Na You , Xuan Cao , Hualing Nie , Tong Su , Hua Song , Ziyi Jin , Xiaoyan Xin , Dandan Wang , Lingyun Sun
{"title":"应用深度学习定量分析胸部CT评价托法替尼治疗抗mda5 +皮肌炎的疗效","authors":"Na You , Xuan Cao , Hualing Nie , Tong Su , Hua Song , Ziyi Jin , Xiaoyan Xin , Dandan Wang , Lingyun Sun","doi":"10.1016/j.medcli.2025.107206","DOIUrl":null,"url":null,"abstract":"<div><h3>Introduction and objectives</h3><div>This study aimed to clarify whether quantitative high-resolution computed tomography (HRCT) analysis can assess the condition of interstitial lung disease (ILD) associated with anti-melanoma differentiation-associated gene 5 positive (anti MDA5+) dermatomyositis (DM) and investigate the efficacy of tofacitinib in the treatment of anti-MDA5+ DM.</div></div><div><h3>Materials and methods</h3><div>Seventy patients were included in this retrospective study: 39 in the tofacitinib group and 31 in the group without tofacitinib. Patients’ HRCT were uploaded to a deep learning system to assess ILD regression. Based on patients’ quantitative HRCT results, survival and glucocorticoids (GCs) usage, the efficacy of tofacitinib in the treatment of anti-MDA5+ DM were assessed. The safety was assessed by recording the incidence of adverse reactions. Data were analyzed using SPSS26.0 and R4.4.1.</div></div><div><h3>Results</h3><div>No significant differences for baseline characteristics were observed between the two groups of patients, except for cutaneous involvement. Tofacitinib group showed higher 3-year survival and it was an independent protective factor against mortality. Elevated serum ferritin (>1000<!--> <!-->μg/L) increased the risk of death. Quantitative HRCT analysis showed a significant reduction in the percentage of whole-lung involvement in the tofacitinib group between the baseline and follow-up. The total lesion volume reduction in the whole lung after treatment was substantially higher in the tofacitinib group. The tofacitinib group had a shorter duration of GCs tapering and a higher risk of EBV infection.</div></div><div><h3>Conclusions</h3><div>Quantitative HRCT analysis can be used to assess the response of ILD to tofacitinib treatment. Tofacitinib is effective in patients with anti-MDA5+ DM-ILD but increases the risk of infection.</div></div>","PeriodicalId":18578,"journal":{"name":"Medicina Clinica","volume":"165 6","pages":"Article 107206"},"PeriodicalIF":2.1000,"publicationDate":"2025-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Quantitative analysis of chest CT with deep learning to assess the efficacy of tofacitinib in the treatment of anti-MDA5+ dermatomyositis\",\"authors\":\"Na You , Xuan Cao , Hualing Nie , Tong Su , Hua Song , Ziyi Jin , Xiaoyan Xin , Dandan Wang , Lingyun Sun\",\"doi\":\"10.1016/j.medcli.2025.107206\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><h3>Introduction and objectives</h3><div>This study aimed to clarify whether quantitative high-resolution computed tomography (HRCT) analysis can assess the condition of interstitial lung disease (ILD) associated with anti-melanoma differentiation-associated gene 5 positive (anti MDA5+) dermatomyositis (DM) and investigate the efficacy of tofacitinib in the treatment of anti-MDA5+ DM.</div></div><div><h3>Materials and methods</h3><div>Seventy patients were included in this retrospective study: 39 in the tofacitinib group and 31 in the group without tofacitinib. Patients’ HRCT were uploaded to a deep learning system to assess ILD regression. Based on patients’ quantitative HRCT results, survival and glucocorticoids (GCs) usage, the efficacy of tofacitinib in the treatment of anti-MDA5+ DM were assessed. The safety was assessed by recording the incidence of adverse reactions. Data were analyzed using SPSS26.0 and R4.4.1.</div></div><div><h3>Results</h3><div>No significant differences for baseline characteristics were observed between the two groups of patients, except for cutaneous involvement. Tofacitinib group showed higher 3-year survival and it was an independent protective factor against mortality. Elevated serum ferritin (>1000<!--> <!-->μg/L) increased the risk of death. Quantitative HRCT analysis showed a significant reduction in the percentage of whole-lung involvement in the tofacitinib group between the baseline and follow-up. The total lesion volume reduction in the whole lung after treatment was substantially higher in the tofacitinib group. The tofacitinib group had a shorter duration of GCs tapering and a higher risk of EBV infection.</div></div><div><h3>Conclusions</h3><div>Quantitative HRCT analysis can be used to assess the response of ILD to tofacitinib treatment. Tofacitinib is effective in patients with anti-MDA5+ DM-ILD but increases the risk of infection.</div></div>\",\"PeriodicalId\":18578,\"journal\":{\"name\":\"Medicina Clinica\",\"volume\":\"165 6\",\"pages\":\"Article 107206\"},\"PeriodicalIF\":2.1000,\"publicationDate\":\"2025-10-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Medicina Clinica\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0025775325004348\",\"RegionNum\":4,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"MEDICINE, GENERAL & INTERNAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Medicina Clinica","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0025775325004348","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MEDICINE, GENERAL & INTERNAL","Score":null,"Total":0}
Quantitative analysis of chest CT with deep learning to assess the efficacy of tofacitinib in the treatment of anti-MDA5+ dermatomyositis
Introduction and objectives
This study aimed to clarify whether quantitative high-resolution computed tomography (HRCT) analysis can assess the condition of interstitial lung disease (ILD) associated with anti-melanoma differentiation-associated gene 5 positive (anti MDA5+) dermatomyositis (DM) and investigate the efficacy of tofacitinib in the treatment of anti-MDA5+ DM.
Materials and methods
Seventy patients were included in this retrospective study: 39 in the tofacitinib group and 31 in the group without tofacitinib. Patients’ HRCT were uploaded to a deep learning system to assess ILD regression. Based on patients’ quantitative HRCT results, survival and glucocorticoids (GCs) usage, the efficacy of tofacitinib in the treatment of anti-MDA5+ DM were assessed. The safety was assessed by recording the incidence of adverse reactions. Data were analyzed using SPSS26.0 and R4.4.1.
Results
No significant differences for baseline characteristics were observed between the two groups of patients, except for cutaneous involvement. Tofacitinib group showed higher 3-year survival and it was an independent protective factor against mortality. Elevated serum ferritin (>1000 μg/L) increased the risk of death. Quantitative HRCT analysis showed a significant reduction in the percentage of whole-lung involvement in the tofacitinib group between the baseline and follow-up. The total lesion volume reduction in the whole lung after treatment was substantially higher in the tofacitinib group. The tofacitinib group had a shorter duration of GCs tapering and a higher risk of EBV infection.
Conclusions
Quantitative HRCT analysis can be used to assess the response of ILD to tofacitinib treatment. Tofacitinib is effective in patients with anti-MDA5+ DM-ILD but increases the risk of infection.
期刊介绍:
Medicina Clínica, fundada en 1943, es una publicación quincenal dedicada a la promoción de la investigación y de la práctica clínica entre los especialistas de la medicina interna, así como otras especialidades. Son características fundamentales de esta publicación el rigor científico y metodológico de sus artículos, la actualidad de los temas y, sobre todo, su sentido práctico, buscando siempre que la información sea de la mayor utilidad en la práctica clínica.