Skip to main content
PLOS One logoLink to PLOS One
. 2022 Jul 21;17(7):e0271665. doi: 10.1371/journal.pone.0271665

Incidence, prevalence, and national burden of interstitial lung diseases in India: Estimates from two studies of 3089 subjects

Sahajal Dhooria 1,*, Inderpaul Singh Sehgal 1, Ritesh Agarwal 1, Valliappan Muthu 1, Kuruswamy Thurai Prasad 1, Soundappan Kathirvel 2, Mandeep Garg 3, Amanjit Bal 4, Ashutosh Nath Aggarwal 1, Digambar Behera 1
Editor: Eman Sobh5
PMCID: PMC9302724  PMID: 35862355

Abstract

Background and objective

The epidemiology of interstitial lung diseases (ILDs) in developing countries remains unknown. The objective of this study was to estimate the incidence, prevalence, and national burden of ILDs in India.

Methods

Data of consecutive subjects (aged >12 years) with ILDs included in a registry between March 2015 and February 2020 were analyzed retrospectively. The proportion of each ILD subtype was determined. The crude annual incidence and prevalence of ILDs for our region were estimated. Subsequently, the primary estimates of the national annual incident and prevalent burden of ILD and its subtypes were calculated. Alternative estimates for each ILD subtype were calculated using the current and a large, previous Indian study (n = 1,084). Data were analyzed using SPSS version 22 and are presented descriptively.

Results

A total of 2,005 subjects (mean age, 50.7 years; 47% men) were enrolled. Sarcoidosis (37.3%) was the most common ILD subtype followed by connective tissue disease (CTD)-related ILDs (19.3%), idiopathic pulmonary fibrosis (IPF, 17.0%), and hypersensitivity pneumonitis (HP, 14.4%). The crude annual incidence and prevalence of ILDs were 10.1–20.2 and 49.0–98.1, respectively per 100,000 population. The best primary estimates for the crude national burden of all ILDs, sarcoidosis, CTD-ILD, IPF, HP, and other ILDs (in thousands) were 433–867, 213–427, 75–150, 51–102, 54–109, and 39–78. The respective alternative estimates (in thousands) were sarcoidosis, 127–254; CTD-ILD, 81–162; IPF, 46–91; HP, 130–261; other ILDs, 49–98.

Conclusion

In contrast to developed countries, sarcoidosis and HP are the ILDs with the highest burden in India.

Introduction

Interstitial lung diseases (ILDs) are disorders characterized by non-infective inflammation or fibrosis diffusely affecting the lung parenchyma [1]. The major subtypes include sarcoidosis, idiopathic pulmonary fibrosis (IPF), connective tissue disease-related ILD (CTD-ILD), hypersensitivity pneumonitis (HP), and others [2, 3].

The crude annual incidence of ILDs ranges from 1 to 70.1 per 100,000 population in different studies worldwide [416] while the prevalence lies between 6.27 and 97.9 per 100,000 population [4, 5, 10, 13]. Most previous studies have not used the contemporary classification proposed by the latest American Thoracic Society/European Respiratory Society consensus statements [1, 2]. Also, no study has reported the incidence and prevalence of ILDs from developing countries. In the developing world, non-communicable respiratory diseases remain underrecognized due to the high burden of infectious diseases such as tuberculosis [17]. There is an unmet need for epidemiologic data on ILDs from India, the world’s second most populous country. Such knowledge can better inform national and international efforts for patient care and research in ILDs.

The spectrum of ILD subtypes at our center has been previously described [3]. Herein, we describe the incidence and prevalence of ILDs in our region located in northern India. The national incident and prevalent burdens of ILD and its subtypes have also been estimated using the current study and a previous large multicenter study from India [18, 19].

Methods

In this study, data of subjects enrolled into an ILD registry at our Chest Clinic between March 2015 and February 2020 were analyzed retrospectively. The study protocol (Pulm653) was approved by the Institutional Ethics Committee, Postgraduate Institute of Medical Education and Research, Chandigarh, India. Written informed consent was obtained from all the subjects for participation in the registry. Consent was obtained from parents or guardians for the minors included in the study. We have previously published the data of a part of the study population included in the current study [3].

Subjects and study procedures

Subjects were enrolled into our ILD registry if they met all the following criteria: (i) age >12 years (adolescents and adults); (ii) diagnosis of ILD; and, (iii) willingness to provide informed consent. Subjects with any of the following were excluded: (i) final diagnosis of a disease other than an ILD; and (ii) lack of informed consent. The demographic details, spirometric measurements, the final diagnosis, and the dates of diagnosis and death were extracted from the registry data. The proportion of each ILD subtype was calculated.

Diagnosis of ILD and its subtypes

In our Chest Clinic, all subjects with a suspected ILD were referred to one author (SD) for inclusion into the ILD registry. A detailed history was obtained, including the symptoms, the risk factors for various ILDs, family history, history of exposures to cigarette smoke, drugs, other environmental dusts, and the presence of any connective tissue disease (CTD). A thin section (0.5–1.5 mm) computed tomography (CT) of the chest, spirometry, and serology for autoimmune diseases were obtained; further tests were guide by the suspected diagnosis. Lung biopsy or other invasive procedures were performed for obtaining tissue samples if indicated [20, 21]. The diagnosis of the ILD subtype was made as described previously [3] using contemporary guidelines, statements, or expert opinions [1, 2, 2227]. In general, subjects with suspected sarcoidosis underwent transbronchial needle aspiration, endobronchial biopsy, and/or transbronchial lung biopsy. CTD-ILDs were diagnosed on clinical features, the detection of serum autoantibodies, and the presence of ILD on the chest CT. Idiopathic pulmonary fibrosis was mostly diagnosed on the presence of usual interstitial pneumonia pattern (definite or probable) on the chest CT. Hypersensitivity pneumonitis was diagnosed on a characteristic appearance on the chest CT and a definite history of exposure to offending antigens. In those with suspected IPF or HP, lung biopsy (mostly transbronchial lung cryobiopsy or surgical lung biopsy) was performed when the clinical or imaging findings were inconsistent. Wherever needed, the clinical, radiologic, and histopathologic data were reviewed by a multidisciplinary team comprising two or more pulmonologists, a radiologist, and a pathologist to assign a diagnosis. In general, patients were followed every 3–6 months. Information received on the death of any included patient was recorded.

Incidence and prevalence of ILDs in our region

The crude annual incidence and prevalence of ILDs were calculated for the Tricity region. Our hospital is located in this region that comprises the three districts of Chandigarh (a Union Territory), Panchkula (in the state of Haryana), and Sahibzada Ajit Singh Nagar (in the state of Punjab). The estimated population of persons above the age of 12 years (henceforth, referred to as the ‘population’) of this region was obtained from the 2011 national census data [28]. Study participants residing in the Tricity and diagnosed during the study period were designated as ‘incident cases’. The crude annual incidence of ILDs per 100,000 population was calculated for each year (years 1–5) and the entire study duration (average annual incidence).

Next, the records of our clinic were searched for the reported deaths amongst Tricity residents. The study subjects or their next of kin were also contacted telephonically between March and April 2020 to obtain information on death or migration. Where the vital status of the subjects was unconfirmed, clinic records were searched for data on the radiologic features, lung function trends, the clinical condition at the last follow-up, and the visit pattern. Using this information, two authors (SD, RA) made informed assumptions on the vital status (alive or dead) of the subjects as of March 1, 2020. The point prevalence was then estimated on three different assumptions for defining the ‘prevalent cases’: (i) all the subjects with unavailable vital status were assumed dead; (ii) all of them were assumed alive; or (iii) the vital status was assigned using informed assumption. The proportion of each incident and prevalent ILD subtype was compared with another recent large (n = 1,084) study of ILDs in India (the ILD India registry) [18, 19].

Subsequently, all incident (and prevalent) cases were divided into eight age-and-gender groups using four age intervals (13–39 years, 40–59 years, 60–79 years, and ≥80 years). Direct standardization was performed against the 2011 national population [28]. The crude incidence and prevalence of the major ILD subtypes (sarcoidosis, IPF, CTD-ILD, HP, and others) were also calculated; standardization was avoided due to small samples.

Calculation of burden of ILDs in India

Assuming the incidence and prevalence estimates for the Tricity to represent the entire country, the national incident and prevalent burden of ILD and its subtypes were calculated, based on the 2011 national population (primary estimates). To calculate the alternative estimates for the ILD subtypes, the average proportion of each ILD subtype from the current study and the ILD India Registry was multiplied by the overall national annual incident and prevalent burden of ILDs [18, 19]. Finally, estimates of all epidemiologic indices were calculated assuming different referral rates of ILD patients to our clinic (ranging between 10% and 90%, at intervals of 10%).

Statistical analysis

Data were entered into worksheets using the computer program Microsoft Excel and analyzed using the statistical package SPSS version 22. Data are expressed as mean ± standard deviation (SD) or as number (percentage). Proportions were compared using the chi-squared test. A p-value of less than 0.05 was considered to reflect statistical significance.

Results

We screened 2,042 subjects out of which 2,005 (mean [SD] age, 50.7 [13.6] years, 943 [47.0%] men; Table 1) were included; 37 subjects were excluded (26 refused to consent; 11 were finally diagnosed with other diseases [8 had tuberculosis, one each had a diffuse alveolar hemorrhage, pulmonary edema, and lymphangitis carcinomatosis]. Interventional procedures for tissue acquisition were performed in 966 (48.2%) subjects, of which 76.1% were diagnostic (Table 2). The diagnosis of the remaining subjects was made on clinico-radiologic information. Sarcoidosis was the most common (37.3%) major ILD subtype (Table 3), followed by CTD-ILDs (19.3%), IPF (17.0%), and HP (14.4%).

Table 1. Baseline characteristics of the subjects at study enrolment at the Chest Clinic (n = 2,005).

Characteristic Sarcoidosis (n = 747) CTD-ILD (n = 387) IPF (n = 340) HP (n = 288) Others (n = 243) All subjects (n = 2,005)
Age, years 44.4 ± 11.4 48.5 ± 11.9 65.8 ± 7.9 51.2 ± 13.6 51.5 ± 12.4 50.7 ± 13.6
Men 373 (49.9) 72 (18.6) 248 (72.9) 141 (49.0) 109 (44.9) 943 (47.0)
Body mass index (kg/m2) 26.4 ± 4.6 24.9 ± 4.7 24.2 ± 4.1 24.7 ± 5.3 25.7 ± 4.8 25.4 ± 4.7
Smokers 59 (7.9) 23 (5.9) 155 (45.6) 29 (10.1) 20 (8.2) 286 (14.3)
Spirometry (n = 681) (n = 364) (n = 285) (n = 255) (n = 208) (n = 1793)
Abnormality
    Normal 388 (57.0) 76 (20.9) 65 (22.8) 31 (12.2) 50 (24.0) 610 (34.0)
    Obstructive 100 (14.7) 11 (3.0) 19 (6.7) 20 (7.8) 20 (9.6) 170 (9.5)
    Restrictive 193 (28.3) 277 (76.1) 201 (70.5) 204 (80.0) 138 (66.3) 1013 (56.5)
Measurements (n = 1793)
    FVC 2.79 ± 0.91 1.82 ± 0.59 2.03 ± 0.69 1.77 ± 0.70 1.98 ± 0.74 2.23 ± 0.89
    FVC %predicted 84.4 ± 18.1 66.4 ± 18.7 67.2 ± 18.2 58.1 ± 19.3 66.6 ± 19.1 72.2 ± 21.0
    FEV1 2.19 ± 0.77 1.52 ± 0.47 1.65 ± 0.53 1.45 ± 0.56 1.60 ± 0.58 1.79 ± 0.70
    FEV1%predicted 84.2 ± 20.7 72.4 ± 19.9 71.1 ± 18.2 61.7 ± 20.6 69.8 ± 19.9 74.8 ± 21.6
    FEV1/FVC ratio 0.78 ± 0.09 0.84 ± 0.07 0.82 ± 0.09 0.83 ± 0.09 0.82 ± 0.09 0.81 ± 0.09

CTD-connective tissue disease, FEV1-forced expiratory volume in one second, FVC-forced vital capacity, HP-hypersensitivity pneumonitis, ILD-interstitial lung disease, IPF-idiopathic pulmonary fibrosis. All values are mean ± standard deviation or number with percentage.

Table 2. Details of invasive procedures performed during evaluation for obtaining the histological diagnoses of ILDs in study subjects (n = 966).

Diagnostic Contributory* Non-diagnostic Total number
Transbronchial lung biopsy 67 (41.9) 31 (19.4) 62 (38.8) 160
Any combination of transbronchial lung biopsy, endobronchial biopsy and transbronchial needle aspiration 575 (95.0) 2 (0.3) 28 (4.6) 605
Transbronchial lung cryobiopsy 47 (72.3) 8 (12.3) 10 (15.4) 65
Surgical lung biopsy 9 (90.0) 1 (10.0) 0 10
Bronchoalveolar lavage 4 (4.3) 18 (19.6) 70 (76.1) 92
Other diagnostic procedures 34 (100) 0 0 34
Total 736 (76.2) 60 (6.2) 170 (17.6) 966

MDD- multidisciplinary discussion.

*Non-diagnostic but contributing important information to MDD

†Other diagnostic procedures included skin biopsy, liver biopsy, fine needle aspiration from lymph nodes, liver or spleen, and computed tomography guided lung biopsy

Table 3. Final diagnoses of study subjects assigned after complete evaluation in the Chest Clinic (n = 2,005).

Diagnosis Number (percentage)
Sarcoidosis 747 (37.3)
    Stage I 207 (10.3)
    Stage II 372 (18.6)
    Stage III 135 (6.7)
    Stage IV 33 (1.6)
Connective tissue disease related ILD 387 (19.3)
    Systemic sclerosis 146 (7.3)
    Rheumatoid arthritis 102 (5.1)
    Dermatomyositis/Anti-synthetase syndrome 18 (0.9)
    Mixed connective tissue disease 15 (0.7)
    Sjogren’s syndrome 10 (0.5)
    Overlap syndrome 6 (0.3)
    Systemic lupus erythematosus 5 (0.2)
    Undifferentiated CTD 85 (4.2)
Idiopathic pulmonary fibrosis 340 (17.0)
Hypersensitivity pneumonitis 288 (14.4)
Others 243 (12.1)
    Non-IPF idiopathic interstitial pneumonia 148 (7.4)
        Nonspecific interstitial pneumonia 124 (6.2)
        Cryptogenic Organizing Pneumonia 15 (0.7)
        Respiratory Bronchiolitis-        ILD/Desquamative Interstitial Pneumonia 7 (0.3)
        Acute Interstitial Pneumonia 2 (0.1)
    Occupational lung disease 24 (1.2)
        Silicosis 17 (0.8)
        Asbestosis 1 (0.1)
        Arc welder’s lung 1 (0.1)
        Pneumoconiosis, NOS 5 (0.2)
    Drug-induced ILD 18 (0.9)
    Unclassifiable 23 (1.1)
    Miscellaneous 30 (1.5)
        Pulmonary alveolar proteinosis 5 (0.2)
        Chronic eosinophilic pneumonia 4 (0.2)
        IgG4 associated ILD 4 (0.2)
        ANCA-associated ILD 3 (0.1)
        Pulmonary Langerhans cell histiocytosis 2 (0.1)
        Cystic lung disease, NOS 2 (0.1)
        Pulmonary alveolar microlithiasis 2 (0.1)
        Lymphangioleiomyomatosis 2 (0.1)
        Idiopathic pulmonary hemosiderosis 2 (0.1)
        Psoriasis-related ILD 2 (0.1)
        CVID associated LIP 1 (0.1)
        Talcosis 1 (0.1)

ANCA-antineutrophil cytoplasmic antibody, CTD-connective tissue disease, CVID-common variable immunodeficiency, Ig-Immunoglobulin, ILD-interstitial lung disease, IPF-Idiopathic pulmonary fibrosis, LIP-lymphocytic interstitial pneumonia, NOS-not otherwise specified.

Of the 517 subjects residing in the Tricity region (Table 4), 409 were incident cases. Amongst incident cases, the proportions of all ILD subtypes except CTD-ILD were different between the current study and the ILD India registry. Among prevalent cases, the proportions of sarcoidosis and HP were different between the two studies (Table 4). The Tricity region’s population for individuals >12 years of age was 2,028,557. Accordingly, the crude annual incidence of ILDs per 100,000 population for the five successive years of our study period was 4.29, 3.94, 3.89, 4.63, and 3.40, respectively, yielding an average of 4.03 (Table 5). For the age groups 13–39, 40–59, 60–79, and ≥80 years, the respective estimates for annual incidence (per 100,000) for men were 1.39, 5.11, 13.13, and 7.94, respectively, while for women, these were 1.58, 9.06, 14.13, and 1.67, respectively.

Table 4. Comparison of the spectrum of interstitial lung diseases amongst incident and prevalent cases and year-wise distribution of incident cases in the Tricity region.

ILD subtype All cases Incident cases ILD India registry study P value
Sarcoidosis 209 (40.4) 159 (38.9) 85 (7.8) <0.001
CTD-ILD 85 (16.4) 70 (17.1) 151 (13.9) 0.14
IPF 111 (21.5) 87 (21.3) 148 (13.7) <0.001
HP 62 (12.0) 58 (14.2) 513 (47.3) <0.001
Others 50 (9.7) 35 (8.6) 187 (17.3) <0.001
Total 517 409* 1084
Prevalent cases a Prevalent cases b Prevalent cases c ILD India registry study P value
Sarcoidosis 199 (48.3) 190 (50.0) 196 (49.2) 38 (9.5) <0.001
CTD-ILD 71 (17.2) 63 (16.6) 69 (17.3) 80 (20.1) 0.37
IPF 52 (12.6) 46 (12.1) 47 (11.8) 37 (9.3) 0.29
HP 52 (12.6) 47 (12.4) 50 (12.6) 190 (47.6) <0.001
Others 38 (9.2) 34 (8.9) 36 (9.0) 54 (13.5) 0.06
Total 412 380 398 399

CTD-connective tissue disease, HP-hypersensitivity pneumonitis, ILD-interstitial lung disease, IPF-idiopathic pulmonary fibrosis.

*The number of incident cases in year 1, 2, 3, 4, and 5 were 87, 80, 79, 94, and 69, respectively. All values represent number (percentage) Prevalent cases calculated according to different assumptions for subjects with unknown vital status on March 1, 2020: All assumed to be alivea, all assumed to be deadb, or status assigned by best assumptions on the vital status by two authorsc.

The p values are derived by applying the chi-squared test for the difference in proportions for each ILD subtype between the current study and the ILD India registry study for incidence and prevalence (by the best assumptions method).

Table 5. Incidence and prevalence of interstitial lung diseases in the Tricity region and the estimated national incident and prevalent burden according to different assumptions of referral rates.

Incidence Calculated Referral rate
(per 100,000 population) 0.10 0.20 0.30 0.40 0.50 0.60 0.70 0.80 0.90
Year 1 4.29 42.9 21.4 14.3 10.7 8.6 7.1 6.1 5.4 4.8
Year 2 3.94 39.4 19.7 13.1 9.9 7.9 6.6 5.6 4.9 4.4
Year 3 3.89 38.9 19.5 13.0 9.7 7.8 6.5 5.6 4.9 4.3
Year 4 4.63 46.3 23.2 15.4 11.6 9.3 7.7 6.6 5.8 5.1
Year 5 3.40 34.0 17.0 11.3 8.5 6.8 5.7 4.9 4.3 3.8
Mean annual incidence (crude) 4.03 40.3 20.2 13.4 10.1 8.1 6.7 5.8 5.0 4.5
Mean annual incidence (standardized) 4.19 41.9 21.0 14.0 10.5 8.4 7.0 6.0 5.2 4.7
National annual incidence (crude) 35625 356248 178124 118749 89062 71250 59375 50893 44531 39583
National annual incidence (standardized) 37059 370586 185293 123529 92646 74117 61764 52941 46323 41176
Prevalence Calculated Referral rate
(per 100,000 population) 0.10 0.20 0.30 0.40 0.50 0.60 0.70 0.80 0.90
Crude Prevalence (1)a 20.31 203.1 101.6 67.7 50.8 40.6 33.9 29.0 25.4 22.6
Crude Prevalence (2)b 18.73 187.3 93.7 62.4 46.8 37.5 31.2 26.8 23.4 20.8
Crude Prevalence (3)c 19.62 196.2 98.1 65.4 49.0 39.2 32.7 28.0 24.5 21.8
Prevalencec (standardized) 20.29 202.9 101.4 67.6 50.7 40.6 33.8 29.0 25.4 22.5
National burdenc (crude) 173334 1733336 866668 577779 433334 346667 288889 247619 216667 192593
National burdenc (standardized) 179224 1792240 896120 597413 448060 358448 298707 256034 224030 199138

Prevalence calculated according to different assumptions for subjects with unknown vital status on March 1, 2020: All assumed to be alivea, all assumed to be deadb, or status assigned by best assumptions on the vital statusc. The values in bold font provide the range based on our best assumptions of the referral rates.

A total of 380 Tricity subjects were alive, 100 had died, five had migrated, while the vital status remained unknown for 32, as on March 1, 2020. The total number of prevalent cases of ILDs in the region were 412, 380, and 398 based on whether the 32 subjects with unknown vital status were assumed to be alive, dead, or assigned a status using the best assumptions, respectively. The crude prevalence of ILDs in the region according to the ‘best assumptions on vital status’ method was 19.62 cases per 100,000 population. Assuming 20–40% referral rates to our center, the estimated crude annual incidence and prevalence were 10.1–20.2 and 49.0–98.1, respectively, per 100,0000 population (Table 5). Accordingly, the estimated standardized national annual incident cases of ILDs ranged between 92,646 to 185,293 cases, while the national (prevalent) burden was estimated at 448,060 to 896,120.

Assuming 20–40% referral, the estimated crude annual incidence rates (per 100,000 population) for sarcoidosis, CTD-ILDs, IPF, HP, and other ILDs were 3.9–7.8, 1.7–3.5, 2.1–4.3, 1.4–2.9, and 0.9–1.7, respectively (Table 6). The respective estimates for the prevalence (per 100,000 population) were 24.2–48.3, 8.5–17.0, 5.8–11.6, 6.2–12.3, and 4.4–8.9. The best primary estimates for the crude national burden of all ILDs, sarcoidosis, CTD-ILD, IPF, HP, and other ILDs (in thousands) were 433–867, 213–427, 75–150, 51–102, 54–109, and 39–78 (Table 6). The respective alternative estimates (in thousands) were: sarcoidosis, 127–254; CTD-ILD, 81–162; IPF, 46–91; HP, 130–261; other ILDs, 49–98.

Table 6. Incidence and prevalence of various subtypes of interstitial lung diseases in the Tricity region and estimated national burden according to different assumptions of referral rates to our center.

ILD subtype Referral rate
0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9
Sarcoidosis
    Incidence 1.57 15.7 7.8 5.2 3.9 3.1 2.6 2.2 2.0 1.7
    Prevalence 9.66 96.6 48.3 32.2 24.2 19.3 16.1 13.8 12.1 10.7
    National incident burden 13849 138493 69246 46164 34623 27699 23082 19785 17312 15388
    National burden 85360 853603 426801 284534 213401 170721 142267 121943 106700 94845
    Alt national incident burden 5822 58221 29111 19407 14555 11644 9704 8317 7278 6469
    Alt national burden 50891 508909 254455 169636 127227 101782 84818 72701 63614 56545
CTD-ILD
    Incidence 0.69 6.9 3.5 2.3 1.7 1.4 1.2 1.0 0.9 0.8
    Prevalence 3.40 34.0 17.0 11.3 8.5 6.8 5.7 4.9 4.3 3.8
    National incident burden 6097 60972 30486 20324 15243 12194 10162 8710 7621 6775
    National burden 30050 300503 150251 100168 75126 60101 50084 42929 37563 33389
    Alt national incident burden 5273 52733 26367 17578 13183 10547 8789 7533 6592 5859
    Alt national burden 32405 324049 162024 108016 81012 64810 54008 46293 40506 36005
IPF
    Incidence 0.86 8.6 4.3 2.9 2.1 1.7 1.4 1.2 1.1 1.0
    Prevalence 2.32 23.2 11.6 7.7 5.8 4.6 3.9 3.3 2.9 2.6
    National incident burden 7578 75779 37890 25260 18945 15156 12630 10826 9472 8420
    National burden 20469 204690 102345 68230 51173 40938 34115 29241 25586 22743
    Alt national incident burden 5607 56074 28037 18691 14018 11215 9346 8011 7009 6230
    Alt national burden 18269 182685 91343 60895 45671 36537 30448 26098 22836 20298
HP
    Incidence 0.57 5.7 2.9 1.9 1.4 1.1 1.0 0.8 0.7 0.6
    Prevalence 2.46 24.6 12.3 8.2 6.2 4.9 4.1 3.5 3.1 2.7
    National incident burden 5052 50519 25260 16840 12630 10104 8420 7217 6315 5613
    National burden 21776 217756 108878 72585 54439 43551 36293 31108 27219 24195
    Alt national incident burden 13625 136248 68124 45416 34062 27250 22708 19464 17031 15139
    Alt national burden 52196 521958 260979 173986 130490 104392 86993 74565 65245 57995
Other ILDs
    Incidence 0.35 3.5 1.7 1.2 0.9 0.7 0.6 0.5 0.4 0.4
    Prevalence 1.77 17.7 8.9 5.9 4.4 3.5 3.0 2.5 2.2 2.0
    National incident burden 3049 30486 15243 10162 7621 6097 5081 4355 3811 3387
    National burden 15678 156784 78392 52261 39196 31357 26131 22398 19598 17420
    Alt national incident burden 5297 52972 26486 17657 13243 10594 8829 7567 6621 5886
    Alt national burden 19573 195734 97867 65245 48934 39147 32622 27962 24467 21748

Alt-alternative estimates of, CTD-connective tissue disease, HP-hypersensitivity pneumonitis, ILD-interstitial lung disease, IPF-idiopathic pulmonary fibrosis.

All values for prevalence are per 100,000 and those for incidence are per 100,000 population per year. The prevalence was calculated based on best assumptions on the vital status for subjects with unknown status on March 1, 2020. The alternative estimates were prepared by averaging the proportion of each ILD subtype from the current study and the ILD India Registry study. The values in bold font provide the range based on our best assumptions of the referral rates.

Discussion

The estimated crude annual ILD incidence and prevalence in our region (per 100,000 population) were 10.1–20.2, and 49.0–98.1, respectively, while the standardized national prevalent burden was 0.45–0.89 million. To our knowledge, this is the first study on the incidence, prevalence, and burden of ILDs from a developing country. It is also the largest single-center experience of the spectrum of ILDs diagnosed using contemporary guidelines.

Our primary estimates were derived from prospectively collected data in a hospital-based registry. Our hospital is the largest referral center in the region north of the national capital offering specialized care for sarcoidosis and other ILDs. Yet, it is expected that not all patients in this region would have registered with us. In a survey, it was found that about 80% of the primary physicians in our region referred suspected patients with IPF to higher centers [29]. This region has two other major public sector hospitals, five large private hospitals, and several independent private clinics providing care to ILD patients. Other potential factors hampering enrolment into our registry are misdiagnosis at the primary level (such as sarcoidosis and HP wrongly diagnosed as tuberculosis, and IPF as chronic obstructive pulmonary disease), patient hesitancy to seek tertiary care, and patients with sarcoidosis and CTD-ILD being treated by rheumatologists and internists. Therefore, we estimated tentatively that about 20–40% of the ILD patients from the region got registered at our clinic. The alternative estimates for the ILD subtypes derive from a larger dataset including the current study and a large multicenter study of 1,084 subjects from different regions of the country, and thus may be more representative [18].

Our best estimated crude annual ILD incidence (10.1–20.2/100,000) lies within the overall range (1–70.1 per 100,000 population) reported in other studies (Table 7). It is close to that reported in one of the most well-performed studies of ILD epidemiology in recent times from Greater Paris, France (19.4/100,000) [13]. To our knowledge, ILD prevalence has been reported by only four previous studies and ranges from 6.3–97.9 per 100,000 population [4, 5, 10, 13]; our estimates (49.0–98.1/100,000) fall on the higher side of this range (Table 7).

Table 7. Incidence of interstitial lung diseases found in previous studies.

Author (Year) Country Population Annual Incidence Prevalence
Coultas, et al. (1994) [4] United States 480,577 31.5 (males) 80.9 (males)
26.1 (females) 67.2 (females)
Thomeer, et al. (2001) [5] Belgium 5,768,925 1.0 6.27
Lopez-Campos, et al. (2004) [6] Spain 6,848,243 3.6
Xaubet, et al. (2004) [7] Spain 6,700,000 7.6
Tinelli, et al. (2005) [8] Italy 450,000 2.9
Kornum, et al. (2008) [9] Denmark 5,400,000 42.7 (crude)
31.3 (standardized)
Karakatsani, et al. (2009) [10] Greece 5,600,000 4.6 17.3
Hyldgaard, et al. (2014) [11] Denmark 1,200,000 4.1
Musellim, et al. (2014) [12] Turkey - 25.8
Duchemann, et al. (2017) [13] France 1,194,601 19.4 97.9
Storme, et al. (2017) [14] Canada 17,956 32 (crude)
80 (standardized)
Choi, et al. (2018) [15] Republicof Korea 312,529 70.1
Hilberg, et al. (2018) [16] Denmark 5,500,000 17.6
Present study India 2,008,611 10.1–20.2 (crude) 49.0–98.1 (crude)
10.5–21.0 (standardized) 50.7–101.4 (standardized)

The annual incidence and prevalence represent crude estimates, unless otherwise specified.

The standardized annual ILD incidence in the current study (10.5–21.0/100,000) is about 10–20 times lower than that for tuberculosis in India (199/100,000) [30]. Moreover, the national burden of ILDs (0.45–0.89 million) is about 90 times lower than that of chronic obstructive pulmonary disease (55.3 million) and about 60 times lower than that of asthma (37.9 million) [31]. Even for allergic bronchopulmonary aspergillosis, a less common respiratory disorder, the best estimated total national burden is 0.86–1.52 million, about twice that of ILDs [32]. With a population prevalence of less than 10/10,000, the ILDs even as a single group remain rare disorders [33]. However, the total of 0.45–0.89 million cases represents a significant disease burden at the national level. The alternative estimates suggest that sarcoidosis (127.2–254.5 thousand cases) and HP (130.5–260.9 thousand cases) have a particularly significant presence in the country. The remarkable burden of ILDs estimated in this study might sensitize government and non-government healthcare agencies towards greater resource allocation for these diseases.

The annual incidence (3.9–7.8) and prevalence (24.2–48.3) of sarcoidosis (per 100,000 population) in the present study are like those reported from France (incidence, 4.9; prevalence, 30.2) and lie within the overall range (incidence, 0.13–17.8; prevalence, 2–160) reported previously [13, 34]. Our annual incidence (2.1–4.3) and prevalence (5.8–11.6) of IPF (per 100,000 population) are also like those in France (incidence, 2.8; prevalence, 8.2), less than Italy and Canada, but higher than Belgium and Greece [5, 10, 13, 35, 36]. The presence of CTD-ILD in our population (incidence, 1.7–3.5; prevalence, 8.5–17.0 per 100,000 population) is higher than the previously reported range (incidence, 0.07–3.3; prevalence, 0.47–12.1), owing to either an actual difference in occurrence or higher referral rates [34]. Our IPF incidence is higher but prevalence lower than CTD-ILD reflecting the shorter survival in IPF [37]. More importantly, HP is much more frequent in our population (incidence, 1.4–2.9; prevalence, 6.2–12.3) than in developed countries including Belgium (incidence, 0.12; prevalence, 0.81), France (incidence, 0.9; prevalence, 2.3), and the United States (incidence, 1.28–1.94; prevalence, 1.67–2.71) per 100,000 population, as suggested previously by Singh et al [5, 13, 18, 38]. For HP, the alternative estimates of the national burden found by averaging the proportion in the current and the ILD India registry study are even higher (more than two times) than those from our study alone (Table 6) [19]. The alternative estimates suggest that sarcoidosis and HP have an almost equal prevalent burden contrary to other world regions, where sarcoidosis and IPF are the most prevalent ILDs [4, 13, 36].

The ILD spectrum in India remains contentious. In our previous study, sarcoidosis (42.2%) was the commonest ILD (n = 803), followed by IPF (21.2%), CTD-ILD (12.7%), and HP (10.7%). The present analysis, which includes the patient population of our previous study, reveals a slightly different spectrum. Though sarcoidosis (37.3%) remains the commonest, the second most common ILD is CTD-ILD (19.3%) instead of IPF, which is placed third now (17.0%). The proportion of HP is slightly higher at 14.4%. These differences might result from changes in referral practices, better awareness, and improved use of various diagnostic techniques. The current spectrum still differs from the ILD India registry, where HP was the most common ILD subtype (Fig 1) [18].

Fig 1. Comparison of spectrum of interstitial lung diseases in this study and a large (n = 1,084) multicenter study from India.

Fig 1

[18] The numbers represent percentage of subjects diagnosed with the condition.

This study has a few limitations. The estimates draw on several assumptions including the vital status of subjects with missing follow-up data, referral rates, and uniform ILD incidence across the country. We used the 2011 national census data as the most recent available resource for the population estimates. This might be inaccurate for our study period owing to population growth. Therefore, we have provided broad estimate ranges considering different referral rates and presented alternative estimates to account for the different ILD spectrum in the ILD India registry. Our estimates are thus crude and tentative approximations like the ‘Fermi estimates’ [32, 39]. Such estimates provide rough assessments, that can vary by a one-log precision. Even rough estimates are potentially valuable as they may guide future investigations, especially community-based studies. Our study’s strength is that ILD diagnosis was made at a referral center by an experienced team following the latest diagnostic standards.

In conclusion, the overall incidence and prevalence of ILDs in India are like those found in the developed world. However, sarcoidosis and HP have the highest prevalent burden according to the alternative estimates, contrary to the findings from developed countries. Despite being rare, the ILDs represent a significant disease burden. Population-based, multicenter studies from different geographic regions are required to better define the epidemiology of ILDs in India.

Acknowledgments

SD: conceived the article, data collection and analysis, drafted and revised the manuscript, is the guarantor of the content of the manuscript, including the data and analysis

ISS: data collection and analysis, drafted and revised the manuscript

RA: data collection and analysis, drafted and revised the manuscript

VM: data collection and analysis, drafted and revised the manuscript

KTP: data collection and analysis, drafted and revised the manuscript

SK: data collection and analysis, drafted and revised the manuscript

MG: data collection and analysis, drafted and revised the manuscript

AB: data collection and analysis, drafted and revised the manuscript

ANA: data collection and analysis, drafted and revised the manuscript

DB: data collection and analysis, drafted and revised the manuscript

Data Availability

Data are available on Figshare; DOI: 10.6084/m9.figshare.19418969.

Funding Statement

The author(s) received no specific funding for this work.

References

  • 1.American Thoracic Society/European Respiratory Society International Multidisciplinary Consensus Classification of the Idiopathic Interstitial Pneumonias. This joint statement of the American Thoracic Society (ATS), and the European Respiratory Society (ERS) was adopted by the ATS board of directors, June 2001 and by the ERS Executive Committee, June 2001. Am J Respir Crit Care Med. 2002;165(2):277–304. Epub 2002/01/16. doi: 10.1164/ajrccm.165.2.ats01 . [DOI] [PubMed] [Google Scholar]
  • 2.Travis WD, Costabel U, Hansell DM, King TE Jr., Lynch DA, Nicholson AG, et al. An official American Thoracic Society/European Respiratory Society statement: Update of the international multidisciplinary classification of the idiopathic interstitial pneumonias. Am J Respir Crit Care Med. 2013;188(6):733–48. Epub 2013/09/17. doi: 10.1164/rccm.201308-1483ST . [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 3.Dhooria S, Agarwal R, Sehgal IS, Prasad KT, Garg M, Bal A, et al. Spectrum of interstitial lung diseases at a tertiary center in a developing country: A study of 803 subjects. PLoS One. 2018;13(2):e0191938. Epub 2018/02/09. doi: 10.1371/journal.pone.0191938 ; PubMed Central PMCID: PMC5805254. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 4.Coultas DB, Zumwalt RE, Black WC, Sobonya RE. The epidemiology of interstitial lung diseases. Am J Respir Crit Care Med. 1994;150(4):967–72. Epub 1994/10/01. doi: 10.1164/ajrccm.150.4.7921471 [DOI] [PubMed] [Google Scholar]
  • 5.Thomeer M, Demedts M, Vandeurzen K. Registration of interstitial lung diseases by 20 centres of respiratory medicine in Flanders. Acta Clin Belg. 2001;56(3):163–72. Epub 2001/08/04. doi: 10.1179/acb.2001.026 . [DOI] [PubMed] [Google Scholar]
  • 6.Lopez-Campos JL, Rodriguez-Becerra E. Incidence of interstitial lung diseases in the south of Spain 1998–2000: the RENIA study. Eur J Epidemiol. 2004;19(2):155–61. Epub 2004/04/13. doi: 10.1023/b:ejep.0000017660.18541.83 . [DOI] [PubMed] [Google Scholar]
  • 7.Xaubet A, Ancochea J, Morell F, Rodriguez-Arias JM, Villena V, Blanquer R, et al. Report on the incidence of interstitial lung diseases in Spain. Sarcoidosis Vasc Diffuse Lung Dis. 2004;21(1):64–70. Epub 2004/05/07. . [PubMed] [Google Scholar]
  • 8.Tinelli C, De Silvestri A, Richeldi L, Oggionni T. The Italian register for diffuse infiltrative lung disorders (RIPID): a four-year report. Sarcoidosis Vasc Diffuse Lung Dis. 2005;22 Suppl 1:S4–8. Epub 2006/02/07. . [PubMed] [Google Scholar]
  • 9.Kornum JB, Christensen S, Grijota M, Pedersen L, Wogelius P, Beiderbeck A, et al. The incidence of interstitial lung disease 1995–2005: a Danish nationwide population-based study. BMC Pulm Med. 2008;8:24. Epub 2008/11/06. doi: 10.1186/1471-2466-8-24 ; PubMed Central PMCID: PMC2642752. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 10.Karakatsani A, Papakosta D, Rapti A, Antoniou KM, Dimadi M, Markopoulou A, et al. Epidemiology of interstitial lung diseases in Greece. Respir Med. 2009;103(8):1122–9. Epub 2009/04/07. doi: 10.1016/j.rmed.2009.03.001 . [DOI] [PubMed] [Google Scholar]
  • 11.Hyldgaard C, Hilberg O, Muller A, Bendstrup E. A cohort study of interstitial lung diseases in central Denmark. Respir Med. 2014;108(5):793–9. Epub 2014/03/19. doi: 10.1016/j.rmed.2013.09.002 . [DOI] [PubMed] [Google Scholar]
  • 12.Musellim B, Okumus G, Uzaslan E, Akgun M, Cetinkaya E, Turan O, et al. Epidemiology and distribution of interstitial lung diseases in Turkey. Clin Respir J. 2014;8(1):55–62. Epub 2013/05/29. doi: 10.1111/crj.12035 . [DOI] [PubMed] [Google Scholar]
  • 13.Duchemann B, Annesi-Maesano I, Jacobe de Naurois C, Sanyal S, Brillet PY, Brauner M, et al. Prevalence and incidence of interstitial lung diseases in a multi-ethnic county of Greater Paris. Eur Respir J. 2017;50(2). Epub 2017/08/05. doi: . [DOI] [PubMed] [Google Scholar]
  • 14.Storme M, Semionov A, Assayag D, Lefson M, Kitty D, Dannenbaum D, et al. Estimating the incidence of interstitial lung diseases in the Cree of Eeyou Istchee, northern Québec. PLoS One. 2017;12(9):e0184548. Epub 2017/09/09. doi: 10.1371/journal.pone.0184548 ; PubMed Central PMCID: PMC5590969. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 15.Choi WI, Dauti S, Kim HJ, Park SH, Park JS, Lee CW. Risk factors for interstitial lung disease: a 9-year Nationwide population-based study. BMC Pulm Med. 2018;18(1):96. Epub 2018/06/06. doi: 10.1186/s12890-018-0660-2 ; PubMed Central PMCID: PMC5987651. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 16.Hilberg O, Bendstrup E, Løkke A, Ibsen R, Fløe A, Hyldgaard C. Co-morbidity and mortality among patients with interstitial lung diseases: A population-based study. Respirology. 2018;23(6):606–12. Epub 2017/12/19. doi: 10.1111/resp.13234 . [DOI] [PubMed] [Google Scholar]
  • 17.Jindal SK, Aggarwal AN, Gupta D, Agarwal R, Kumar R, Kaur T, et al. Indian study on epidemiology of asthma, respiratory symptoms and chronic bronchitis in adults (INSEARCH). Int J Tuberc Lung Dis. 2012;16(9):1270–7. Epub 2012/08/09. doi: 10.5588/ijtld.12.0005 . [DOI] [PubMed] [Google Scholar]
  • 18.Singh S, Collins BF, Sharma BB, Joshi JM, Talwar D, Katiyar S, et al. Interstitial Lung Disease in India. Results of a Prospective Registry. Am J Respir Crit Care Med. 2017;195(6):801–13. Epub 2016/09/30. doi: 10.1164/rccm.201607-1484OC . [DOI] [PubMed] [Google Scholar]
  • 19.Singh S, Bairwa M, Collins BF, Sharma BB, Joshi JM, Talwar D, et al. Survival predictors of interstitial lung disease in India: Follow-up of Interstitial Lung Disease India registry. Lung India. 2021;38(1):5–11. Epub 2021/01/07. doi: 10.4103/lungindia.lungindia_414_20 . [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 20.Dhooria S, Mehta RM, Srinivasan A, Madan K, Sehgal IS, Pattabhiraman V, et al. The safety and efficacy of different methods for obtaining transbronchial lung cryobiopsy in diffuse lung diseases. Clin Respir J. 2018;12(4):1711–20. Epub 2017/11/07. doi: 10.1111/crj.12734 . [DOI] [PubMed] [Google Scholar]
  • 21.Dhooria S, Agarwal R, Sehgal IS, Aggarwal AN, Goyal R, Guleria R, et al. Bronchoscopic lung cryobiopsy: An Indian association for bronchology position statement. Lung India. 2019;36(1):48–59. Epub 2019/01/04. doi: 10.4103/lungindia.lungindia_75_18 ; PubMed Central PMCID: PMC6330795. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 22.Statement on sarcoidosis. Joint Statement of the American Thoracic Society (ATS), the European Respiratory Society (ERS) and the World Association of Sarcoidosis and Other Granulomatous Disorders (WASOG) adopted by the ATS Board of Directors and by the ERS Executive Committee, February 1999. Am J Respir Crit Care Med. 1999;160(2):736–55. Epub 1999/08/03. doi: 10.1164/ajrccm.160.2.ats4-99 . [DOI] [PubMed] [Google Scholar]
  • 23.Raghu G, Collard HR, Egan JJ, Martinez FJ, Behr J, Brown KK, et al. An official ATS/ERS/JRS/ALAT statement: idiopathic pulmonary fibrosis: evidence-based guidelines for diagnosis and management. Am J Respir Crit Care Med. 2011;183(6):788–824. Epub 2011/04/08. doi: 10.1164/rccm.2009-040GL ; PubMed Central PMCID: PMC5450933. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 24.Fischer A, Antoniou KM, Brown KK, Cadranel J, Corte TJ, du Bois RM, et al. An official European Respiratory Society/American Thoracic Society research statement: interstitial pneumonia with autoimmune features. Eur Respir J. 2015;46(4):976–87. Epub 2015/07/15. doi: 10.1183/13993003.00150-2015 . [DOI] [PubMed] [Google Scholar]
  • 25.Salisbury ML, Myers JL, Belloli EA, Kazerooni EA, Martinez FJ, Flaherty KR. Diagnosis and Treatment of Fibrotic Hypersensitivity Pneumonia. Where We Stand and Where We Need to Go. Am J Respir Crit Care Med. 2017;196(6):690–9. Epub 2016/12/22. doi: 10.1164/rccm.201608-1675PP ; PubMed Central PMCID: PMC5620675. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 26.Raghu G, Remy-Jardin M, Myers JL, Richeldi L, Ryerson CJ, Lederer DJ, et al. Diagnosis of Idiopathic Pulmonary Fibrosis. An Official ATS/ERS/JRS/ALAT Clinical Practice Guideline. Am J Respir Crit Care Med. 2018;198(5):e44–e68. Epub 2018/09/01. doi: 10.1164/rccm.201807-1255ST . [DOI] [PubMed] [Google Scholar]
  • 27.Dhooria S, Agarwal R, Dhar R, Jindal A, Madan K, Aggarwal AN, et al. Expert Consensus Statement for the Diagnosis and Treatment of Idiopathic Pulmonary Fibrosis in resource constrained settings. Indian J Chest Dis Allied Sci. 2018;60:91–119. [Google Scholar]
  • 28.C-13 Single year age returns by residence and sex. Office of the Registrar General & Census Commissioner, India Ministry of Home Affairs, Government of India [Internet]. [cited 03-Jan-2021]. Available from: https://censusindia.gov.in/2011census/C-series/C-13.html. [Google Scholar]
  • 29.Dhooria S, Sehgal IS, Agrawal R, Aggarwal AN, Behera D. Knowledge, Attitudes, Beliefs and Practices of Physicians Regarding Idiopathic Pulmonary Fibrosis and the Impact of a Continuing Medical Education Program. J Assoc Physicians India. 2017;65(11):30–6. PubMed Central PMCID: PMC29322707. [PubMed] [Google Scholar]
  • 30.India TB Report 2020. Central TB Division, Ministry of Health & Family Welfare-Government of India. URL: https://tbcindia.gov.in/index1.php?lang=1&level=1&sublinkid=4160&lid=2807. [Google Scholar]
  • 31.The burden of chronic respiratory diseases and their heterogeneity across the states of India: the Global Burden of Disease Study 1990–2016. Lancet Glob Health. 2018;6(12):e1363–e74. Epub 2018/09/17. doi: 10.1016/S2214-109X(18)30409-1 ; PubMed Central PMCID: PMC6227385. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 32.Agarwal R, Denning DW, Chakrabarti A. Estimation of the burden of chronic and allergic pulmonary aspergillosis in India. PLoS One. 2014;9(12):e114745. Epub 2014/12/06. doi: 10.1371/journal.pone.0114745 ; PubMed Central PMCID: PMC257713. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 33.Derayeh S, Kazemi A, Rabiei R, Hosseini A, Moghaddasi H. National information system for rare diseases with an approach to data architecture: A systematic review. Intractable Rare Dis Res. 2018;7(3):156–63. Epub 2018/09/06. doi: 10.5582/irdr.2018.01065 ; PubMed Central PMCID: PMC6119672. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 34.Sesé L, Khamis W, Jeny F, Uzunhan Y, Duchemann B, Valeyre D, et al. Adult interstitial lung diseases and their epidemiology. Presse Med. 2020;49(2):104023. Epub 2020/05/22. doi: 10.1016/j.lpm.2020.104023 . [DOI] [PubMed] [Google Scholar]
  • 35.Hopkins RB, Burke N, Fell C, Dion G, Kolb M. Epidemiology and survival of idiopathic pulmonary fibrosis from national data in Canada. Eur Respir J. 2016;48(1):187–95. Epub 2016/05/28. doi: 10.1183/13993003.01504-2015 . [DOI] [PubMed] [Google Scholar]
  • 36.Agabiti N, Porretta MA, Bauleo L, Coppola A, Sergiacomi G, Fusco A, et al. Idiopathic Pulmonary Fibrosis (IPF) incidence and prevalence in Italy. Sarcoidosis Vasc Diffuse Lung Dis. 2014;31(3):191–7. Epub 2014/11/05. . [PubMed] [Google Scholar]
  • 37.Dhooria S, Agarwal R, Sehgal IS, Prasad KT, Muth V, Garg M, et al. A real-world study of the dosing and tolerability of pirfenidone and its effect on survival in idiopathic pulmonary fibrosis. Sarcoidosis Vasc Diffuse Lung Dis. 2020;37(2):148–57. Epub 2020/10/24. doi: 10.36141/svdld.v37i2.8718 ; PubMed Central PMCID: PMC7569556. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 38.Fernández Pérez ER, Kong AM, Raimundo K, Koelsch TL, Kulkarni R, Cole AL. Epidemiology of Hypersensitivity Pneumonitis among an Insured Population in the United States: A Claims-based Cohort Analysis. Ann Am Thorac Soc. 2018;15(4):460–9. Epub 2017/12/14. doi: 10.1513/AnnalsATS.201704-288OC . [DOI] [PubMed] [Google Scholar]
  • 39.Ärlebäck JB, Albarracín L. The use and potential of Fermi problems in the STEM disciplines to support the development of twenty-first century competencies. ZDM. 2019;51(6):979–90. doi: 10.1007/s11858-019-01075-3 [DOI] [Google Scholar]

Associated Data

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

Data Availability Statement

Data are available on Figshare; DOI: 10.6084/m9.figshare.19418969.


Articles from PLoS ONE are provided here courtesy of PLOS

RESOURCES