K. Moradi , S. Mohammadi , B. Mohajer , R. Hadidchi , F.W. Roemer , A. Guermazi , S. Demehri
{"title":"他汀类药物的使用与骨髓病变负担的减少:骨关节炎倡议的纵向深度学习定量分析","authors":"K. Moradi , S. Mohammadi , B. Mohajer , R. Hadidchi , F.W. Roemer , A. Guermazi , S. Demehri","doi":"10.1016/j.ostima.2024.100190","DOIUrl":null,"url":null,"abstract":"<div><h3>INTRODUCTION</h3><p>Subchondral bone marrow lesions (BMLs) are a risk factor for knee OA outcomes and deep-learning (DL) methods can help in automated segmentation and risk prediction.</p></div><div><h3>OBJECTIVE</h3><p>To determine the association between statin use and longitudinal changes in knee MRI-detected BML volume.</p></div><div><h3>METHODS</h3><p>Using the Osteoarthritis Initiative (OAI) cohort, we classified participants’ knees into two categories: statin users (those who used statins from baseline to the fourth year of the cohort) and non-users. We employed a 1:1 ratio propensity score (PS) matching method, adjusting for factors including age, sex, race, BMI, smoking, alcohol use, physical activity, KL grade, abdominal obesity, diabetes mellitus, and cardiovascular diseases. We measured quantitative BML volume using a validated deep learning (DL) algorithm, applied to baseline, year-2, and year-4 intermediate-weighted knee MRIs. The outcome was determined by the differences in the 4-year BML volume change between statin users and non-users.</p></div><div><h3>RESULTS</h3><p>After adjusting for potential confounders, 3206 knees were included (1603 statin users:1603 non-user; 64.1 ± 8.5 years old, female/male ratio: 1.1). Multilevel linear mixed-effect regression model showed that statin use is associated a less degree of increase in BML volume over 4 years (time-treatment interaction estimate, 95% confidence interval (CI): -4.24 mm<sup>3</sup>/year, -7.26 to -1.22, P = 0.005).</p></div><div><h3>CONCLUSION</h3><p>Continues statin use is linked to a reduction in the worsening of BML, a known risk factor for the onset and progression of knee OA.</p></div>","PeriodicalId":74378,"journal":{"name":"Osteoarthritis imaging","volume":"4 ","pages":"Article 100190"},"PeriodicalIF":0.0000,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2772654124000187/pdfft?md5=f7ce064276b2dd78f7f5e54add4536aa&pid=1-s2.0-S2772654124000187-main.pdf","citationCount":"0","resultStr":"{\"title\":\"STATIN USE AND DECREASED BONE MARROW LESION BURDEN: A LONGITUDINAL DEEP-LEARNING QUANTITATIVE ANALYSIS FROM OSTEOARTHRITIS INITIATIVE\",\"authors\":\"K. Moradi , S. Mohammadi , B. Mohajer , R. Hadidchi , F.W. Roemer , A. Guermazi , S. Demehri\",\"doi\":\"10.1016/j.ostima.2024.100190\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><h3>INTRODUCTION</h3><p>Subchondral bone marrow lesions (BMLs) are a risk factor for knee OA outcomes and deep-learning (DL) methods can help in automated segmentation and risk prediction.</p></div><div><h3>OBJECTIVE</h3><p>To determine the association between statin use and longitudinal changes in knee MRI-detected BML volume.</p></div><div><h3>METHODS</h3><p>Using the Osteoarthritis Initiative (OAI) cohort, we classified participants’ knees into two categories: statin users (those who used statins from baseline to the fourth year of the cohort) and non-users. We employed a 1:1 ratio propensity score (PS) matching method, adjusting for factors including age, sex, race, BMI, smoking, alcohol use, physical activity, KL grade, abdominal obesity, diabetes mellitus, and cardiovascular diseases. We measured quantitative BML volume using a validated deep learning (DL) algorithm, applied to baseline, year-2, and year-4 intermediate-weighted knee MRIs. The outcome was determined by the differences in the 4-year BML volume change between statin users and non-users.</p></div><div><h3>RESULTS</h3><p>After adjusting for potential confounders, 3206 knees were included (1603 statin users:1603 non-user; 64.1 ± 8.5 years old, female/male ratio: 1.1). Multilevel linear mixed-effect regression model showed that statin use is associated a less degree of increase in BML volume over 4 years (time-treatment interaction estimate, 95% confidence interval (CI): -4.24 mm<sup>3</sup>/year, -7.26 to -1.22, P = 0.005).</p></div><div><h3>CONCLUSION</h3><p>Continues statin use is linked to a reduction in the worsening of BML, a known risk factor for the onset and progression of knee OA.</p></div>\",\"PeriodicalId\":74378,\"journal\":{\"name\":\"Osteoarthritis imaging\",\"volume\":\"4 \",\"pages\":\"Article 100190\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-01-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.sciencedirect.com/science/article/pii/S2772654124000187/pdfft?md5=f7ce064276b2dd78f7f5e54add4536aa&pid=1-s2.0-S2772654124000187-main.pdf\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Osteoarthritis imaging\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S2772654124000187\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Osteoarthritis imaging","FirstCategoryId":"1085","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2772654124000187","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
STATIN USE AND DECREASED BONE MARROW LESION BURDEN: A LONGITUDINAL DEEP-LEARNING QUANTITATIVE ANALYSIS FROM OSTEOARTHRITIS INITIATIVE
INTRODUCTION
Subchondral bone marrow lesions (BMLs) are a risk factor for knee OA outcomes and deep-learning (DL) methods can help in automated segmentation and risk prediction.
OBJECTIVE
To determine the association between statin use and longitudinal changes in knee MRI-detected BML volume.
METHODS
Using the Osteoarthritis Initiative (OAI) cohort, we classified participants’ knees into two categories: statin users (those who used statins from baseline to the fourth year of the cohort) and non-users. We employed a 1:1 ratio propensity score (PS) matching method, adjusting for factors including age, sex, race, BMI, smoking, alcohol use, physical activity, KL grade, abdominal obesity, diabetes mellitus, and cardiovascular diseases. We measured quantitative BML volume using a validated deep learning (DL) algorithm, applied to baseline, year-2, and year-4 intermediate-weighted knee MRIs. The outcome was determined by the differences in the 4-year BML volume change between statin users and non-users.
RESULTS
After adjusting for potential confounders, 3206 knees were included (1603 statin users:1603 non-user; 64.1 ± 8.5 years old, female/male ratio: 1.1). Multilevel linear mixed-effect regression model showed that statin use is associated a less degree of increase in BML volume over 4 years (time-treatment interaction estimate, 95% confidence interval (CI): -4.24 mm3/year, -7.26 to -1.22, P = 0.005).
CONCLUSION
Continues statin use is linked to a reduction in the worsening of BML, a known risk factor for the onset and progression of knee OA.