Longitudinal Fecal Calprotectin Profiles Characterize Disease Course Heterogeneity in Crohn's Disease

被引:2
作者
Constantine-Cooke, Nathan [1 ,2 ,7 ]
Monterrubio-Gomez, Karla [1 ]
Plevris, Nikolas [2 ,3 ]
Derikx, Lauranne A. A. P. [4 ]
Gros, Beatriz [3 ]
Jones, Gareth-Rhys [3 ,5 ]
Marioni, Riccardo E. [2 ]
Lees, Charlie W. [2 ,3 ]
Vallejos, Catalina A. [1 ,6 ]
机构
[1] Univ Edinburgh, Inst Genet & Canc, MRC Human Genet Unit, Edinburgh, Scotland
[2] Univ Edinburgh, Inst Genet & Canc, Ctr Genom & Expt Med, Edinburgh, Scotland
[3] Western Gen Hosp, Edinburgh IBD Unit, Edinburgh, Scotland
[4] Radboud Univ Nijmegen, Inflammatory Bowel Dis Ctr, Med Ctr, Nijmegen, Netherlands
[5] Univ Edinburgh, Queens Med Res Inst, Ctr Inflammat Res, Edinburgh, Scotland
[6] Alan Turing Inst, British Lib, London, England
[7] Univ Edinburgh, Western Gen Hosp, Inst Genet & Canc, Crewe Rd, Edinburgh EH4 2XU, Scotland
基金
英国医学研究理事会; 英国惠康基金;
关键词
Biomarker; Epidemiology; Monitoring; ENDOSCOPIC ACTIVITY; MODELS;
D O I
10.1016/j.cgh.2023.03.026
中图分类号
R57 [消化系及腹部疾病];
学科分类号
摘要
BACKGROUND AND AIMS: The progressive nature of Crohn's disease is highly variable and hard to predict. In addition, symptoms correlate poorly with mucosal inflammation. There is therefore an urgent need to better characterize the heterogeneity of disease trajectories in Crohn's disease by utilizing objective markers of inflammation. We aimed to better understand this heterogeneity by clustering Crohn's disease patients with similar longitudinal fecal calprotectin profiles.METHODS: We performed a retrospective cohort study at the Edinburgh IBD Unit, a tertiary referral center, and used latent class mixed models to cluster Crohn's disease subjects using fecal calprotectin observed within 5 years of diagnosis. Information criteria, alluvial plots, and cluster trajectories were used to decide the optimal number of clusters. Chi-square test, Fisher's exact test, and analysis of variance were used to test for associations with variables commonly assessed at diagnosis.RESULTS: Our study cohort comprised 356 patients with newly diagnosed Crohn's disease and 2856 fecal calprotectin measurements taken within 5 years of diagnosis (median 7 per subject). Four distinct clusters were identified by characteristic calprotectin profiles: a cluster with consis-tently high fecal calprotectin and 3 clusters characterized by different downward longitudinal trends. Cluster membership was significantly associated with smoking (P [ .015), upper gastrointestinal involvement (P < .001), and early biologic therapy (P < .001).CONCLUSIONS: Our analysis demonstrates a novel approach to characterizing the heterogeneity of Crohn's disease by using fecal calprotectin. The group profiles do not simply reflect different treatment regimens and do not mirror classical disease progression endpoints.
引用
收藏
页码:2918 / +
页数:16
相关论文
共 38 条
  • [1] [Anonymous], 2002, Modern applied statistics with S
  • [2] Distributional assumptions of growth mixture models: Implications for overextraction of latent trajectory classes
    Bauer, DJ
    Curran, PJ
    [J]. PSYCHOLOGICAL METHODS, 2003, 8 (03) : 338 - 363
  • [3] Random forests
    Breiman, L
    [J]. MACHINE LEARNING, 2001, 45 (01) : 5 - 32
  • [4] Brunson Jason Cory, 2020, Journal of open source software, V5, DOI 10.21105/joss.02017
  • [5] Dynamics of circulating calprotectin accurately predict the outcome of moderate COVID-19 patients
    Chapuis, Nicolas
    Ibrahimi, Nusaibah
    Belmondo, Thibaut
    Goulvestre, Claire
    Berger, Anne-Emmanuelle
    Mariaggi, Alice-Andree
    Andrieu, Muriel
    Chenevier-Gobeaux, Camille
    Bayle, Arnaud
    Campos, Lydia
    Cheurfa, Cherifa
    Chocron, Richard
    Diehl, Jean-Luc
    Doumenc, Benoit
    Duchemin, Jerome
    Duprat, Manon
    Francois, Fabien
    Gendron, Nicolas
    Mirault, Tristant
    Pene, Frederic
    Philippe, Aurelien
    Pommeret, Fanny
    Sanchez, Olivier
    Smadja, David M.
    Szwebel, Tali-Anne
    Silvin, Aymeric
    Ginhoux, Florent
    Lacroix, Ludovic
    Jules-Clement, Gerome
    Rapeteramana, Sarobidy
    Mavier, Colette
    Steller, Laura
    Perniconi, Barbara
    Andre, Fabrice
    Drubay, Damien
    Fontenay, Michaela
    Hue, Sophie
    Paul, Stephane
    Solary, Eric
    [J]. EBIOMEDICINE, 2022, 80
  • [6] Effect of tight control management on Crohn's disease (CALM): a multicentre, randomised, controlled phase 3 trial
    Colombel, Jean-Frederic
    Panaccione, Remo
    Bossuyt, Peter
    Lukas, Milan
    Baert, Filip
    Vanasek, Tomas
    Danalioglu, Ahmet
    Novacek, Gottfried
    Armuzzi, Alessandro
    Hebuterne, Xavier
    Travis, Simon
    Danese, Silvio
    Reinisch, Walter
    Sandborn, William J.
    Rutgeerts, Paul
    Hommes, Daniel
    Schreiber, Stefan
    Neimark, Ezequiel
    Huang, Bidan
    Zhou, Qian
    Mendez, Paloma
    Petersson, Joel
    Wallace, Kori
    Robinson, Anne M.
    Thakkar, Roopal B.
    D'Haens, Geert
    [J]. LANCET, 2017, 390 (10114) : 2779 - 2789
  • [7] Constantine-Cooke N, DATEFIXR FIX REALLY
  • [8] Rheumatoid Arthritis Patients after Initiation of a New Biologic Agent: Trajectories of Disease Activity in a Large Multinational Cohort Study
    Courvoisier, D. S.
    Alpizar-Rodriguez, D.
    Gottenberg, J. E.
    Hernandez, M. V.
    Iannone, F.
    Lie, E.
    Santos, M. J.
    Pavelka, K.
    Turesson, C.
    Mariette, X.
    Choquette, D.
    Hetland, M. L.
    Finckh, A.
    [J]. EBIOMEDICINE, 2016, 11 : 302 - 306
  • [9] A Practical Guide for Faecal Calprotectin Measurement: Myths and Realities
    D'Amico, Ferdinando
    Nancey, Stephane
    Danese, Silvio
    Peyrin-Biroulet, Laurent
    [J]. JOURNAL OF CROHNS & COLITIS, 2021, 15 (01) : 152 - 161
  • [10] Fast and sharp decrease in calprotectin predicts remission by infliximab in anti-TNF naive patients with ulcerative colitis
    De Vos, M.
    Dewit, O.
    D'Haens, G.
    Baert, F.
    Fontaine, F.
    Vermeire, S.
    Franchimont, D.
    Moreels, T.
    Staessen, D.
    Terriere, L.
    Vander Cruyssen, B.
    Louis, E.
    [J]. JOURNAL OF CROHNS & COLITIS, 2012, 6 (05) : 557 - 562