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Claßen M, Schiller B, Däbritz J. Predicting complications in paediatric ulcerative colitis: A longitudinal multicentre cohort study. Aliment Pharmacol Ther 2024; 60:1421-1434. [PMID: 39485058 DOI: 10.1111/apt.18262] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/19/2024] [Revised: 07/10/2024] [Accepted: 08/29/2024] [Indexed: 11/03/2024]
Abstract
BACKGROUND To prevent complications of paediatric ulcerative colitis (UC), it is critical to understand their predictors. The Paediatric Inflammatory Bowel Disease Ahead (PIBD Ahead) program identified the relevant outcomes and their potential predictors. However, external validation of these results in larger cohorts is required. AIMS The aim of this study is to investigate these outcomes and their predictors. METHODS We included 743 patients aged under 18 years with UC from the multicentre German-Austrian CEDATA-GPGE registry. We performed Cox regressions, Kaplan-Meier estimator, and receiver operating characteristics curve analyses to analyse predictors of poor outcomes. RESULTS Older age at diagnosis was associated with relapse, hospitalisation, the use of immunomodulators, use of biologics, and therapy escalation. Higher disease activity, as in acute severe colitis in the first 3 months, was significantly associated with further acute severe colitis and the need for biologics. Upper gastrointestinal tract involvement was a risk factor for the need of intravenous corticosteroids and biologics. A faecal calprotectin of >685 μg/g was associated with a higher risk of subsequent acute severe colitis with a sensitivity of 79.0% and a specificity of 59.1%. A lower haematocrit at diagnosis was predictive of the use of biologics. Colectomy was rare. CONCLUSIONS This study validates predictors of poor outcomes in paediatric patients with UC. Our results might help physicians to anticipate poor outcomes and initiate appropriate treatment strategies at an early stage.
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Affiliation(s)
- Merle Claßen
- Department of Paediatrics, Erlangen University Medical Centre, Erlangen, Germany
| | - Benjamin Schiller
- Department of Paediatrics, Rostock University Medical Centre, Rostock, Germany
| | - Jan Däbritz
- Department of Paediatrics, Greifswald University Medical Centre, Greifswald, Germany
- German Centre for Child and Adolescent Health (DZKJ), Site Greifswald/Rostock, Greifswald, Germany
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2
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Hagn G, Meier-Menches SM, Plessl-Walder G, Mitra G, Mohr T, Preindl K, Schlatter A, Schmidl D, Gerner C, Garhöfer G, Bileck A. Plasma Instead of Serum Avoids Critical Confounding of Clinical Metabolomics Studies by Platelets. J Proteome Res 2024; 23:3064-3075. [PMID: 38520676 PMCID: PMC11301681 DOI: 10.1021/acs.jproteome.3c00761] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2023] [Revised: 02/14/2024] [Accepted: 03/13/2024] [Indexed: 03/25/2024]
Abstract
Metabolomics is an emerging and powerful bioanalytical method supporting clinical investigations. Serum and plasma are commonly used without rational prioritization. Serum is collected after blood coagulation, a complex biochemical process involving active platelet metabolism. This may affect the metabolome and increase the variance, as platelet counts and function may vary substantially in individuals. A multiomics approach systematically investigating the suitability of serum and plasma for clinical studies demonstrated that metabolites correlated well (n = 461, R2 = 0.991), whereas lipid mediators (n = 83, R2 = 0.906) and proteins (n = 322, R2 = 0.860) differed substantially between specimen. Independently, analysis of platelet releasates identified most biomolecules significantly enriched in serum compared to plasma. A prospective, randomized, controlled parallel group metabolomics trial with acetylsalicylic acid administered for 7 days demonstrated that the apparent drug effects significantly differ depending on the analyzed specimen. Only serum analyses of healthy individuals suggested a significant downregulation of TXB2 and 12-HETE, which were specifically formed during coagulation in vitro. Plasma analyses reliably identified acetylsalicylic acid effects on metabolites and lipids occurring in vivo such as an increase in serotonin, 15-deoxy-PGJ2 and sphingosine-1-phosphate and a decrease in polyunsaturated fatty acids. The present data suggest that plasma should be preferred above serum for clinical metabolomics studies as the serum metabolome may be substantially confounded by platelets.
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Affiliation(s)
- Gerhard Hagn
- Department
of Analytical Chemistry, Faculty of Chemistry, University of Vienna, Waehringer Straße 38, 1090 Vienna, Austria
- Vienna
Doctoral School in Chemistry (DoSChem), University of Vienna, Waehringer Str. 42, 1090 Vienna, Austria
| | - Samuel M. Meier-Menches
- Department
of Analytical Chemistry, Faculty of Chemistry, University of Vienna, Waehringer Straße 38, 1090 Vienna, Austria
- Joint
Metabolome Facility, University and Medical
University of Vienna, WaehringerStraße 38, 1090 Vienna, Austria
| | - Günter Plessl-Walder
- Joint
Metabolome Facility, University and Medical
University of Vienna, WaehringerStraße 38, 1090 Vienna, Austria
| | - Gaurav Mitra
- Department
of Analytical Chemistry, Faculty of Chemistry, University of Vienna, Waehringer Straße 38, 1090 Vienna, Austria
- Joint
Metabolome Facility, University and Medical
University of Vienna, WaehringerStraße 38, 1090 Vienna, Austria
| | - Thomas Mohr
- Department
of Analytical Chemistry, Faculty of Chemistry, University of Vienna, Waehringer Straße 38, 1090 Vienna, Austria
| | - Karin Preindl
- Joint
Metabolome Facility, University and Medical
University of Vienna, WaehringerStraße 38, 1090 Vienna, Austria
- Department
of Laboratory Medicine, Medical University
of Vienna, Waehringer
Gürtel 18-20, 1090 Vienna, Austria
| | - Andreas Schlatter
- Department
of Clinical Pharmacology, Medical University
of Vienna, 1090 Vienna, Austria
| | - Doreen Schmidl
- Department
of Clinical Pharmacology, Medical University
of Vienna, 1090 Vienna, Austria
| | - Christopher Gerner
- Department
of Analytical Chemistry, Faculty of Chemistry, University of Vienna, Waehringer Straße 38, 1090 Vienna, Austria
- Joint
Metabolome Facility, University and Medical
University of Vienna, WaehringerStraße 38, 1090 Vienna, Austria
| | - Gerhard Garhöfer
- Department
of Clinical Pharmacology, Medical University
of Vienna, 1090 Vienna, Austria
| | - Andrea Bileck
- Department
of Analytical Chemistry, Faculty of Chemistry, University of Vienna, Waehringer Straße 38, 1090 Vienna, Austria
- Joint
Metabolome Facility, University and Medical
University of Vienna, WaehringerStraße 38, 1090 Vienna, Austria
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3
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Schiller B, Wirthgen E, Weber F, Schiller S, Radke M, Claßen M, Däbritz J. Fecal calprotectin and platelet count predict histologic disease activity in pediatric ulcerative colitis: results from a projection-predictive feature selection. Eur J Pediatr 2024; 183:3277-3288. [PMID: 38709314 PMCID: PMC11263432 DOI: 10.1007/s00431-024-05554-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/18/2023] [Revised: 03/20/2024] [Accepted: 04/03/2024] [Indexed: 05/07/2024]
Abstract
Especially for pediatric patients, proxies of mucosal inflammation are needed. The Pediatric Ulcerative Colitis Activity Index (PUCAI) has been established to predict clinical and endoscopic disease activity. However, histologic inflammation might persist. We applied a special variable selection technique to predict histologic healing in pediatric ulcerative colitis (UC) as parsimoniously (but still as precisely) as possible. The retrospective analysis included data from two study cohorts, comprising 91 visits from 59 pediatric patients with UC. A Bayesian ordinal regression model was used in combination with a projection-predictive feature selection (PPFS) to identify a minimal subset of clinical and laboratory parameters sufficient for the prediction of histologic disease activity. Following the PPFS, CEDATA-GPGE patient registry data were analyzed to investigate the relevance of the selected predictors in relation to PUCAI and Physician Global Assessment (PGA) in up to 6697 patient visits. Fecal calprotectin (FC) and platelet count were identified as the minimal subset of predictors sufficient for prediction of histologic disease activity in pediatric UC. FC and platelet count also appeared to be associated with increasing disease activity as measured by PUCAI and PGA in the CEDATA-GPGE registry. Based on the selected model, predictions can be performed with a Shiny web app. Conclusion: Our statistical approach constitutes a reproducible and objective tool to select a minimal subset of the most informative parameters to predict histologic inflammation in pediatric UC. A Shiny app shows how physicians may predict the histologic activity in a user-friendly way using FC and platelet count. To generalize the findings, further prospective studies will be needed. What is Known: • Histologic healing is a major endpoint in the therapy of ulcerative colitis (UC). • The PUCAI score has been established to predict disease activity in pediatric UC but is not suitable for the prediction of histologic healing. What is New: • Our Bayesian ordinal regression model in combination with a projection-predictive feature selection is a reproducible and objective tool to select the minimal subset of clinical and laboratory parameters to predict histologic inflammation in pediatric UC. • Histologic inflammation in pediatric UC can be non-invasively predicted based on the combination of fecal calprotectin levels and platelet count.
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Affiliation(s)
- B Schiller
- Department of Pediatrics, Rostock University Medical Center, Rostock, Germany
| | - E Wirthgen
- Department of Pediatrics, Rostock University Medical Center, Rostock, Germany
| | - F Weber
- Institute for Biostatistics and Informatics in Medicine and Ageing Research, Rostock University Medical Center, Rostock, Germany
| | - S Schiller
- Department of Pediatrics, Rostock University Medical Center, Rostock, Germany
- Department of Pediatrics, Greifswald University Medical Center, Greifswald, Germany
| | - M Radke
- Department of Pediatrics, Rostock University Medical Center, Rostock, Germany
| | - M Claßen
- Department of Pediatrics and Adolescent Medicine, Erlangen University Medical Center, Erlangen, Germany
| | - J Däbritz
- Department of Pediatrics, Rostock University Medical Center, Rostock, Germany.
- Department of Pediatrics, Greifswald University Medical Center, Greifswald, Germany.
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Jelinsky S, Lee I, Monetti M, Breitkopf S, Martz F, Kongala R, Culver J, Vo V, Xue L, Gieseck R, Dickinson C, Kasaian M, Lord JD. Proteomic Differences in Colonic Epithelial Cells in Ulcerative Colitis Have an Epigenetic Basis. GASTRO HEP ADVANCES 2024; 3:830-841. [PMID: 39280905 PMCID: PMC11401595 DOI: 10.1016/j.gastha.2024.04.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/09/2023] [Accepted: 04/30/2024] [Indexed: 09/18/2024]
Abstract
Background and Aims The colonic epithelium serves as both a barrier to lumenal contents and a gatekeeper of inflammatory responses. In ulcerative colitis (UC), epithelial dysfunction is a core feature, but little is known about the cellular changes that may underlie disease pathology. We therefore evaluated how the chromatin epigenetics and proteome of epithelial cells differs between health and UC. Methods We sorted live CD326+ epithelial cells from colon biopsies of healthy control (HC) screening colonoscopy recipients and from inflamed or uninflamed colon segments of UC patients on no biologic nor immunomodulator therapy (n = 5-7 subjects per group). Cell lysates were analyzed by proteomic evaluation and nuclei were analyzed for open chromatin with assay for transposase-accessible chromatin using sequencing. Results Proteins most highly elevated in inflamed UC biopsies relative to HC were those encoded by the HLA-DRA (P = 3.1 × 10-33) and CD74 (P = 1.6 × 10-27), genes associated with antigen presentation, and the antimicrobial dual oxidase 2 (DUOX2) (P = 3.2 × 10-28) and lipocalin-2 (P = 2.2 × 10-26) genes. Conversely, the water channel aquaporin 8 was strikingly less common with inflammation (P = 1.9 × 10-18). Assay for transposase-accessible chromatin using sequencing revealed more open chromatin around the aquaporin 8 gene in HCs (P = 2.0 × 10-2) and more around the DUOX2/DUOXA2 locus in inflamed UC colon (P = 5.7 × 10-4), suggesting an epigenetic basis for differential protein expression by epithelial cells in health and disease. Conclusion Numerous differences exist between the proteome and chromatin of colonic epithelial cells in UC patients and HCs, some of which correlate to suggest specific epigenetic mechanisms regulating the epithelial proteome.
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Affiliation(s)
- Scott Jelinsky
- Department of Inflammation and Immunology, Pfizer, Cambridge, Massachusetts
| | - Isac Lee
- Department of Inflammation and Immunology, Pfizer, Cambridge, Massachusetts
| | - Mara Monetti
- Internal Medicine Research Unit, Pfizer, Cambridge, Massachusetts
| | | | - Flora Martz
- Translational Research Program, Benaroya Research Institute, Seattle, Washington
| | - Ramya Kongala
- Translational Research Program, Benaroya Research Institute, Seattle, Washington
| | - Jeffrey Culver
- Internal Medicine Research Unit, Pfizer, Cambridge, Massachusetts
| | - Vanessa Vo
- Internal Medicine Research Unit, Pfizer, Cambridge, Massachusetts
| | - Liang Xue
- Machine Learning and Computational Sciences, Early Clinical Development, Pfizer, Cambridge, Massachusetts
| | - Richard Gieseck
- Department of Inflammation and Immunology, Pfizer, Cambridge, Massachusetts
| | - Caitlyn Dickinson
- Department of Inflammation and Immunology, Pfizer, Cambridge, Massachusetts
| | - Marion Kasaian
- Department of Inflammation and Immunology, Pfizer, Cambridge, Massachusetts
| | - James D Lord
- Translational Research Program, Benaroya Research Institute, Seattle, Washington
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5
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Jin L, Macoritto M, Wang J, Bi Y, Wang F, Suarez-Fueyo A, Paez-Cortez J, Hu C, Knight H, Mascanfroni I, Staron MM, Schwartz Sterman A, Houghton JM, Westmoreland S, Tian Y. Multi-Omics Characterization of Colon Mucosa and Submucosa/Wall from Crohn's Disease Patients. Int J Mol Sci 2024; 25:5108. [PMID: 38791146 PMCID: PMC11121447 DOI: 10.3390/ijms25105108] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2024] [Revised: 03/17/2024] [Accepted: 04/25/2024] [Indexed: 05/26/2024] Open
Abstract
Crohn's disease (CD) is a subtype of inflammatory bowel disease (IBD) characterized by transmural disease. The concept of transmural healing (TH) has been proposed as an indicator of deep clinical remission of CD and as a predictor of favorable treatment endpoints. Understanding the pathophysiology involved in transmural disease is critical to achieving these endpoints. However, most studies have focused on the intestinal mucosa, overlooking the contribution of the intestinal wall in Crohn's disease. Multi-omics approaches have provided new avenues for exploring the pathogenesis of Crohn's disease and identifying potential biomarkers. We aimed to use transcriptomic and proteomic technologies to compare immune and mesenchymal cell profiles and pathways in the mucosal and submucosa/wall compartments to better understand chronic refractory disease elements to achieve transmural healing. The results revealed similarities and differences in gene and protein expression profiles, metabolic mechanisms, and immune and non-immune pathways between these two compartments. Additionally, the identification of protein isoforms highlights the complex molecular mechanisms underlying this disease, such as decreased RTN4 isoforms (RTN4B2 and RTN4C) in the submucosa/wall, which may be related to the dysregulation of enteric neural processes. These findings have the potential to inform the development of novel therapeutic strategies to achieve TH.
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Affiliation(s)
- Liang Jin
- AbbVie Bioresearch Center, Worcester, MA 01605, USA; (L.J.)
| | | | - Jing Wang
- Immunology Research, AbbVie, Cambridge, MA 02139, USA (A.S.-F.)
| | - Yingtao Bi
- AbbVie Bioresearch Center, Worcester, MA 01605, USA; (L.J.)
| | - Fei Wang
- AbbVie Bioresearch Center, Worcester, MA 01605, USA; (L.J.)
| | | | | | - Chenqi Hu
- Alnylam Pharmaceuticals, Cambridge, MA 02139, USA
| | - Heather Knight
- AbbVie Bioresearch Center, Worcester, MA 01605, USA; (L.J.)
| | | | | | | | - Jean Marie Houghton
- Division of Gastroenterology, Department of Medicine, UMass Chan Medical School, Worcester, MA 01655, USA;
| | | | - Yu Tian
- AbbVie Bioresearch Center, Worcester, MA 01605, USA; (L.J.)
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6
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Kim S, Jung Y, Lee SB, Oh HS, Hong SN. Gut microbial signatures in clinically stable ulcerative colitis according to the mucosal state and associated symptoms. J Gastroenterol Hepatol 2024; 39:319-327. [PMID: 38054580 DOI: 10.1111/jgh.16434] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Revised: 09/29/2023] [Accepted: 11/14/2023] [Indexed: 12/07/2023]
Abstract
BACKGROUND AND AIM The gut microbiome of patients with clinically stable ulcerative colitis (UC) differs from that of healthy individuals depending on the state of the colonic mucosa, especially with or without advanced scarring; however, the underlying mechanism is unclear. Therefore, this study examined the gut microbiome compositional signatures in patients with significant mucosal scarring and UC-related symptoms. METHODS Stool samples for gut microbiome analysis were prospectively collected from 57 patients with clinically stable UC between January 1 and December 31, 2022. Data from 57 individuals without inflammatory bowel disease (non-IBD) paired by age and sex were selected from our previous study as the control group. The fecal samples were subjected to 16S rRNA gene sequencing. Associations between gut microbiome profiles and clinical or colonoscopic assessments were examined using diversity and differential abundance analyses. RESULTS Gut microbiome compositions between the patients with clinically stable UC and non-IBD controls differed significantly. Furthermore, gut microbiome compositions varied between the preserved and altered mucosa groups identified based on mucosal changes in the UC group. Differential abundance test of patients with UC for symptomatic remission based on stool frequency from the two-item patient-reported outcome identified several overlapping taxa specified as gut microbiome signatures, including the Enterobacteriaceae unknown genera (Enterobacteriaceae_g), Klebsiella, and several Lachnospiraceae spp. both in mucosal and symptom change analyses. CONCLUSIONS The gut microbiome can change with mucosal changes, even in clinically stable UC, and some gut microbial signatures may explain the symptom manifestations in patients with UC showing significant mucosal changes.
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Affiliation(s)
- Soyoung Kim
- Department of Gastroenterology, Ulsan University Hospital, University of Ulsan College of Medicine, Ulsan, Korea
| | - Yeonjae Jung
- CJ Bioscience, Inc, Seoul, Korea
- Interdisciplinary Program in Bioinformatics, Seoul National University, Seoul, Korea
| | - Seung Bum Lee
- Department of Gastroenterology, Ulsan University Hospital, University of Ulsan College of Medicine, Ulsan, Korea
| | | | - Sung Noh Hong
- Department of Gastroenterology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
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Fiocchi C. Omics and Multi-Omics in IBD: No Integration, No Breakthroughs. Int J Mol Sci 2023; 24:14912. [PMID: 37834360 PMCID: PMC10573814 DOI: 10.3390/ijms241914912] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2023] [Revised: 09/27/2023] [Accepted: 10/02/2023] [Indexed: 10/15/2023] Open
Abstract
The recent advent of sophisticated technologies like sequencing and mass spectroscopy platforms combined with artificial intelligence-powered analytic tools has initiated a new era of "big data" research in various complex diseases of still-undetermined cause and mechanisms. The investigation of these diseases was, until recently, limited to traditional in vitro and in vivo biological experimentation, but a clear switch to in silico methodologies is now under way. This review tries to provide a comprehensive assessment of state-of-the-art knowledge on omes, omics and multi-omics in inflammatory bowel disease (IBD). The notion and importance of omes, omics and multi-omics in both health and complex diseases like IBD is introduced, followed by a discussion of the various omics believed to be relevant to IBD pathogenesis, and how multi-omics "big data" can generate new insights translatable into useful clinical tools in IBD such as biomarker identification, prediction of remission and relapse, response to therapy, and precision medicine. The pitfalls and limitations of current IBD multi-omics studies are critically analyzed, revealing that, regardless of the types of omes being analyzed, the majority of current reports are still based on simple associations of descriptive retrospective data from cross-sectional patient cohorts rather than more powerful longitudinally collected prospective datasets. Given this limitation, some suggestions are provided on how IBD multi-omics data may be optimized for greater clinical and therapeutic benefit. The review concludes by forecasting the upcoming incorporation of multi-omics analyses in the routine management of IBD.
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Affiliation(s)
- Claudio Fiocchi
- Department of Inflammation & Immunity, Lerner Research Institute, Cleveland, OH 44195, USA;
- Department of Gastroenterology, Hepatology and Nutrition, Digestive Disease and Surgery Institute, Cleveland Clinic, Cleveland, OH 44195, USA
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