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Crohn's Disease and Ulcerative Colitis Share 2 Molecular Subtypes With Different Mechanisms and Drug Responses
Jing Wang1, Heath Guay2, Dan Chang1
1Genomic Research Center, AbbVie Inc., Cambridge, MA, USA.
Background And Aims:
Several therapies have been approved to treat Crohn's disease (CD) and ulcerative colitis (UC), indicating that both diseases may share the same molecular subtypes. The aim of this study is to identify shared patient subtypes with common molecular drivers of disease.
Methods:
Five public datasets with 406 CD and 421 UC samples were integrated to identify molecular subtypes. Then, the patient labels from 6 independent datasets and 8 treatment datasets were predicted for validating subtypes and identifying the relationship with response status of corticosteroids, infliximab, vedolizumab, and ustekinumab.
Results:
Two molecular subtypes were identified from the training datasets, in which CD and UC patients were relatively evenly represented in each subtype. We found 6 S1-specific gene modules related to innate/adaptive immune responses and tissue remodeling and 9 S1-specific cell types (cycling T cells, Tregs, CD8+ lamina propria, follicular B cells, cycling B cells, plasma cells, inflammatory monocytes, inflammatory fibroblasts, and postcapillary venules). Subtype S2 was associated with 3 modules related to metabolism functions and 4 cell types (immature enterocytes, transit amplifying cells, immature goblet cells, and WNT5B+ cells). The subtypes can be replicated in 6 independent datasets based on a 20-gene classifier. Furthermore, response rates to 4 treatments in subtype S2 were significantly higher than those in subtype S1.
Conclusions:
This study discovered and validated a robust transcriptome-based molecular classification shared by CD and UC and built a 20-gene classifier. Because 2 subtypes have different molecular mechanisms and drug response, our classification may aid interpretation of heterogeneous molecular and clinical information in inflammatory bowel disease patients.
Insights
This study identified two molecular subtypes common to Crohn's disease (CD) and ulcerative colitis (UC). These subtypes, validated by a 20-gene classifier, show distinct molecular mechanisms and differential responses to therapies for inflammatory bowel disease.
Area of Science:
- Gastroenterology
- Immunology
- Molecular Biology
Background:
- Crohn's disease (CD) and ulcerative colitis (UC) are inflammatory bowel diseases (IBD) with approved therapies, suggesting shared molecular underpinnings.
- Identifying common molecular subtypes could reveal shared disease drivers and inform treatment strategies.
Purpose of the Study:
- To identify shared patient molecular subtypes between CD and UC.
- To discover common molecular drivers of disease in these subtypes.
- To validate these subtypes and assess their relationship with treatment response.
Main Methods:
- Integrated five public datasets comprising 406 CD and 421 UC samples.
- Validated identified subtypes across six independent datasets and eight treatment datasets.
- Developed a 20-gene classifier for subtype prediction.
Main Results:
- Identified two molecular subtypes (S1 and S2) with even representation of CD and UC patients.
- Subtype S1 associated with immune responses and tissue remodeling; Subtype S2 with metabolism.
- Subtype S2 demonstrated significantly higher response rates to four tested therapies compared to Subtype S1.
Conclusions:
- A robust, transcriptome-based molecular classification for CD and UC was discovered and validated.
- The classification, utilizing a 20-gene classifier, highlights distinct molecular mechanisms and drug responses between subtypes.
- This molecular classification may improve the interpretation of patient data and guide personalized treatment in inflammatory bowel disease.
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