Dynamic Risk Prediction of Response to Ursodeoxycholic Acid Among Patients with Primary Biliary Cholangitis in the USA

被引:6
作者
Li, Jia [1 ,2 ]
Lu, Mei [3 ]
Zhou, Yueren [3 ]
Bowlus, Christopher L. [4 ]
Lindor, Keith [5 ]
Rodriguez-Watson, Carla [6 ,7 ]
Romanelli, Robert J. [8 ]
Haller, Irina, V [9 ]
Anderson, Heather [10 ]
VanWormer, Jeffrey J. [11 ]
Boscarino, Joseph A. [12 ]
Schmidt, Mark A. [13 ]
Daida, Yihe G. [14 ]
Sahota, Amandeep [15 ]
Vincent, Jennifer [16 ]
Wu, Kuan-Han Hank [3 ]
Trudeau, Sheri [3 ]
Rupp, Loralee B. [17 ]
Melkonian, Christina [3 ]
Gordon, Stuart C. [1 ,2 ]
机构
[1] Henry Ford Hlth Syst, Dept Gastroenterol & Hepatol, Detroit, MI 48202 USA
[2] Wayne State Univ, Sch Med, Detroit, MI 48202 USA
[3] Henry Ford Hlth Syst, Dept Publ Hlth Sci, 3E One Ford Pl, Detroit, MI 48202 USA
[4] Univ Calif Davis, Sch Med, Sacramento, CA 95817 USA
[5] Arizona State Univ, Coll Hlth Solut, Phoenix, AZ USA
[6] Kaiser Permanente Midatlantic States, Midatlantic Permanente Res Inst, Rockville, MD USA
[7] FDA, Innovat Med Evidence Dev & Surveillance, Reagan Udall Fdn, Washington, DC USA
[8] Palo Alto Med Fdn, Res Inst, Palo Alto, CA 94301 USA
[9] Essentia Hlth, Essentia Inst Rural Hlth, Duluth, MN USA
[10] Univ Colorado, Skaggs Sch Pharm & Pharmaceut Sci, Aurora, CO USA
[11] Marshfield Clin Fdn Med Res & Educ, Res Inst, Marshfield, WI USA
[12] Geisinger Med Clin, Dept Epidemiol & Hlth Serv Res, Danville, PA USA
[13] Kaiser Permanente Northwest, Ctr Hlth Res, Portland, OR USA
[14] Kaiser Permanente Hawaii, Ctr Integrated Hlth Care Res, Honolulu, HI USA
[15] Kaiser Permanente Southern Calif, Dept Res & Evaluat, Los Angeles, CA USA
[16] Baylor Scott & White Res Inst, Temple, TX USA
[17] Henry Ford Hlth Syst, Ctr Hlth Policy & Hlth Serv Res, Detroit, MI USA
关键词
Primary biliary cirrhosis; Alkaline phosphatase; Paris II; CIRRHOSIS;
D O I
10.1007/s10620-021-07219-4
中图分类号
R57 [消化系及腹部疾病];
学科分类号
摘要
Background Ursodeoxycholic acid (UDCA) remains the first-line therapy for primary biliary cholangitis (PBC); however, inadequate treatment response (ITR) is common. The UK-PBC Consortium developed the modified UDCA Response Score (m-URS) to predict ITR (using alkaline phosphatase [ALP] > 1.67 times the upper limit of normal [*ULN]) at 12 months post-UDCA initiation). Using data from the US-based Fibrotic Liver Disease Consortium, we assessed the m-URS in our multi-racial cohort. We then used a dynamic modeling approach to improve prediction accuracy. Methods Using data collected at the time of UDCA initiation, we assessed the m-URS using the original formula; then, by calibrating coefficients to our data, we also assessed whether it remained accurate when using Paris II criteria for ITR. Next, we developed and validated a dynamic risk prediction model that included post-UDCA initiation laboratory data. Results Among 1578 patients (13% men; 8% African American, 9% Asian American/American Indian/Pacific Islander; 25% Hispanic), the rate of ITR was 27% using ALP > 1.67*ULN and 45% using Paris II criteria. M-URS accuracy was "very good" (AUROC = 0.87, sensitivity = 0.62, and specificity = 0.82) for ALP > 1.67*ULN and "moderate" (AUROC = 0.74, sensitivity = 0.57, and specificity = 0.70) for Paris II. Our dynamic model significantly improved accuracy for both definitions of ITR (ALP > 1.67*ULN: AUROC = 0.91; Paris II: AUROC = 0.81); specificity approached 100%. Roughly 9% of patients in our cohort were at the highest risk of ITR. Conclusions Early identification of patients who will not respond to UDCA treatment using a dynamic prediction model based on longitudinal, repeated risk factor measurements may facilitate earlier introduction of adjuvant treatment.
引用
收藏
页码:4170 / 4180
页数:11
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