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. 2025 Jun;642(8067):458-466.
doi: 10.1038/s41586-025-08940-0. Epub 2025 Apr 30.

Global evolution of inflammatory bowel disease across epidemiologic stages

Lindsay Hracs #  1 Joseph W Windsor #  1 Julia Gorospe  1 Michael Cummings  2 Stephanie Coward  1 Michael J Buie  1 Joshua Quan  1 Quinn Goddard  1 Léa Caplan  1 Ante Markovinović  1 Tyler Williamson  2 Yvonne Abbey  3 Murdani Abdullah  4 Maria T Abreu  5   6 Vineet Ahuja  6   7 Raja Affendi Raja Ali  8 Mansour Altuwaijri  9 Domingo Balderramo  10 Rupa Banerjee  6   11 Eric I Benchimol  12   13   14   15 Charles N Bernstein  6   16 Eduard Brunet-Mas  17   18   19 Johan Burisch  6   20   21   22 Vui Heng Chong  23 Iris Dotan  6   24 Usha Dutta  25 Sara El Ouali  26   27 Angela Forbes  28 Anders Forss  29 Richard Gearry  6   28 Viet Hang Dao  30 Juanda Leo Hartono  31   32 Ida Hilmi  33 Phoebe Hodges  34   35 Gareth-Rhys Jones  36 Fabián Juliao-Baños  37 Jamilya Kaibullayeva  38   39 Paul Kelly  34   35 Taku Kobayashi  40   41 Paulo Gustavo Kotze  6   42 Peter L Lakatos  6   43   44 Charlie W Lees  45   46 Julajak Limsrivilai  47 Bobby Lo  20   21 Edward V Loftus Jr  6   48 Jonas F Ludvigsson  29   49 Joyce W Y Mak  50 YingLei Miao  51   52 Ka Kei Ng  53 Shinji Okabayashi  54 Ola Olén  55 Remo Panaccione  1   6 Mukesh Sharma Paudel  56 Abel Botelho Quaresma  57   58 David T Rubin  6   59 Marcellus Simadibrata  4 Yang Sun  51   52 Hidekazu Suzuki  60 Martin Toro  61 Dan Turner  6   62 Beatriz Iade  63 Shu Chen Wei  64 Jesus K Yamamoto-Furusho  65 Suk-Kyun Yang  66 Siew C Ng  67   68   69   70 Gilaad G Kaplan  71   72 Global IBD Visualization of Epidemiology Studies in the 21st Century (GIVES-21) Research Group
Affiliations

Global evolution of inflammatory bowel disease across epidemiologic stages

Lindsay Hracs et al. Nature. 2025 Jun.

Abstract

During the twentieth century, inflammatory bowel disease (IBD) was considered a disease of early industrialized regions in North America, Europe and Oceania1. At the turn of the twenty-first century, IBD incidence increased in newly industrialized and emerging regions in Africa, Asia and Latin America, while the prevalence in early industrialized regions continued to grow steadily2-4. Changes in the incidence and prevalence denote the evolution of IBD across four epidemiologic stages: stage 1 (emergence), characterized by low incidence and prevalence; stage 2 (acceleration in incidence), marked by rapidly rising incidence and low prevalence; and stage 3 (compounding prevalence), where the incidence decelerates, plateaus or declines while the prevalence steadily increases. A fourth stage (prevalence equilibrium) has been proposed in which the prevalence slope plateaus due to demographic shifts in an ageing IBD population, but it has not yet been evidenced. To date, these stages have remained theoretical, lacking specific numerical indicators to define transition points. Here, using real-world data from 522 population-based studies encompassing 82 global regions and spanning more than a century (1920-2024), we show spatiotemporal transitions across stages 1-3 and model stage 4 progression. Understanding the evolution of IBD across epidemiologic stages enables healthcare systems to better anticipate the future worldwide burden of IBD.

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Conflict of interest statement

Competing interests: M.T.A. has received research funding from the National Institute of Health, Department of Defense, The Leona M. and Harry B. Helmsley Charitable Trust (through the University of Miami), Crohn’s and Colitis Foundation and Kenneth Rainin Foundation; she is a consultant or served on advisory boards for AbbVie, Arena Pharmaceuticals (now Pfizer), Bristol Myers Squibb, Celsius Therapeutics, Eli Lilly and Company, Gilead Sciences, Janssen Pharmaceuticals, Janssen Global Services, Pfizer Pharmaceutical, Prometheus Biosciences, UCB Biopharma; she has received fees for lecturing from Alimentiv, Janssen Pharmaceuticals, Prime CME and WebMD Global LLC. D.B. has received speaking fees from AbbVie, Takeda and Janssen, and consulting fees from AbbVie, Takeda, Janssen and Amgen. R.B. has received grants/research support from the Asian Healthcare Foundation, Pfizer Global, Indian council of Medical Research (ICMR) and the Leona M and Harry B Helmsley Charitable Trust; and advisory board fees from Abbott, AstraZeneca, Cadila, Cipla, Celltrion, Dr Reddy Labs, Emcure, Ferring Pharmaceuticals, Hetero Drugs, Janssen, La Renon, MSN Labs, Mankind Pharma, Menarini, Micro Labs, Nestle, Pfizer, RPG Lifesciences, Sun Pharmaceuticals, Systopic, Takeda Pharmaceuticals, Torrent, Waterley and Zydus. E.I.B. has acted as a consultant for McKesson Canada and the Dairy Farmers of Ontario for matters unrelated to medications used to treat IBD; he has also acted as a consultant for the Canadian Agency for Drugs and Technology in Health (CADTH). C.N.B. is supported by the Bingham Chair in Gastroenterology; has served on advisory boards for AbbVie Canada, Amgen Canada, Bristol Myers Squibb Canada, Eli Lilly Canada, JAMP Pharmaceuticals, Janssen Canada, Pendopharm Canada, Sandoz Canada, Takeda Canada and Pfizer Canada; Consultant for Takeda; Educational grants from AbbVie Canada, Bristol Myers Squibb Canada, Ferring Canada, Pfizer Canada, Takeda Canada, Janssen Canada, Organon Canada, Eli Lilly Canada and Amgen Canada; speaker’s panel for AbbVie Canada, Janssen Canada, Pfizer Canada and Takeda Canada. Received research funding from AbbVie Canada, Amgen Canada, Sandoz Canada, Takeda Canada and Pfizer Canada. E.B.-M. has served as a speaker and consultant for Janssen, Chiesi, Takeda and Kern. J.B. reports grants and personal fees from AbbVie, grants and personal fees from Janssen-Cilag, personal fees from Celgene, grants and personal fees from MSD, personal fees from Pfizer, grants and personal fees from Takeda, grants and personal fees from Tillots Pharma, personal fees from Samsung Bioepis, grants and personal fees from Bristol Myers Squibb, grants from Novo Nordisk, personal fees from Pharmacosmos, personal fees from Ferring and personal fees from Galapagos; outside the submitted work. I.D. received consultation fees/served in advisory boards/speakers’ bureaus for AbbVie, Athos, Arena, Celltrion, Celgene/BMS, Eli-Lilly, Ferring, Food Industries Organization, Gilead, Galapagos, Iterative Scopes, Janssen, Neopharm, Pfizer, Roche/Genentech, Sangamo, Sublimity, Sandoz, Takeda, Wildbio and Prometheus. Jill Roberts IBD Center, shareholder: Gutreat, Harp diagnostics. S.E.O. has received honoraria for speaking from AbbVie and Janssen. A. Forss has served as a speaker and advisory board member for Janssen and Tillotts Pharma. R.G. has received research funding from AbbVie, Janssen, Zespri, Comvita, Goodman Fielder and Takeda; he has served on advisory boards for AbbVie, Janssen, Zespri, Comvita and Takeda; and has received honoraria from AbbVie, Janssen, Zespri and Takeda. J.L.H. has received consultation and speaking fee from Janssen, Ferring, AbbVie and Takeda. I.H. has received consulting and speaking honoraria from AbbVie, Janssen, Ferring, LF Asia, Pfizer and Takeda. B.I. has been member of advisory boards for AbbVie, Janssen and Takeda. G.-R.J. is funded by a Wellcome Trust Clinical Research Career Development Fellowship and has received speaker fees from AbbVie, Ferring Pharmaceuticals, Janssen, Takeda, Fresenius Kabi and Pfizer. F.J.-B. has received consulting and speaking fees from AbbVie, Janssen, Pfizer, Celltrion and Takeda. J.K. has served on advisory boards for Janssen Kazakhstan and has been a consultant for Takeda and Ferring; has been on speaker panels for Janssen, Takeda, Ferring, Thermo Fisher Scientific; and has received research funding from Ferring Kazakhstan. G.G.K. has received honoraria for speaking or consultancy from AbbVie, Amgen, Janssen, Pfizer, Sandoz and Pendophram; received grants for research from Ferring and for educational activities from AbbVie, Bristol Myers Squibb, Ferring, Fresenius-Kabi, Janssen, Pfizer, Takeda; he shares ownership of a patent: Treatment of inflammatory disorders, autoimmune disease and PBC; UTI Limited Partnership, assignee; patent WO2019046959A1, PCT/CA2018/051098; 7 September 2018. T.K. has served as an advisory board member, consultant or speaker for AbbVie, Activaid, Ajinomoto Bio-Pharma, Alfresa Pharma, Alimentiv, Astellas Pharma, Bristol Myers Squibb, Celltrion, Covidien, EA Pharma, Eisai, Eli Lilly, Ferring Pharmaceuticals, Gilead Sciences, Janssen Pharmaceuticals, JIMRO, JMDC, Kissei Pharmaceutical, Kyorin Pharmaceutical, Mitsubishi Tanabe Pharma, Mochida Pharmaceutical, Nippon Kayaku, Pfizer, Takeda, Thermo Fisher Scientific and Zeria Pharmaceutical, and has received research funding from AbbVie, Alfresa Pharma, EA Pharma, Kyorin Pharmaceutical, Mochida Pharmaceutical, Nippon Kayaku, Otsuka Holdings, Sekisui Medical, Takeda, Thermo Fisher Scientific and Zeria Pharmaceutical. P.G.K. has received consulting and speaking honorarium from AbbVie, Janssen, Pfizer and Takeda. He also has received scientific grants from Pfizer and Takeda. P.L.L. has been a speaker and/or advisory board member for AbbVie, Amgen, BioJamp, Bristol Myers Squibb, Fresenius Kabi, Genetech, Gilead, Janssen, Merck, Mylan, Organon, Pendopharm, Pfizer, Roche, Sandoz, Takeda, Tillots and Viatris; and has received unrestricted research grants from AbbVie, Gilead, Takeda and Pfizer. C.W.L. is funded by a UK Research and Innovation Future Leaders Fellowship and has acted as a speaker and/or consultant to AbbVie, Janssen, Takeda, Pfizer, Galapagos, GSK, Gilead, Vifor Pharma, Ferring, Dr Falk, BMS, Boehringer Ingelheim, Novartis, Sandoz, Celltrion, Cellgene, Amgen, Samsung Bioepis, Fresenius Kabi, Tillotts, Trellus Health and Iterative Health. B.L. has received speaking fees from Tillotts Pharma and Janssen Cilag; consultancy fees from Tillotts Pharma and Bristol Myers Squib; and has received unrestricted research grants from Janssen Cilag, Tillotts Pharma; outside the submitted work. E.V.L. has consulted for AbbVie, Alvotech, Amgen, Arena, Astellas, Avalo, Boehringer Ingelheim, Bristol-Myers Squibb, Celltrion, Eli Lilly, Fresenius Kabi, Genentech, Gilead, GlaxoSmithKline, Gossamer Bio, Iota Biosciences, Iterative Health, Janssen, Morphic, Ono, Protagonist, Sun, Surrozen, Takeda, TR1X and UCB; has received research support from AbbVie, AstraZeneca, Bristol-Myers Squibb, Celgene/Receptos, Genentech, Gilead, Gossamer Bio, Janssen, Takeda, Theravance and UCB; and is a shareowner of Exact Sciences. S.C.N. has served as an advisory board member for Pfizer, Ferring, Janssen and AbbVie and received honoraria as a speaker for Ferring, Tillotts, Menarini, Janssen, AbbVie and Takeda; has received research grants through her affiliated institutions from Olympus, Ferring and AbbVie; is a founder member, non-executive director, non-executive scientific advisor and shareholder of GenieBiome Ltd; and receives patent royalties through her affiliated institutions. S.O. has received speaking fees from Mitsubishi Tanabe Pharma and consulting fees from EA Pharma. O.O. has been PI on projects at Karolinska Institutet partly financed by investigator-initiated grants from Janssen, Takeda, AbbVie, Pfizer, Bristoll Myers Squibb and Ferring, and also report grants from Pfizer, AbbVie, Janssen and Galapagos in the context of a national safety monitoring programs; none of these studies have any relation to the present study. The Karolinska Institutet has received fees for lectures and participation on advisory boards by O.O. from Janssen, Ferring, Takeda and Pfizer on topics not related to the present study. R.P. has received consulting fees from Abbott, AbbVie, Alimentiv (formerly Robarts), Amgen, Arena Pharmaceuticals, AstraZeneca, Biogen, Boehringer Ingelheim, Bristol-Myers Squibb, Celgene, Celltrion, Cosmos Pharmaceuticals, Eisai, Elan, Eli Lilly, Ferring, Galapagos, Fresenius Kabi, Genentech, Gilead Sciences, Glaxo-Smith Kline, JAMP Bio, Janssen, Merck, Mylan, Novartis, Oppilan Pharma, Organon, Pandion Pharma, Pendopharm, Pfizer, Progenity, Protagonist Therapeutics, Roche, Sandoz, Satisfai Health, Shire, Sublimity Therapeutics and Takeda. A.B.Q. has received speaking honorarium from AbbVie, Apsen and Janssen. R.A.R.A. has received speaking and consulting honoraria from AbbVie, Astra Zeneca, Ferring, Pfizer, Janssen and Takeda. D.T.R. has received grant support from Takeda; and has served as a consultant for AbbVie, Altrubio, Abivax SA, Altrubio, Avalo Therapeutics, Bausch Health, Bristol-Myers Squibb, Buhlmann Diagnostics, ClostraBio, Connect BioPharma, Douglas Pharmaceuticals, Eli Lilly, Genentech, InDex Pharmaceuticals, Iterative Health, Janssen Pharmaceuticals, Odyssey Therapeutics, Pfizer, Sanofi and Takeda Pharmaceuticals; he serves on the board of trustees for the Crohn’s & Colitis Foundation and is on the board of directors for Cornerstones Health. H.S. has received honoraria for speaking from Astellas, AbbVie, Biofermin, EA Pharma, Janssen, Kissei, Miyarisan, Otsuka, Tanabe-Mitsubishi, Takeda, Tsumura and Viatris; and received grants for research from Toh-so and Biofermin. M.T. has received consulting and speaking fees from AbbVie, Janssen and Takeda. D.T. received consultation fees, research grants, royalties or honoraria from Janssen, Pfizer, Shaare Zedek Medical Center, Hospital for Sick Children, Ferring, AbbVie, Takeda, Prometheus Biosciences, Lilly, Roche, Thermo Fisher Scientific, BMS and SorrisoPharma. S.C.W. has received consultancy fees from AbbVie, Bristol-Myers Squibb, Celltrion, Ferring Pharmaceuticals, Janssen, Pfizer, Takeda and Tanabe, and speaker fees from AbbVie, Bristol-Myers Squibb, Celltrion, Excelsior Biopharma, Ferring Pharmaceuticals, Pfizer, Janssen, Sanofi, Takeda and Tanabe. T.W. received funding for educational activities from AbbVie and Pfizer. J.K.Y.-F. is a speaker bureau member for AbbVie, Alfasigma, Asofarma, Bristol Myers Squibb, Carnot, Celltrion, Chinoin, Farmasa, Ferring, Janssen, Siegfried Rhein and Takeda; is a clinical research investigator Bristol Myers Squibb and Takeda; has been member of advisory boards for AbbVie, Celltrion, Ferring, Janssen and Takeda; has received research grants from Takeda; received payments for lectures from AbbVie, Alfasigma, Asofarma, Bristol Myers Squibb, Carnot, Celltrion, Chinoin, Farmasa, Ferring, Janssen, Siegfried Rhein and Takeda; and is an advisory board member of the AbbVie, Celltrion, Ferring, Janssen and Takeda. The other authors declare no competing interests.

Figures

Fig. 1
Fig. 1. The incidence (per 100,000 person-years) and prevalence (per 100,000) of IBD by decade and region.
a, The incidence of CD by decade, with regions ranked from the highest (top) to lowest (bottom) most recent median incidence value available. b, The incidence of UC by decade, with regions ranked from the highest (top) to lowest (bottom) most recent median incidence value available. c, The prevalence of CD by decade, with regions ranked from the highest (top) to lowest (bottom) most recent median prevalence value available. d, The prevalence of UC by decade, with regions ranked from the highest (top) to lowest (bottom) most recent median prevalence value available. Colour saturation represents median incidence/prevalence, calculated from all studies within a given region for that decade. CR values (25th to 75th percentiles) of incidence/prevalence for the corresponding region–decade pairing are provided in Supplementary Fig. 2. All data are available at Figshare (10.6084/m9.figshare.24952557). An interactive map depicting year-over-year changes in incidence and prevalence is available online (https://kaplan-gi.shinyapps.io/GIVES21/). Regions are labelled with their International Organization for Standardization (ISO) 3166-1 alpha-3 codes: Algeria (DZA), Argentina (ARG), Australia (AUS), Austria (AUT), Bahrain (BHR), Barbados (BRB), Belgium (BEL), Bosnia and Herzegovina (BIH), Brazil (BRA), Brunei (BRN), Canada (CAN), China (CHN), Colombia (COL), Croatia (HRV), Cyprus (CYP), Czechia (CZE), Denmark (DNK), Estonia (EST), Faroe Islands (FRO), Finland (FIN), France (FRA), Germany (DEU), Greece (GRC), Greenland (GRL), Guadeloupe and Martinique (GLP and MTQ), Hong Kong (HKG), Hungary (HUN), Iceland (ISL), India (IND), Indonesia (IDN), Iran (IRN), Ireland (IRL), Israel (ISR), Italy (ITA), Japan (JPN), Kazakhstan (KAZ), Kuwait (KWT), Lebanon (LBN), Lithuania (LTU), Macao (MAC), Malaysia (MYS), Mexico (MEX), Moldova (MDA), Netherlands (NLD), New Zealand (NZL), Norway (NOR), Oman (OMN), Panama (PAN), Philippines (PHL), Poland (POL), Portugal (PRT), Puerto Rico (PRI), Romania (ROU), Russia (RUS), San Marino (SMR), Saudi Arabia (SAU), Serbia (SRB), Singapore (SGP), Slovakia (SVK), South Africa (ZAF), South Korea (KOR), Spain (ESP), Sri Lanka (LKA), Sweden (SWE), Switzerland (CHE), Taiwan (TWN), Tanzania (TZA), Thailand (THA), Türkiye (TUR), United Kingdom (GBR), United States of America (USA) and Uruguay (URY). Regions with ISO 3166-2 codes are as follows: Catalonia (ES-CT), England (GB-ENG), Northern Ireland (GB-NIR), Scotland (GB-SCT) and Wales (GB-WLS).
Fig. 2
Fig. 2. CRs of CD and UC across epidemiologic stages 1, 2 and 3.
a, The CR-I of CD (left) and UC (right) across the three epidemiologic stages. Number of observations: n = 263 (CD stage 1), n = 1,011 (CD stage 2), n = 796 (CD stage 3), n = 277 (UC stage 1), n = 847 (UC stage 2), n = 760 (UC stage 3). b, The CR-P of CD (left) and UC (right) across the three epidemiologic stages. Number of observations: n = 86 (CD stage 1), n = 247 (CD stage 2), n = 443 (CD stage 3), n = 118 (UC stage 1), n = 238 (UC stage 2), n = 435 (UC stage 3). Data are categorized by type (incidence/prevalence), disease type (CD/UC) and epidemiologic stage (stage 1, stage 2, stage 3), as determined by the random-forest classifier. For the box plots, the centre line shows the median, the lower hinge shows the 25th percentile (that is, first quartile) and the upper hinge shows the 75th percentile (that is, third quartile). The 25th and 75th percentiles are labelled and correspond to the CRs. Statistical analysis was performed using negative binomial regression with post hoc comparisons of estimated marginal means with Tukey adjustment for multiple comparisons, showing significant differences between all stages for the incidence and prevalence of CD and UC (P < 0.001 for all comparisons).
Fig. 3
Fig. 3. Global maps depicting epidemiologic stages of IBD evolution from 1950 to 2024.
a, Epidemiologic stages from 1950 to 1959. b, Epidemiologic stages from 1960 to 1969. c, Epidemiologic stages from 1970 to 1979. d, Epidemiologic stages from 1980 to 1989. e, Epidemiologic stages from 1990 to 1999. f, Epidemiologic stages from 2000 to 2009. g, Epidemiologic stages from 2010 to 2019. h, Epidemiologic stages from 2020 to 2024; because regions cannot regress in stage, regions without data in 2020–2024 but with a previous stage 3 classification are shaded in a lighter green than regions in stage 3 that do have data during this period. Each region is coloured according to its epidemiologic stage as predicted by the random-forest classifier. Interactive maps are available online (https://kaplan-gi.shinyapps.io/GIVES21/).
Fig. 4
Fig. 4. PDE-modelled time-dependent prevalence.
a, Modelled time-dependent prevalence of IBD in Canada (observed data, 2007–2014), Denmark (observed data, 2010–2017) and Scotland (observed data, 2010–2017). b, Central difference approximations of the slopes of time-dependent IBD prevalence.
Fig. 5
Fig. 5. Calculations of IBD prevalence over time under scenarios of incidence rate change.
a, The prevalence in Canada under a 2%, 1%, 0%, −1% and −2% change in incidence per year, with the base incidence rate set equal to the average incidence from 2007 to 2014. b, The prevalence in Denmark under a 2%, 1%, 0%, −1% and −2% change in incidence per year, with the base incidence rate set equal to the average incidence from 2010 to 2017. c, The prevalence in Scotland under a 2%, 1%, 0%, −1% and −2% change in incidence per year, with the base incidence rate set equal to the average incidence from 2010 to 2017. d, Central difference approximations of the slopes of the time-dependent prevalence in Canada for each of the five yearly incidence rate change scenarios. e, Central difference approximations of the slopes of the time-dependent prevalence in Denmark for each of the five yearly incidence rate change scenarios. f, Central difference approximations of the slopes of the time-dependent prevalence in Scotland for each of the five yearly incidence rate change scenarios.
Extended Data Fig. 1
Extended Data Fig. 1. Density of all incidence data included in the systematic review for Crohn’s disease and ulcerative colitis across regions and time.
All data are represented in violin plots with boxplot overlays where the middle line on the boxplot is the median, the lower hinge on the boxplot is the 25th percentile (i.e., first quartile), the upper hinge on the boxplot is the 75th percentile (i.e., third quartile); the violin is the data density at the associated value on the y-axis, and points are individual data points outside of the density distribution. Incidence rates of Crohn’s disease or ulcerative colitis that exceed the ceiling threshold of 40 per 100,000 are considered outlier data.
Extended Data Fig. 2
Extended Data Fig. 2. Annual incidence and prevalence of Crohn’s disease and ulcerative across epidemiologic stages of IBD evolution.
a, Annual incidence of Crohn’s disease categorized by three epidemiologic stages of IBD evolution as predicted by the random forest classifier. b, Annual incidence of ulcerative colitis categorized by three epidemiologic stages of IBD evolution as predicted by the random forest classifier. c, Annual prevalence of Crohn’s disease categorized by three epidemiologic stages of IBD evolution as predicted by the random forest classifier. d, Annual prevalence of ulcerative colitis categorized by three epidemiologic stages of IBD evolution as predicted by the random forest classifier. Each point corresponds to an annual aggregate mean of CD or UC incidence/prevalence for all regions with available data.
Extended Data Fig. 3
Extended Data Fig. 3. Comparison of societal indicators across three epidemiologic stages.
a, Augmented Human Development Index (AHDI) stratified by epidemiologic stage, as predicted by the random forest classifier (number of observations: stage 1 n = 470; stage 2 n = 1,090; stage 3 n = 540). b, Obesity rate stratified by epidemiologic stage, as predicted by the random forest classifier (number of observations: stage 1 n = 295; stage 2 n = 791; stage 3 n = 476). c, Universal Health Coverage (UHC) Service Index stratified by epidemiologic stage, as predicted by the random forest classifier (number of observations: stage 1 n = 160; stage 2 n = 400; stage 3 n = 380). d, Percent urbanization stratified by epidemiologic stage, as predicted by the random forest classifier (number of observations: stage 1 n = 460; stage 2 n = 1,180; stage 3 n = 610). e, Western Diet Index (WDI) stratified by epidemiologic stage, as predicted by the random forest classifier (number of observations: stage 1 n = 348; stage 2 n = 980; stage 3 n = 540). All data are represented in boxplots where the middle line is the median, the lower hinge is the 25th percentile (i.e., first quartile), the upper hinge is the 75th percentile (i.e., third quartile), the lower whisker extends to 1.5 × the interquartile range (IQR) from the first quartile, the upper whisker extends to 1.5 × IQR from the third quartile, and the data points beyond the end of the whiskers are individually plotted outliers. A Kruskal-Wallis non-parametric test with post hoc comparisons using Wilcoxon rank-sum adjusted for multiple comparisons showed significant differences between epidemiologic stages for AHDI, obesity rate, UHC Service Index, percent urbanization, and Western Diet Index (p < 0.001 for all comparisons).

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