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Wang Y, Luo Z, Zhou Z, Zhong Y, Zhang R, Shen X, Huang L, He W, Lin J, Fang J, Huang Q, Wang H, Zhang Z, Mao R, Feng ST, Li X, Huang B, Li Z, Zhang J, Chen Z. CT-based radiomics signature of visceral adipose tissue and bowel lesions for identifying patients with Crohn's disease resistant to infliximab. Insights Imaging 2024; 15:28. [PMID: 38289416 PMCID: PMC10828370 DOI: 10.1186/s13244-023-01581-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2023] [Accepted: 11/25/2023] [Indexed: 02/02/2024] Open
Abstract
PURPOSE To develop a CT-based radiomics model combining with VAT and bowel features to improve the predictive efficacy of IFX therapy on the basis of bowel model. METHODS This retrospective study included 231 CD patients (training cohort, n = 112; internal validation cohort, n = 48; external validation cohort, n = 71) from two tertiary centers. Machine-learning VAT model and bowel model were developed separately to identify CD patients with primary nonresponse to IFX. A comprehensive model incorporating VAT and bowel radiomics features was further established to verify whether CT features extracted from VAT would improve the predictive efficacy of bowel model. Area under the curve (AUC) and decision curve analysis were used to compare the prediction performance. Clinical utility was assessed by integrated differentiation improvement (IDI). RESULTS VAT model and bowel model exhibited comparable performance for identifying patients with primary nonresponse in both internal (AUC: VAT model vs bowel model, 0.737 (95% CI, 0.590-0.854) vs. 0.832 (95% CI, 0.750-0.896)) and external validation cohort [AUC: VAT model vs. bowel model, 0.714 (95% CI, 0.595-0.815) vs. 0.799 (95% CI, 0.687-0.885)), exhibiting a relatively good net benefit. The comprehensive model incorporating VAT into bowel model yielded a satisfactory predictive efficacy in both internal (AUC, 0.840 (95% CI, 0.706-0.930)) and external validation cohort (AUC, 0.833 (95% CI, 0.726-0.911)), significantly better than bowel alone (IDI = 4.2% and 3.7% in internal and external validation cohorts, both p < 0.05). CONCLUSION VAT has an effect on IFX treatment response. It improves the performance for identification of CD patients at high risk of primary nonresponse to IFX therapy with selected features from RM. CRITICAL RELEVANCE STATEMENT Our radiomics model (RM) for VAT-bowel analysis captured the pathophysiological changes occurring in VAT and whole bowel lesion, which could help to identify CD patients who would not response to infliximab at the beginning of therapy. KEY POINTS • Radiomics signatures with VAT and bowel alone or in combination predicting infliximab efficacy. • VAT features contribute to the prediction of IFX treatment efficacy. • Comprehensive model improved the performance compared with the bowel model alone.
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Affiliation(s)
- Yangdi Wang
- Department of Radiology, The First Affiliated Hospital, Sun Yat-Sen University, 58 Zhongshan II Road, Guangzhou, Guangdong, 510080, People's Republic of China
| | - Zixin Luo
- Medical AI Lab, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University, Shenzhen, Guangdong, People's Republic of China
| | - Zhengran Zhou
- Zhongshan School of Medicine, Sun Yat-Sen University, 74 Zhongshan II Road, Guangzhou, Guangdong, People's Republic of China
| | - Yingkui Zhong
- Department of Gastroenterology, The Sixth Affiliated Hospital, Sun Yat-Sen University, Yuancun Er Heng Road, No. 26, Guangzhou, Guangdong, People's Republic of China
| | - Ruonan Zhang
- Department of Radiology, The First Affiliated Hospital, Sun Yat-Sen University, 58 Zhongshan II Road, Guangzhou, Guangdong, 510080, People's Republic of China
| | - Xiaodi Shen
- Department of Radiology, The First Affiliated Hospital, Sun Yat-Sen University, 58 Zhongshan II Road, Guangzhou, Guangdong, 510080, People's Republic of China
| | - Lili Huang
- Department of Radiology, The First Affiliated Hospital, Sun Yat-Sen University, 58 Zhongshan II Road, Guangzhou, Guangdong, 510080, People's Republic of China
| | - Weitao He
- Department of Radiology, The First Affiliated Hospital, Sun Yat-Sen University, 58 Zhongshan II Road, Guangzhou, Guangdong, 510080, People's Republic of China
| | - Jinjiang Lin
- Department of Radiology, The First Affiliated Hospital, Sun Yat-Sen University, 58 Zhongshan II Road, Guangzhou, Guangdong, 510080, People's Republic of China
| | - Jiayu Fang
- Department of Radiology, The First Affiliated Hospital, Sun Yat-Sen University, 58 Zhongshan II Road, Guangzhou, Guangdong, 510080, People's Republic of China
| | - Qiapeng Huang
- Department of Gastrointestinal Surgery, The First Affiliated Hospital, Sun Yat-Sen University, 58 Zhongshan II Road, Guangzhou, Guangdong, People's Republic of China
| | - Haipeng Wang
- Medical AI Lab, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University, Shenzhen, Guangdong, People's Republic of China
| | - Zhuya Zhang
- Medical AI Lab, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University, Shenzhen, Guangdong, People's Republic of China
| | - Ren Mao
- Department of Gastroenterology, The First Affiliated Hospital, Sun Yat-Sen University, 58 Zhongshan II Road, Guangzhou, Guangdong, People's Republic of China
| | - Shi-Ting Feng
- Department of Radiology, The First Affiliated Hospital, Sun Yat-Sen University, 58 Zhongshan II Road, Guangzhou, Guangdong, 510080, People's Republic of China
| | - Xuehua Li
- Department of Radiology, The First Affiliated Hospital, Sun Yat-Sen University, 58 Zhongshan II Road, Guangzhou, Guangdong, 510080, People's Republic of China
| | - Bingsheng Huang
- Medical AI Lab, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University, Shenzhen, Guangdong, People's Republic of China
| | - Zhoulei Li
- Department of Radiology, The First Affiliated Hospital, Sun Yat-Sen University, 58 Zhongshan II Road, Guangzhou, Guangdong, 510080, People's Republic of China.
| | - Jian Zhang
- Shenzhen-Hong Kong Institute of Brain Science-Shenzhen Fundamental Research Institutions, Shenzhen, Guangdong, People's Republic of China.
- Health Science Center, School of Biomedical Engineering, Shenzhen University, Shenzhen, Guangdong, People's Republic of China.
| | - Zhihui Chen
- Department of Gastrointestinal Surgery, The First Affiliated Hospital, Sun Yat-Sen University, 58 Zhongshan II Road, Guangzhou, Guangdong, People's Republic of China.
- Guangxi Hospital Division of The First Affiliated Hospital, Sun Yat-sen University, Nanning, Guangxi, People's Republic of China.
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Teresa J, Chamaida PR, Ana MF, Victoria NC, Theo R, Annick V, Karien B, Eva-María O, Cristina D, Alejandro V, Diana P, Laura N, Maria-Gema B, Alejandro B, Dora PS. Predictive Value of Serum Infliximab Levels at Induction Phase in Rheumatoid Arthritis Patients. Open Rheumatol J 2017; 11:75-87. [PMID: 28761564 PMCID: PMC5510569 DOI: 10.2174/1874312901711010075] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2017] [Revised: 03/07/2017] [Accepted: 04/21/2017] [Indexed: 12/29/2022] Open
Abstract
Background: The Infliximab, has proven effective in treating rheumatoid arthritis (RA). A good clinical response is usually associated with high serum drug levels. Development of antibodies toward Infliximab (ATI) can increase drug clearance, leading to treatment failure. Aims: To analyze whether serum Infliximab trough levels (ITL) at the induction phase are associated with Infliximab clearance and clinical outcomes at week(W) 54 and to investigate the association with immunogenicity development. Methods: Observational retrospective study in which ITL from 66 RA patients were measured by capture ELISA at W0, W2, W6, W14 and 22. Patients were classified as ITLpos if Infliximab was detectable at W54 and ITLneg otherwise. ATI were assayed by bridging ELISA and by two drug-tolerant assays. ITL cut-off values were established by ROC curves. The association between ITL at early-stage and clearance of Infliximab at W54 was analyzed by univariable and multivariable logistic regression. Results: ITLneg patients (n=25) always had significantly lower Infliximab levels than ITLpos (n=41). An ITL value of 4.4 μg/mL at W6 best predicted W54 Infliximab absence. In the multivariable analysis, only ITL below the cut-off at W6 (OR: 86.6; 95%CI: 6.58-1139.99) and non-use of methotrexate (OR: 6.9; 95%CI: 1.04-45.84) remained significantly associated with W54 Infliximab absence. ATI were more frequent in patients with ITL below the cut-off at W6. Conclusions: In RA, ITL at induction phase are inversely associated with Infliximab clearance and clinical outcomes at W54. ATI was the main reason for low early ITL. A predictive value of ITL at W6 was found as a useful prognostic measure of treatment efficacy.
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Affiliation(s)
- Jurado Teresa
- Immunology Unit, University Hospital La Paz, Paseo de la Castellana 261, 28046 Madrid, Spain
| | | | - Martínez-Feito Ana
- Immunology Unit, University Hospital La Paz, Paseo de la Castellana 261, 28046 Madrid, Spain
| | - Navarro-Compán Victoria
- Rheumatology Department and Institute for Health Research (IdiPAZ), University Hospital La Paz, Madrid, Spain
| | - Rispens Theo
- Sanquin Research; Department Immunophatology; Amsterdam, The Netherland; and Landsteiner Laboratory; Academic Medical Centre; University of Amsterdam; Amsterdam, The Netherlands
| | - Vries Annick
- Sanquin Research; Department Immunophatology; Amsterdam, The Netherland; and Landsteiner Laboratory; Academic Medical Centre; University of Amsterdam; Amsterdam, The Netherlands
| | - Bloem Karien
- Sanquin Research; Department Immunophatology; Amsterdam, The Netherland; and Landsteiner Laboratory; Academic Medical Centre; University of Amsterdam; Amsterdam, The Netherlands
| | - Olariaga Eva-María
- Immunology Unit, University Hospital La Paz, Paseo de la Castellana 261, 28046 Madrid, Spain
| | - Diego Cristina
- Immunology Unit, University Hospital La Paz, Paseo de la Castellana 261, 28046 Madrid, Spain
| | - Villalba Alejandro
- Rheumatology Department and Institute for Health Research (IdiPAZ), University Hospital La Paz, Madrid, Spain
| | - Peiteado Diana
- Rheumatology Department and Institute for Health Research (IdiPAZ), University Hospital La Paz, Madrid, Spain
| | - Nuño Laura
- Rheumatology Department and Institute for Health Research (IdiPAZ), University Hospital La Paz, Madrid, Spain
| | - Bonilla Maria-Gema
- Rheumatology Department and Institute for Health Research (IdiPAZ), University Hospital La Paz, Madrid, Spain
| | - Balsa Alejandro
- Rheumatology Department and Institute for Health Research (IdiPAZ), University Hospital La Paz, Madrid, Spain
| | - Pascual-Salcedo Dora
- Immunology Unit, University Hospital La Paz, Paseo de la Castellana 261, 28046 Madrid, Spain
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Goral V, Unsal B, Nermin Sivrikoz O. A Case of Breast Cancer Following Infliximab Treatment for Treatment-Refractory Crohn's Disease. Euroasian J Hepatogastroenterol 2014; 4:104-106. [PMID: 29699358 PMCID: PMC5913906 DOI: 10.5005/jp-journals-10018-1112] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/09/2014] [Accepted: 08/14/2014] [Indexed: 11/23/2022] Open
Abstract
Crohn’s disease is a chronic, or long lasting inflammatory disease in the gastrointestinal (GI) tract. Most commonly, Crohn’s disease affects the small intestine and the beginning of the large intestine. Treatment for Crohn’s disease usually involves drug therapy or, in certain cases, surgery. Several side effects develop from the use of drugs. A case with Crohn’s disease refractory to 5-ASA, corticosteroid and azathioprine treatments who developed breast carcinoma following infliximab treatment is being presented in this report. Case: SE, aged 44 years, presented to our polyclinic with weight loss, abdominal pain and flatulence. The patient had no response to mesalazine, steroid and azathioprine therapy. Upon identifying inflammatory stricture with abdominal MR, the medicines the patient has been using was discontinued and anti-TNF alpha (infliximab) treatment was initiated after receiving the consent of the patient. At 3rd month of treatment, the patient detected a small mass at the left breast. Mastectomy was performed and axillary lymph nodes were resected. Because breast cancer was detected following infliximab treatment in this case, we believe that a breast examination (physical examination, mammary USG) must be performed in female patients prior to infliximab therapy. How to cite this article: Goral V, Unsal B, Sivrikoz ON. A Case of Breast Cancer Following Infliximab Treatment for Treatment-Refractory Crohn’s Disease. Euroasian J Hepato-Gastroenterol 2014;4(2): 104-106.
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Affiliation(s)
- Vedat Goral
- Department of Gastroenterology, Izmir University Medical Faculty, Izmir, Turkey
| | - Belkis Unsal
- Department of Gastroenterology, Izmir Katip Çelebi University Medical Faculty, Izmir, Turkey
| | - Oya Nermin Sivrikoz
- Department of Pathology, Izmir Şifa University Medical Faculty, Izmir, Turkey
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