Ilyssa O. Gordon
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Previous Organizations / Institutes
The organizations / institutes from the scholar's other articles in the past ten years
Ilyssa O. Gordon has a total of 209 co-authors. Here are the top co-authors by number of shared publications:
- Florian Rieder
Department of Inflammation and Immunity, Lerner Research Institute, Cleveland Clinic Foundation, Cleveland, USA
7 shared publications - Ernst Lengyel
Department of Obstetrics and Gynecology/Section of Gynecologic Oncology, The University of Chicago, Chicago, IL, USA
5 shared publications - Iris L. Romero
University of Chicago Chicago, IL United States
5 shared publications Keeley L. Mui
5 shared publicationsThomas N. Krausz
5 shared publicationsDaniela M. Dinulescu
4 shared publications
Latest Publications
- 9 June 2026
- Published by Wolters Kluwer Health in American Journal of Gastroenterology
Development of a Computed Tomography Enterography Based Radiomics Model to Characterize Inflammation, Fibrosis and Smooth Muscle Thickening in Stricturing Crohn’s Disease
Background & Aims: Computed tomography enterography (CTE) is a non-invasive cross-sectional imaging modality routinely used for diagnosis of Crohn’s disease (CD) strictures. However, CTE is limited in individually defining the severity of inflammation, fibrosis or smooth muscle hyperplasia/hypertrophy (SMH) within such strictures. We developed and internally validated a radiomics-based machine-learning (ML) model for separately characterizing the degree of histopathologic inflammation, fibrosis, and SMH in CD strictures and compared it to centrally read visual radiologist scoring of CTE. Methods: This single-center, cross-sectional study included 100 CD patients (n=66 for discovery; n=34 for validation) with terminal ileal strictures confirmed on diagnostic CTE within 15 weeks of intestinal resection. Histopathological specimens were scored for inflammation, fibrosis, and SMH and spatially linked with corresponding pre-surgical CTE sequences. Annotated stricture regions on CTE were scored visually by radiologists as well as underwent three-dimensional radiomics-based ML analysis; both evaluated against histopathology scoring. Results: Three distinct sets of radiomic features capturing textural heterogeneity within strictures were separately linked with severe inflammation, fibrosis, and SMH across both discovery (accuracy=0.74, 0.71, 0.71, respectively) and validation (accuracy=0.74, 0.68, 0.68, respectively) cohorts. Radiologist visual scoring was limited, with accuracy of 0.51 for identifying severe inflammation, 0.48 for severe fibrosis, and 0.58 for severe SMH. Augmenting radiologist scoring with radiomic features yielded improved performance in identifying severe inflammation, fibrosis, or SMH compared to radiologist scoring alone. Conclusions: Radiomic features of CD strictures on CTE can identify severe histopathologic fibrosis, inflammation, and smooth muscle hyperplasia and perform better than radiologist visual scoring in stricture characterization.
- 9 June 2026
- Published by Wolters Kluwer Health in American Journal of Gastroenterology
Development of a Computed Tomography Enterography Based Radiomics Model to Characterize Inflammation, Fibrosis and Smooth Muscle Thickening in Stricturing Crohn’s Disease
Background & Aims: Computed tomography enterography (CTE) is a non-invasive cross-sectional imaging modality routinely used for diagnosis of Crohn’s disease (CD) strictures. However, CTE is limited in individually defining the severity of inflammation, fibrosis or smooth muscle hyperplasia/hypertrophy (SMH) within such strictures. We developed and internally validated a radiomics-based machine-learning (ML) model for separately characterizing the degree of histopathologic inflammation, fibrosis, and SMH in CD strictures and compared it to centrally read visual radiologist scoring of CTE. Methods: This single-center, cross-sectional study included 100 CD patients (n=66 for discovery; n=34 for validation) with terminal ileal strictures confirmed on diagnostic CTE within 15 weeks of intestinal resection. Histopathological specimens were scored for inflammation, fibrosis, and SMH and spatially linked with corresponding pre-surgical CTE sequences. Annotated stricture regions on CTE were scored visually by radiologists as well as underwent three-dimensional radiomics-based ML analysis; both evaluated against histopathology scoring. Results: Three distinct sets of radiomic features capturing textural heterogeneity within strictures were separately linked with severe inflammation, fibrosis, and SMH across both discovery (accuracy=0.74, 0.71, 0.71, respectively) and validation (accuracy=0.74, 0.68, 0.68, respectively) cohorts. Radiologist visual scoring was limited, with accuracy of 0.51 for identifying severe inflammation, 0.48 for severe fibrosis, and 0.58 for severe SMH. Augmenting radiologist scoring with radiomic features yielded improved performance in identifying severe inflammation, fibrosis, or SMH compared to radiologist scoring alone. Conclusions: Radiomic features of CD strictures on CTE can identify severe histopathologic fibrosis, inflammation, and smooth muscle hyperplasia and perform better than radiologist visual scoring in stricture characterization.
- Open Access
- 6 May 2026
- Published by Elsevier in The Journal of Climate Change and Health
- Vol. 27
Next phase for the Journal of Climate Change and Health
- 6 May 2026
- Published by Elsevier in The Journal of Climate Change and Health
- Vol. 27
Open AccessNext phase for the Journal of Climate Change and Health
- 1 July 2025
- Published by Radiological Society of North America (RSNA) in Radiology
- Vol. 316 (1) , e243123
SAR Consensus Recommendations for Defining Small Bowel Crohn Disease Strictures at CT and MR Enterography
This consensus by the Society of Abdominal Radiology Inflammatory Bowel Disease Disease Focused Panel provides an updated imaging-based definition of small bowel Crohn disease stricture for CT and MR enterography.
- 1 July 2025
- Published by Radiological Society of North America (RSNA) in Radiology
- Vol. 316 (1) , e243123
SAR Consensus Recommendations for Defining Small Bowel Crohn Disease Strictures at CT and MR Enterography
This consensus by the Society of Abdominal Radiology Inflammatory Bowel Disease Disease Focused Panel provides an updated imaging-based definition of small bowel Crohn disease stricture for CT and MR enterography.
- Open Access
- 3 June 2024
- Published by Springer Nature in Nature Reviews Gastroenterology & Hepatology
- Vol. 21 (8) , 572-584
A global consensus on the definitions, diagnosis and management of fibrostenosing small bowel Crohn’s disease in clinical practice
Fibrostenosis of the small bowel is common in patients with Crohn’s disease. No consensus recommendations on definition, diagnosis and management in clinical practice are currently available. In this Consensus Statement, we present a clinical practice RAND/UCLA appropriateness study on the definition, diagnosis and clinical management of fibrostenosing Crohn’s disease. It was conducted by a panel of 28 global experts and one patient representative. Following a systematic literature review, 526 candidate items grouped into 136 questions were generated and subsequently evaluated for appropriateness. Strictures are best defined as wall thickening, luminal narrowing and prestenotic dilation. Cross-sectional imaging is required for accurate diagnosis of fibrostenosing Crohn’s disease, and it is recommended before making treatment decisions. It should also assess the degree of inflammation in the bowel wall. Multiple options for medical anti-inflammatory, endoscopic and surgical therapies were suggested, including follow-up strategies following therapy. This Consensus Statement supports clinical practice through providing guidance on definitions, diagnosis and therapeutic management of patients with fibrostenosing small bowel Crohn’s disease.
- 3 June 2024
- Published by Springer Nature in Nature Reviews Gastroenterology & Hepatology
- Vol. 21 (8) , 572-584
Open AccessA global consensus on the definitions, diagnosis and management of fibrostenosing small bowel Crohn’s disease in clinical practice
Fibrostenosis of the small bowel is common in patients with Crohn’s disease. No consensus recommendations on definition, diagnosis and management in clinical practice are currently available. In this Consensus Statement, we present a clinical practice RAND/UCLA appropriateness study on the definition, diagnosis and clinical management of fibrostenosing Crohn’s disease. It was conducted by a panel of 28 global experts and one patient representative. Following a systematic literature review, 526 candidate items grouped into 136 questions were generated and subsequently evaluated for appropriateness. Strictures are best defined as wall thickening, luminal narrowing and prestenotic dilation. Cross-sectional imaging is required for accurate diagnosis of fibrostenosing Crohn’s disease, and it is recommended before making treatment decisions. It should also assess the degree of inflammation in the bowel wall. Multiple options for medical anti-inflammatory, endoscopic and surgical therapies were suggested, including follow-up strategies following therapy. This Consensus Statement supports clinical practice through providing guidance on definitions, diagnosis and therapeutic management of patients with fibrostenosing small bowel Crohn’s disease.
- 18 May 2024
- Published by Oxford University Press (OUP) in Journal of Crohn's and Colitis
- Vol. 18 (10) , 1660-1671
Radiomics to Detect Inflammation and Fibrosis on Magnetic Resonance Enterography in Stricturing Crohn’s Disease
Background and Aims: Non-invasive cross-sectional imaging via magnetic resonance enterography [MRE] offers excellent accuracy for the diagnosis of stricturing complications in Crohn’s disease [CD] but is limited in determining the degrees of fibrosis and inflammation within a stricture. We developed and validated a radiomics-based machine-learning model for separately characterizing the degree of histopathological inflammation and fibrosis in CD strictures and compared it to centrally read visual radiologist scoring of MRE. Methods: This single-centre, cross-sectional study included 51 CD patients [n = 34 for discovery; n = 17 for validation] with terminal ileal strictures confirmed on diagnostic MRE within 15 weeks of resection. Histopathological specimens were scored for inflammation and fibrosis and spatially linked with corresponding pre-surgical MRE sequences. Annotated stricture regions on MRE were scored visually by radiologists as well as underwent 3D radiomics-based machine learning analysis; both were evaluated against histopathology. Results: Two distinct sets of radiomic features capturing textural heterogeneity within strictures were linked with each of severe inflammation or severe fibrosis across both the discovery (area under the curve [AUC = 0.69, 0.83] and validation [AUC = 0.67, 0.78] cohorts. Radiologist visual scoring had an AUC = 0.67 for identifying severe inflammation and AUC = 0.35 for severe fibrosis. Use of combined radiomics and radiologist scoring robustly augmented identification of severe inflammation [AUC = 0.79] and modestly improved assessment of severe fibrosis [AUC = 0.79 for severe fibrosis] over individual approaches. Conclusions: Radiomic features of CD strictures on MRE can accurately identify severe histopathological inflammation and severe histopathological fibrosis, as well as augment performance of the radiologist visual scoring in stricture characterization.
- 18 May 2024
- Published by Oxford University Press (OUP) in Journal of Crohn's and Colitis
- Vol. 18 (10) , 1660-1671
Radiomics to Detect Inflammation and Fibrosis on Magnetic Resonance Enterography in Stricturing Crohn’s Disease
Background and Aims: Non-invasive cross-sectional imaging via magnetic resonance enterography [MRE] offers excellent accuracy for the diagnosis of stricturing complications in Crohn’s disease [CD] but is limited in determining the degrees of fibrosis and inflammation within a stricture. We developed and validated a radiomics-based machine-learning model for separately characterizing the degree of histopathological inflammation and fibrosis in CD strictures and compared it to centrally read visual radiologist scoring of MRE. Methods: This single-centre, cross-sectional study included 51 CD patients [n = 34 for discovery; n = 17 for validation] with terminal ileal strictures confirmed on diagnostic MRE within 15 weeks of resection. Histopathological specimens were scored for inflammation and fibrosis and spatially linked with corresponding pre-surgical MRE sequences. Annotated stricture regions on MRE were scored visually by radiologists as well as underwent 3D radiomics-based machine learning analysis; both were evaluated against histopathology. Results: Two distinct sets of radiomic features capturing textural heterogeneity within strictures were linked with each of severe inflammation or severe fibrosis across both the discovery (area under the curve [AUC = 0.69, 0.83] and validation [AUC = 0.67, 0.78] cohorts. Radiologist visual scoring had an AUC = 0.67 for identifying severe inflammation and AUC = 0.35 for severe fibrosis. Use of combined radiomics and radiologist scoring robustly augmented identification of severe inflammation [AUC = 0.79] and modestly improved assessment of severe fibrosis [AUC = 0.79 for severe fibrosis] over individual approaches. Conclusions: Radiomic features of CD strictures on MRE can accurately identify severe histopathological inflammation and severe histopathological fibrosis, as well as augment performance of the radiologist visual scoring in stricture characterization.
- Open Access
- 14 May 2024
- Published by Elsevier in Journal of Surgical Education
- Vol. 81 (7) , 912-917
Training Future Surgeon Leaders in Environmental Stewardship: A Review of a Decade of the Health Care Sustainability Fellowship
- 14 May 2024
- Published by Elsevier in Journal of Surgical Education
- Vol. 81 (7) , 912-917
Open AccessTraining Future Surgeon Leaders in Environmental Stewardship: A Review of a Decade of the Health Care Sustainability Fellowship
- Open Access
- 22 August 2023
- Published by Oxford University Press (OUP) in Journal of Crohn's and Colitis
- Vol. 18 (2) , 175-191
Definitions of Histological Abnormalities in Inflammatory Bowel Disease: an ECCO Position Paper
Histological assessment of endoscopic biopsies in inflammatory bowel disease [IBD] plays an important role in clinical management, investigative studies, and clinical trials. Scoring schemes consisting of multiple histological items and offering considerable precision are widely available. However, definitions of histological abnormalities are often inconsistent. Furthermore, interobserver variability for their recognition and assessment may be high. The European Crohn’s and Colitis Organisation [ECCO] formed an expert panel to explore definitions of histological abnormalities in IBD, with the aim of improving the quality of diagnosis and facilitating development of scoring schemes. The process confirmed that the current definitions often have no evidence base and vary between sources. Using available evidence and expert knowledge, the panel produced a series of ECCO consensus position statements on histological features in IBD.
- 22 August 2023
- Published by Oxford University Press (OUP) in Journal of Crohn's and Colitis
- Vol. 18 (2) , 175-191
Open AccessDefinitions of Histological Abnormalities in Inflammatory Bowel Disease: an ECCO Position Paper
Histological assessment of endoscopic biopsies in inflammatory bowel disease [IBD] plays an important role in clinical management, investigative studies, and clinical trials. Scoring schemes consisting of multiple histological items and offering considerable precision are widely available. However, definitions of histological abnormalities are often inconsistent. Furthermore, interobserver variability for their recognition and assessment may be high. The European Crohn’s and Colitis Organisation [ECCO] formed an expert panel to explore definitions of histological abnormalities in IBD, with the aim of improving the quality of diagnosis and facilitating development of scoring schemes. The process confirmed that the current definitions often have no evidence base and vary between sources. Using available evidence and expert knowledge, the panel produced a series of ECCO consensus position statements on histological features in IBD.