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Yu S, Kalinin AA, Paraskevopoulou MD, Maruggi M, Cheng J, Tang J, Icke I, Luo Y, Wei Q, Scheibe D, Hunter J, Singh S, Nguyen D, Carpenter AE, Horman SR. Integrating inflammatory biomarker analysis and artificial-intelligence-enabled image-based profiling to identify drug targets for intestinal fibrosis. Cell Chem Biol 2023; 30:1169-1182.e8. [PMID: 37437569 PMCID: PMC10529501 DOI: 10.1016/j.chembiol.2023.06.014] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2022] [Revised: 03/11/2023] [Accepted: 06/13/2023] [Indexed: 07/14/2023]
Abstract
Intestinal fibrosis, often caused by inflammatory bowel disease, can lead to intestinal stenosis and obstruction, but there are no approved treatments. Drug discovery has been hindered by the lack of screenable cellular phenotypes. To address this, we used a scalable image-based morphology assay called Cell Painting, augmented with machine learning algorithms, to identify small molecules that could reverse the activated fibrotic phenotype of intestinal myofibroblasts. We then conducted a high-throughput small molecule chemogenomics screen of approximately 5,000 compounds with known targets or mechanisms, which have achieved clinical stage or approval by the FDA. By integrating morphological analyses and AI using pathologically relevant cells and disease-relevant stimuli, we identified several compounds and target classes that are potentially able to treat intestinal fibrosis. This phenotypic screening platform offers significant improvements over conventional methods for identifying a wide range of drug targets.
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Affiliation(s)
- Shan Yu
- Takeda Development Center Americas, Inc., San Diego, CA 92121, USA.
| | | | | | - Marco Maruggi
- Takeda Development Center Americas, Inc., San Diego, CA 92121, USA
| | - Jie Cheng
- Takeda Development Center Americas, Inc., Cambridge, MA 02142, USA
| | - Jie Tang
- Takeda Development Center Americas, Inc., San Diego, CA 92121, USA
| | - Ilknur Icke
- Takeda Development Center Americas, Inc., Cambridge, MA 02142, USA
| | - Yi Luo
- Takeda Development Center Americas, Inc., San Diego, CA 92121, USA
| | - Qun Wei
- Takeda Development Center Americas, Inc., San Diego, CA 92121, USA
| | - Dan Scheibe
- Takeda Development Center Americas, Inc., San Diego, CA 92121, USA
| | - Joel Hunter
- Takeda Development Center Americas, Inc., San Diego, CA 92121, USA
| | - Shantanu Singh
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | - Deborah Nguyen
- Takeda Development Center Americas, Inc., San Diego, CA 92121, USA
| | | | - Shane R Horman
- Takeda Development Center Americas, Inc., San Diego, CA 92121, USA.
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Abstract
PURPOSE OF REVIEW The purpose of this review is to highlight new and emerging therapies in inflammatory bowel disease (IBD) and provide insight on how these therapies can be integrated into clinical practice. RECENT FINDINGS The article covers clinical and real-world data for Janus kinase inhibitors, anti-interleukin antibodies, sphingosine-1-phosphate receptor modulators, and anti-integrin therapies. It also explores the potential role of antifibrotic agents, microbiota-based innovations, and for personalized medicine in IBD. SUMMARY The treatment of IBD has evolved significantly in the last two decades, with a host of new treatment options available and arising for patients. With these advancements, positioning these drugs in a treatment algorithm to create a more personalized approach to improve efficacy and prognosis is critical.
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Lin X, Wang Y, Liu Z, Lin S, Tan J, He J, Hu F, Wu X, Ghosh S, Chen M, Liu F, Mao R. Intestinal strictures in Crohn's disease: a 2021 update. Therap Adv Gastroenterol 2022; 15:17562848221104951. [PMID: 35757383 PMCID: PMC9218441 DOI: 10.1177/17562848221104951] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/01/2022] [Accepted: 05/17/2022] [Indexed: 02/04/2023] Open
Abstract
Intestinal strictures remain one of the most intractable and common complications of Crohn's disease (CD). Approximately 70% of CD patients will develop fibrotic strictures after 10 years of CD diagnosis. Since specific antifibrotic therapies are unavailable, endoscopic balloon dilation and surgery remain the mainstay treatments despite a high recurrence rate. Besides, there are no reliable methods for accurately evaluating intestinal fibrosis. This is largely due to the fact that the mechanisms of initiation and propagation of intestinal fibrosis are poorly understood. There is growing evidence implying that the pathogenesis of stricturing CD involves the intricate interplay of factors including aberrant immune and nonimmune responses, host-microbiome dysbiosis, and genetic susceptibility. Currently, the progress on intestinal strictures has been fueled by the advent of novel techniques, such as single-cell sequencing, multi-omics, and artificial intelligence. Here, we perform a timely and comprehensive review of the substantial advances in intestinal strictures in 2021, aiming to provide prompt information regarding fibrosis and set the stage for the improvement of diagnosis, treatment, and prognosis of intestinal strictures.
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Affiliation(s)
| | | | - Zishan Liu
- Department of Gastroenterology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Sinan Lin
- Department of Gastroenterology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Jinyu Tan
- Department of Gastroenterology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Jinshen He
- Department of Gastroenterology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Fan Hu
- Department of Gastroenterology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Xiaomin Wu
- Department of Gastroenterology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Subrata Ghosh
- APC Microbiome Ireland, University College Cork, Cork, Ireland
| | - Minhu Chen
- Department of Gastroenterology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Fen Liu
- Department of Gastroenterology, The First Affiliated Hospital, Sun Yat-sen University, 58 Zhongshan Road 2nd, Guangzhou 510080, People’s Republic of China
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Liu Q, Zhang X, Ko HM, Stocker D, Ellman J, Chen J, Hao Y, Bhardwaj S, Liang Y, Cho J, Colombel JF, Taouli B, Harpaz N. Constrictive and Hypertrophic Strictures in Ileal Crohn's Disease. Clin Gastroenterol Hepatol 2022; 20:e1292-e1304. [PMID: 34400338 DOI: 10.1016/j.cgh.2021.08.012] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/13/2021] [Revised: 08/05/2021] [Accepted: 08/09/2021] [Indexed: 02/07/2023]
Abstract
BACKGROUND & AIMS Strictures in Crohn's disease (CD) are classically attributed to fibromuscular hypertrophy of the intestinal wall. We have identified and characterized CD-related ileal strictures that result instead from mural constriction (ie, reduced external circumference). METHODS Twenty-four strictures and internal controls from 17 adults with obstructive CD were analyzed by cross-sectional morphometry. RESULTS The stricture-to-control circumference ratios (CRs) ranged from 0.53 to 1.7. Six strictures with CR ≥1.0, designated hypertrophic, had concentrically thickened walls, mean 3-fold increases in cross-sectional area and stainable fibromucular tissue, and high transmural inflammation scores. In contrast, 18 strictures with CR <1.0, designated constrictive, had thin, pliant walls, cross-sectional areas and stainable fibromuscular tissue comparable with control values, and low transmural inflammation scores. Eight mildly constrictive strictures also showed mild fibromuscular mural expansion that fell short of statistical significance. Twelve of 18 constrictive strictures (67%) occurred multiply (2-4 strictures per specimen) in contrast with hypertrophic strictures, all of which occurred singly (P = .01). Constriction correlated quantitatively with circumferential serosal fat wrapping (P = .003) and was associated with myenteric lymphocytic plexitis (P = .02). Disease duration was shortest among subjects with constrictive strictures and correlated with increasing circumference (CR ≤0.8, 6.3 ± 6.2 years; CR >0.8, 8.7 ± 6.4 years; and CR ≥1.00, 13.7 ± 5.0 years, respectively; P = .03). CONCLUSIONS Constrictive ileal strictures in CD differ pathologically and clinically from hypertrophic strictures, featuring little or no fibromuscular mural expansion, frequent multiplicity, and earlier onset. Mesenteric fat wrapping and myenteric plexitis may contribute to their pathogenesis. Pathologic manifestations of constriction and hypertrophy can coexist, suggesting that stricture heterogeneity may be shaped in part by the dynamics of constrictive and hypertrophic processes.
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Affiliation(s)
- Qingqing Liu
- Department of Pathology, Molecular and Cell-based Medicine, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Xiaofei Zhang
- Department of Pathology and Laboratory Medicine, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin
| | - Huaibin Mabel Ko
- Department of Pathology, Molecular and Cell-based Medicine, Icahn School of Medicine at Mount Sinai, New York, New York; Dr Henry D. Janowitz Division of Gastroenterology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Daniel Stocker
- Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Jordan Ellman
- Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Joyce Chen
- Department of Pathology, Molecular and Cell-based Medicine, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Yansheng Hao
- Department of Pathology, Molecular and Cell-based Medicine, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Swati Bhardwaj
- Department of Pathology, Molecular and Cell-based Medicine, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Yuanxin Liang
- Department of Pathology, Molecular and Cell-based Medicine, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Judy Cho
- Dr Henry D. Janowitz Division of Gastroenterology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York; Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Jean Frederic Colombel
- Dr Henry D. Janowitz Division of Gastroenterology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Bachir Taouli
- Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York; Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Noam Harpaz
- Department of Pathology, Molecular and Cell-based Medicine, Icahn School of Medicine at Mount Sinai, New York, New York; Dr Henry D. Janowitz Division of Gastroenterology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York.
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Scarpellini E, Basilico M, Rinninella E, Carbone F, Schol J, Rasetti C, Abenavoli L, Santori P. Probiotics and gut health. Minerva Gastroenterol (Torino) 2021; 67:314-325. [PMID: 33978391 DOI: 10.23736/s2724-5985.21.02910-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
BACKGROUND Gut microbiota is a complex ecosystem of bacteria, viruses, archea, protozoa and yeasts in our intestine. It has several functions maintaining human body equilibrium. Microbial " dysbiosis " can be responsible for several gastrointestinal diseases. METHODS to build a narrative review we performed a Pubmed, Medline, EMBASE search for English language papers, reviews, meta-analyses, case series, and randomized controlled trials (RCTs) by keywords and their associations: gut microbiota, dysbiosis, gastrointestinal diseases, probiotics. RESULTS gut microbiota is altered in several gastrointestinal diseases with very different pathophysiology. They range from multi-factorial diseases such as irritable bowel syndrome (IBS), non-alcoholic fatty liver disease (NAFLD) and gastric and colorectal cancers, immunemediated such as celiac disease, inflammatory bowel diseases (IBD), antibioticrelated such as Clostridium Difficile infection (CDI). Microbial dysbiosis re-modulation by probiotics is feasible and safe in some of them. CONCLUSIONS gut microbial dysbiosis is statistically associated with several gastro-intestinal diseases, affecting their pathophysiology. Its reverse by probiotics has some promising evidences of efficacy.
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Affiliation(s)
- Emidio Scarpellini
- Clinical Nutrition Unit, and Internal Medicine Unit, Madonna del Soccorso General Hospital, San Benedetto del Tronto, Ascoli Piceno, Italy - .,T.A.R.G.I.D., Gasthuisberg University Hospital, KULeuven, Leuven, Belgium -
| | - Martina Basilico
- Clinical Nutrition Unit, and Internal Medicine Unit, Madonna del Soccorso General Hospital, San Benedetto del Tronto, Ascoli Piceno, Italy
| | - Emanuele Rinninella
- Clinical Nutrition Unit, Fondazione Policlinico Universitario A. Gemelli IRCCS, Catholic University of the Sacred Heart, Rome, Italy
| | - Florencia Carbone
- T.A.R.G.I.D., Gasthuisberg University Hospital, KULeuven, Leuven, Belgium
| | - Jolien Schol
- T.A.R.G.I.D., Gasthuisberg University Hospital, KULeuven, Leuven, Belgium
| | - Carlo Rasetti
- Clinical Nutrition Unit, and Internal Medicine Unit, Madonna del Soccorso General Hospital, San Benedetto del Tronto, Ascoli Piceno, Italy
| | - Ludovico Abenavoli
- Department of Health Sciences, University Magna Graecia, Campus Salvatore Venuta, Catanzaro, Italy
| | - Pierangelo Santori
- Clinical Nutrition Unit, and Internal Medicine Unit, Madonna del Soccorso General Hospital, San Benedetto del Tronto, Ascoli Piceno, Italy
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