symptoms at 3 and 6 months, compared with mild cases (score 4‐10), with odds ratios of 3.533 (95% CI: 1.381‐9.009) at 3 months, 3.546 (95% CI: 1.145‐10.989) at 6 months, and 4.545 (95% CI: 1.449‐14.285), respectively. Figure 5C illustrates the trends in symptoms for each score. Both taste and smell disorders, showed a tendency for a higher proportion of patients to experience symptoms at each time point when the symptoms were more severe at the onset.

Figure 4.

Figure 4

Number of patients with each score for severity questionnaire for taste disorders (A) or olfactory (B) disorders and relationship between each score and tendency for residual symptoms.

Figure 5.

Figure 5

Relationship between scores and taste (A) or olfactory (B) disorders as sequelae, and odds ratios at any time points (C). CI, confidence interval.

Relationship Between Presence of Symptoms and Their QOL

We compared the QOL using the EQ‐5D‐5L and SF‐8 scores to assess the impact of each symptom. The results are shown in Figures 6 and 7, and Supplemental Table S9, available online. The presence of upper respiratory symptoms consistently resulted in lower QOL scores.

Figure 6.

Figure 6

Relationship between EQ‐5D‐5L and sore throat (A), taste disorder (B), and olfactory disorder (C) as sequelae. *P < .05, **P < .01, and ***P < .001. EQ‐5D‐5L, EuroQol 5 dimensions 5‐level; N, no; Y, yes.

Figure 7.

Figure 7

Relationship between SF‐8 and and sore throat (A), taste disorder (B), and olfactory disorder (C) as sequelae. *P < .05, **P < .01, and ***P < .001. SF‐8, short form‐8; N, no; Y, yes.

Discussion

This study utilized data from the largest long COVID symptom cohort study in Japan and performed an additional analysis focusing on upper respiratory symptoms. These symptoms are predictors of mild COVID‐19. 10 , 11 Three upper respiratory symptoms were often comorbid during hospitalization; however, over time, sore throat resolved and disappeared, while taste and olfactory disorders were comorbid at 12 months in some cases. Reports on olfactory disorders post‐COVID‐19 vary, indicating both high and low recovery rates. 33 , 34 Our data revealed that at least 10% of the patients experienced residual taste and olfactory disorders at 12 months.

We found that the risk factors differed among sore throat, taste, and olfactory disorders. Sore throat was associated with symptoms of viral illness, such as myalgia and arthralgia, during hospitalization. Younger age was a risk factor for taste disorders as long COVID, and younger age, milder COVID‐19, and lower body weight were associated with olfactory disorders. Our analysis revealed a tendency for patients who experienced diarrhea during hospitalization to develop 3 upper respiratory symptoms as long COVID. To our knowledge, no reports have discussed the relationship between upper respiratory symptoms and diarrhea as long COVID. However, existing studies emphasize the high specificity of diarrhea, taste, and smell disorders at onset for COVID‐19. 35 , 36 , 37 , 38 Another report suggests a correlation between taste and smell disorders and diarrhea. 39 Although few risk factors for sore throat as long COVID have been studied in detail, 40 , 41 , 42 myalgia, arthralgia, and diarrhea during hospitalization may be risk factors.

Additionally, we observed an association between tracheal intubation residual sore throat at 3 months, but not at 6 or 12 months. Since sore throat after tracheal intubation becomes rare after 10 days, 43 the persistence of symptoms beyond 3 months would not be affected by the tracheal intubation itself. Our study also revealed that taste and smell disorders were more likely to persist as long COVID when C‐reactive protein was low or albumin was high at admission. This is consistent with previous findings, 44 indicating that less severe cases are more likely to experience taste and smell disorders as sequelae.

In sequelae, as reported previously, 34 we observed a mutual influence between taste and olfactory disorders, where the presence of one symptom during hospitalization increased the risk of others' persisting as long‐term effects. Regarding treatment, our findings revealed that treating taste and smell disorders had little impact on residual symptoms as aftereffects. Rather, treatment might result in residual symptoms as aftereffects. This could be attributed to the relatively small number of people treated for taste and smell disorders, as treatment for these disorders has not yet been firmly established. 45 , 46

Concerning taste and olfactory disorder scores, most patients responded with a score of 0, indicating that many experience complete loss of taste or smell after COVID‐19 infection. Reports indicate a higher likelihood of residual symptoms as long COVID with stronger symptoms at the onset of taste and olfactory disorders. 18 In this study, we showed that the worse the score, the higher the likelihood of residual symptoms based on the degree of symptoms during hospitalization. For olfactory dysfunction, scores of 4 to 10 indicated a near‐complete disappearance of symptoms at 12 months. This suggested that if the symptoms of olfactory disorders were mild at onset, the probability of residual symptoms as long COVID was lower.

We demonstrated that the persistence of these upper respiratory symptoms as long COVID significantly reduced QOL. Many cases have developed symptoms of long COVID, 47 which have been linked to decreased QOL; a crucial point in public health also included in our analysis.

One limitation of this study was the small sample size of symptomatic patients at each time point, primarily due to symptom improvement over time; this resulted in nonconvergence of the results when calculating the risk factors at different point. Consequently, only univariate analyses were feasible; multivariate analyses could not be effectively conducted. Second, regarding symptoms during hospitalization, the patient was retrospectively queried at 3 months, making it unclear whether these symptoms manifested at upon admission or later. Additionally, taste and olfactory disorders scoring was assessed only during hospitalization; the study did not track the changes in the symptoms over time at 3, 6, or 12 months. Consequently, it was not possible to evaluate the degree of improvement or track the progression of these symptoms beyond the hospitalization period. Furthermore, this study relied on self‐reported questionnaires to assess taste and olfactory disorders, and lacking objective measures. Although an objective evaluation method for olfactory or taste disorders has not been firmly established, it might be valuable to assess the correlation of the self‐reported scores utilized in this study with evaluation methods for olfactory and taste disorders that can be conducted in other clinical settings, as a complementary line of research in the future.

Despite these limitations, this study is an important contribution to the field, offering valuable insights into the trajectory of upper respiratory symptoms over 1 year post‐COVID‐19 hospitalization and the risks of persistent long COVID within a large cohort study.

Conclusion

This study demonstrated that the severity of taste and olfactory disorders during hospitalization correlated with a higher likelihood of long COVID persistence. Additionally, the presence of upper respiratory symptoms, as long COVID, reduced the QOL of symptomatic patients. These findings suggest the potential for predicting prolonged taste and olfactory disorders as long COVID.

Author Contributions

Masahiko Okada, contributed to the design, conduct, analysis, and drafting of the manuscript; Noriyuki Ishida, contributed to the design, conduct, analysis, and drafting of the manuscript; Sho Kanzaki, contributed to the design, conduct, analysis, and drafting of the manuscript; Ichiro Kawada, contributed to the design, conduct, analysis, and critical editing of the manuscript; Kengo Nagashima, contributed to the design, conduct, analysis, and critical editing of the manuscript; Hideki Terai, contributed to the design, conduct, analysis, and critical editing of the manuscript; Gaku Hiruma, contributed to the design and analysis of the manuscript; Ho Namkoong, contributed to the design and analysis of the manuscript; Takanori Asakura, contributed to the design and analysis of the manuscript; Katsunori Masaki, contributed to the design and analysis of the manuscript; Keiko Ohgino, contributed to the design and analysis of the manuscript, Jun Miyata, contributed to the design and analysis of the manuscript; Shotaro Chubachi, contributed to the design and analysis of the manuscript; Nobuhiro Kodama, contributed to the design and analysis of the manuscript; Shunsuke Maeda, contributed to the design and analysis of the manuscript; Satoshi Sakamoto, contributed to the design and analysis of the manuscript; Masaki Okamoto, contributed to the design and analysis of the manuscript; Yoji Nagasaki, contributed to the design and analysis of the manuscript; Akira Umeda, contributed to the design and analysis of the manuscript; Kazuya Miyagawa, contributed to the design and analysis of the manuscript; Hisato Shimada, contributed to the design and analysis of the manuscript; Kazuhiro Minami, contributed to the design and analysis of the manuscript, Rie Hagiwara, contributed to the design and analysis of the manuscript; Makoto Ishii, contributed to the critical editing of the manuscript; Yasunori Sato, contributed to the critical editing of the manuscript; Koichi Fukunaga, contributed to the critical editing of the manuscript.

Disclosures

Competing interests

None.

Funding source

This research was funded by the Health Labor Science Special Research Project (20CA2054), and supported by AMED (JP20nk0101612, JP20fk0108415, JP20fk0108452, JP21fk0108553, JP21fk0108431, JP22fk0108510, JP21fk0108563, JP21fk0108573, JP22fk0108573, JP22fk0108513, JP22wm0325031), JST CREST (JPMJCR20H2), and JST PRESTO (JPMJPR21R7).

Supporting information

Supporting information.

OTO2-8-e120-s002.tif (591.9KB, tif)

Supporting information.

OTO2-8-e120-s001.tif (1,014.1KB, tif)

Supporting information.

OTO2-8-e120-s003.docx (633KB, docx)

Acknowledgments

Data management and statistical analysis of the study were supported by 3H Medi Solution Inc. (President: Masashi Ando). We would like to thank Editage (www.editage.jp) for English language editing.

Data Availability Statement

The data that support the findings of this study are available on request from the corresponding author. The data are not publicly available due to privacy or ethical restrictions.

References

  • 1. Li X, Cui W, Zhang F. Who was the first doctor to report the COVID‐19 outbreak in Wuhan, China? J Nucl Med. 2020;61:782‐783. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 2. National Institute for Health and Care Excellence . COVID‐19 Rapid Guideline: Managing the Long‐Term Effects of COVID‐19. National Institute for Health and Care Excellence (NICE); 2020. [PubMed] [Google Scholar]
  • 3. Davis HE, McCorkell L, Vogel JM, Topol EJ. Long COVID: major findings, mechanisms and recommendations. Nat Rev Microbiol. 2023;21:133‐146. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 4. Carfì A, Bernabei R, Landi F, et al. Persistent symptoms in patients after acute COVID‐19. JAMA. 2020;324:603‐605. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 5. Yan CH, Faraji F, Prajapati DP, Boone CE, DeConde AS. Association of chemosensory dysfunction and COVID‐19 in patients presenting with influenza‐like symptoms. Int Forum Allergy Rhinol. 2020;10:806‐813. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 6. Vaira LA, Salzano G, Deiana G, De Riu G. Anosmia and ageusia: common findings in COVID‐19 patients. Laryngoscope. 2020;130:1787. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 7. Giacomelli A, Pezzati L, Conti F, 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;71:889‐890. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 8. Qiu C, Cui C, Hautefort C, et al. Olfactory and gustatory dysfunction as an early identifier of COVID‐19 in adults and children: an international multicenter study. Otolaryngol Head Neck Surg. 2020;163:714‐721. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 9. Nasserie T, Hittle M, Goodman SN. Assessment of the frequency and variety of persistent symptoms among patients with COVID‐19: a systematic review. JAMA Netw Open. 2021;4:e2111417. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 10. Mendonça CV, Mendes Neto JA, Suzuki FA, Orth MS, Machado Neto H, Nacif SR. Olfactory dysfunction in COVID‐19: a marker of good prognosis? Braz J Otorhinolaryngol. 2022;88:439‐444. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 11. Nakagawara K, Chubachi S, Namkoong H, et al. Impact of upper and lower respiratory symptoms on COVID‐19 outcomes: a multicenter retrospective cohort study. Respir Res. 2022;23:315. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 12. Ahmad MS, Shaik RA, Ahmad RK, et al. “LONG COVID”: an insight. Eur Rev Med Pharmacol Sci. 2021;25:5561‐5577. [DOI] [PubMed] [Google Scholar]
  • 13. Boscolo‐Rizzo P, Borsetto D, Fabbris C, et al. Evolution of altered sense of smell or taste in patients with mildly symptomatic COVID‐19. JAMA Otolaryngol Head Neck Surg. 2020;146:729‐732. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 14. Boscolo‐Rizzo P, Hummel T, Hopkins C, et al. Comprehensive chemosensory psychophysical evaluation of self‐reported gustatory dysfunction in patients with long‐term COVID‐19: a cross‐sectional study. JAMA Otolaryngol Head Neck Surg. 2022;148:281‐282. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 15. Boscolo‐Rizzo P, Fabbris C, Polesel J, et al. Two‐year prevalence and recovery rate of altered sense of smell or taste in patients with mildly symptomatic COVID‐19. JAMA Otolaryngol Head Neck Surg. 2022;148:889‐891. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 16. Yelin D, Margalit I, Nehme M, et al. Patterns of long COVID symptoms: a multi‐center cross sectional study. J Clin Med. 2022;11:898. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 17. Tan BKJ, Han R, Zhao JJ, et al. Prognosis and persistence of smell and taste dysfunction in patients with covid‐19: meta‐analysis with parametric cure modelling of recovery curves. BMJ. 2022;378:e069503. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 18. Ferreli F, Gaino F, Russo E, et al. Long‐standing gustatory and olfactory dysfunction in COVID‐19 patients: a prospective study. Eur Arch Otrhinolaryngol. 2022;279:4633‐4640. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 19. Chudzik M, Babicki M, Mastalerz‐Migas A, Kapusta J. Persisting smell and taste disorders in patients who recovered from SARS‐CoV‐2 virus infection‐data from the Polish PoLoCOV‐CVD study. Viruses. 2022;14:1763. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 20. Coelho DH, Reiter ER, Budd SG, Shin Y, Kons ZA, Costanzo RM. Predictors of smell recovery in a nationwide prospective cohort of patients with COVID‐19. Am J Otolaryngol. 2022;43:103239. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 21. Shahrvini B, Prajapati DP, Said M, et al. Risk factors and characteristics associated with persistent smell loss in coronavirus disease 2019 (COVID‐19) patients. Int Forum Allergy Rhinol. 2021;11:1280‐1282. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 22. Tan BKJ, Han R, Zhao JJ, et al. Prognosis and persistence of smell and taste dysfunction in patients with covid‐19: meta‐analysis with parametric cure modelling of recovery curves. BMJ. 2022;378:e069503. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 23. Nakagawara K, Namkoong H, Terai H, et al. Comprehensive and long‐term surveys of COVID‐19 sequelae in Japan, an ambidirectional multicentre cohort study: study protocol. BMJ Open Respir Res. 2021;8:e001015. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 24. Terai H, Ishii M, Takemura R, et al. Comprehensive analysis of long COVID in a Japanese nationwide prospective cohort study. Respir investig. 2023;61:802‐814. 10.1016/j.resinv.2023.08.008 [DOI] [PubMed] [Google Scholar]
  • 25. Kaye R, Chang CWD, Kazahaya K, Brereton J, Denneny JC. COVID‐19 anosmia reporting tool: initial findings. Otolaryngol Head Neck Surg. 2020;163:132‐134. [DOI] [PubMed] [Google Scholar]
  • 26. Shiroiwa T, Ikeda S, Noto S, et al. Comparison of value set based on DCE and/or TTO data: scoring for EQ‐5D‐5L health states in Japan. Value Health. 2016;19:648‐654. [DOI] [PubMed] [Google Scholar]
  • 27. Ware J, Kosinski M, Dewey J, et al. How to Score and Interpret Single‐Item Health Status Measures: A Manual for Users of the SF‐8TM Health Survey. Quality Metrics; 2001. [Google Scholar]
  • 28. Ministry of Health, Labour and Welfare . Clinical Management of Patients with COVID‐19: A Guide for Frontline Healthcare Workers. version 242 2.1. Ministry of Health, Labour and Welfare; 2020.
  • 29.WHO BMI classification. Accessed July 29, 2023. https://www.cdc.gov/obesity/basics/adult-defining.html#:~:text=Adult%20Body%20Mass%20Index&text=If%20your%20BMI%20is%20less,falls%20within%20the%20obesity%20range
  • 30. Paderno A, Mattavelli D, Rampinelli V, et al. Olfactory and gustatory outcomes in COVID‐19: a prospective evaluation in nonhospitalized subjects. Otolaryngol Head Neck Surg. 2020;163:1144‐1149. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 31. Rass V, Beer R, Schiefecker AJ, et al. Neurological outcomes 1 year after COVID‐19 diagnosis: a prospective longitudinal cohort study. Eur J Neurol. 2022;29:1685‐1696. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 32. Reiter ER, Coelho DH, Kons ZA, Costanzo RM. Subjective smell and taste changes during the COVID‐19 pandemic: Short term recovery. Am J Otolaryngol. 2020;41:102639. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 33. Renaud M, Thibault C, Le Normand F, et al. Clinical outcomes for patients with anosmia 1 year after COVID‐19 diagnosis. JAMA Netw Open. 2021;4:e2115352. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 34. Mendes Paranhos AC, Nazareth Dias ÁR, Machado da Silva LC, et al. Sociodemographic characteristics and comorbidities of patients with long COVID and persistent olfactory dysfunction. JAMA Netw Open. 2022;5:e2230637. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 35. Chen A, Agarwal A, Ravindran N, To C, Zhang T, Thuluvath PJ. Are gastrointestinal symptoms specific for coronavirus 2019 infection? A prospective case‐control study from the United States. Gastroenterology. 2020;159:1161‐1163. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 36. Yagi K, Asakura T, Terai H, et al. Clinical features of Japanese patients with gastrointestinal long‐COVID symptoms. JGH Open. 2023;7:998‐1002. 10.1002/jgh3.13006 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 37. Liu Q, Mak JWY, Su Q, et al. Gut microbiota dynamics in a prospective cohort of patients with post‐acute COVID‐19 syndrome. Gut. 2022;71:544‐552. [DOI] [PubMed] [Google Scholar]
  • 38. Meringer H, Mehandru S. Gastrointestinal post‐acute COVID‐19 syndrome. Nat Rev Gastroenterol Hepatol. 2022;19:345‐346. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 39. Koyama AK, Siegel DA, Oyegun E, Hampton W, Maddox N, Koumans EH. Symptoms reported with new onset of loss of taste or smell in individuals with and without SARS‐CoV‐2 infection. JAMA Otolaryngol Head Neck Surg. 2021;147:911‐914. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 40. Allisan‐Arrighi AE, Rapoport SK, Laitman BM, et al. Long‐term upper aerodigestive sequelae as a result of infection with COVID‐19. Laryngoscope Investig Otolaryngol. 2022;7:476‐485. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 41. Sudre CH, Murray B, Varsavsky T, et al. Attributes and predictors of long COVID. Nat Med. 2021;27:626‐631. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 42. Otsuka Y, Tokumasu K, Nakano Y, et al. Clinical characteristics of Japanese patients who visited a COVID‐19 aftercare clinic for post‐acute sequelae of COVID‐19/long COVID. Cureus. 2021;13:e18568. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 43. Inoue S, Abe R, Tanaka Y, Kawaguchi M. Tracheal intubation by trainees does not alter the incidence or duration of postoperative sore throat and hoarseness: a teaching hospital‐based propensity score analysis. Br J Anaesth. 2015;115:463‐469. [DOI] [PubMed] [Google Scholar]
  • 44. Yağmur AR, Akbal Çufalı Ş, Aypak A, Köksal M, Güneş YC, Özcan KM. Correlation of olfactory dysfunction with lung involvement and severity of COVID‐19. Irish J Med Sci (1971). 2022;191:1843‐1848. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 45. Lechien JR, Chiesa‐Estomba CM, De Siati DR, 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 Otrhinolaryngol. 2020;277:2251‐2261. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 46. Whitcroft KL, Hummel T. Olfactory dysfunction in COVID‐19: diagnosis and management. JAMA. 2020;323:2512‐2514. [DOI] [PubMed] [Google Scholar]
  • 47. Coelho DH, Reiter ER, Budd SG, Shin Y, Kons ZA, Costanzo RM. Quality of life and safety impact of COVID‐19 associated smell and taste disturbances. Am J Otolaryngol. 2021;42:103001. [DOI] [PMC free article] [PubMed] [Google Scholar]

Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Supplementary Materials

Supporting information.

OTO2-8-e120-s002.tif (591.9KB, tif)

Supporting information.

OTO2-8-e120-s001.tif (1,014.1KB, tif)

Supporting information.

OTO2-8-e120-s003.docx (633KB, docx)

Data Availability Statement

The data that support the findings of this study are available on request from the corresponding author. The data are not publicly available due to privacy or ethical restrictions.


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