Abstract
Background
Patient-Reported Outcomes Measurement Information System (PROMIS) tools can identify health-related quality of life (HRQOL) domains that could differentially affect disease progression. Cirrhotics are highly prone to hospitalizations and re-hospitalizations, but the current clinical prognostic models may be insufficient, and thus studying the contribution of individual HRQOL domains could improve prognostication.
Aim
Analyze the impact of individual HRQOL PROMIS domains in predicting time to all non-elective hospitalizations and re-hospitalizations in cirrhosis.
Methods
Outpatient cirrhotics were administered PROMIS computerized tools. The first non-elective hospitalization and subsequent re-hospitalizations after enrollment were recorded. Individual PROMIS domains significantly contributing toward these outcomes were generated using principal component analysis. Factor analysis revealed three major PROMIS domain groups: daily function (fatigue, physical function, social roles/activities and sleep issues), mood (anxiety, anger, and depression), and pain (pain behavior/impact) accounted for 77% of the variability. Cox proportional hazards regression modeling was used for these groups to evaluate time to first hospitalization and re-hospitalization.
Results
A total of 286 patients [57 years, MELD 13, 67% men, 40% hepatic encephalopathy (HE)] were enrolled. Patients were followed at 6-month (mth) intervals for a median of 38 mths (IQR 22–47), during which 31% were hospitalized [median IQR mths 12.5 (3–27)] and 12% were re-hospitalized [10.5 mths (3–28)]. Time to first hospitalization was predicted by HE, HR 1.5 (CI 1.01–2.5, p = 0.04) and daily function PROMIS group HR 1.4 (CI 1.1–1.8, p = 0.01), independently. In contrast, the pain PROMIS group were predictive of the time to re-hospitalization HR 1.6 (CI 1.1–2.3, p = 0.03) as was HE, HR 2.1 (CI 1.1–4.3, p = 0.03).
Conclusions
Daily function and pain HRQOL domain groups using PROMIS tools independently predict hospitalizations and re-hospitalizations in cirrhotic patients.
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Abbreviations
- HE:
-
Hepatic encephalopathy
- MELD:
-
Model for End-Stage Liver Disease Health-Related Quality of Life (HRQOL)
- PRO:
-
Patient-reported outcomes
- PROMIS:
-
Patient-Reported Outcomes Measurement Information System
- CAT:
-
Computerized adaptive measurement system
- IRQ:
-
Interquartile range
- HR:
-
Hazards ratio
- CI:
-
Confidence interval
References
GBD 2013 Mortality and Causes of Death Collaborators. Global, regional, and national age-sex specific all-cause and cause-specific mortality for 240 causes of death, 1990–2013: a systematic analysis for the global burden of disease study 2013. Lancet. 2015;385:117–171. doi:10.1016/S0140-6736(14)61682-2.
Younossi ZM, Koenig AB, Abdelatif D, Fazel Y, Henry L, Wymer M. Global epidemiology of nonalcoholic fatty liver disease-meta-analytic assessment of prevalence, incidence, and outcomes. Hepatology. 2016;64:73–84. doi:10.1002/hep.28431.
Udompap P, Kim D, Kim WR. Current and future burden of chronic nonmalignant liver disease. Clin Gastroenterol Hepatol. 2015;13:2031–2041. doi:10.1016/j.cgh.2015.08.015.
Tapper EB, Finkelstein D, Mittleman MA, Piatkowski G, Chang M, Lai M. A quality improvement initiative reduces 30-day rate of readmission for patients with cirrhosis. Clin Gastroenterol Hepatol. 2016;14:753–759. doi:10.1016/j.cgh.2015.08.041.
Tapper EB, Halbert B, Mellinger J. Rates of and reasons for hospital readmissions in patients with cirrhosis: a multistate population-based cohort study. Clin Gastroenterol Hepatol. 2016;14:1181–1188.e2. doi:10.1016/j.cgh.2016.04.009.
Bajaj JS, Reddy KR, Tandon P, et al. The 3-month readmission rate remains unacceptably high in a large north american cohort of patients with cirrhosis. Hepatology. 2016;64:200–208. doi:10.1002/hep.28414.
Kanwal F, Hays RD, Kilbourne AM, Dulai GS, Gralnek IM. Are physician-derived disease severity indices associated with health-related quality of life in patients with end-stage liver disease? Am J Gastroenterol. 2004;99:1726–1732. doi:10.1111/j.1572-0241.2004.30300.x.
Volk ML, Tocco RS, Bazick J, Rakoski MO, Lok AS. Hospital readmissions among patients with decompensated cirrhosis. Am J Gastroenterol. 2012;107:247–252. doi:10.1038/ajg.2011.314.
Berman K, Tandra S, Forssell K, et al. Incidence and predictors of 30-day readmission among patients hospitalized for advanced liver disease. Clin Gastroenterol Hepatol. 2011;9:254–259. doi:10.1016/j.cgh.2010.10.035.
Ganesh S, Rogal SS, Yadav D, Humar A, Behari J. Risk factors for frequent readmissions and barriers to transplantation in patients with cirrhosis. PLoS One. 2013;8:e55140. doi:10.1371/journal.pone.0055140.
Singal AG, Rahimi RS, Clark C, et al. An automated model using electronic medical record data identifies patients with cirrhosis at high risk for readmission. Clin Gastroenterol Hepatol. 2013;11:1335–1341.e1. doi:10.1016/j.cgh.2013.03.022.
Tapper EB, Finkelstein D, Mittleman MA, Piatkowski G, Lai M. Standard assessments of frailty are validated predictors of mortality in hospitalized patients with cirrhosis. Hepatology. 2015;62:584–590. doi:10.1002/hep.27830.
Marchesini G, Bianchi G, Amodio P, et al. Factors associated with poor health-related quality of life of patients with cirrhosis. Gastroenterology. 2001;120:170–178.
Martin LM, Sheridan MJ, Younossi ZM. The impact of liver disease on health-related quality of life: a review of the literature. Curr Gastroenterol Rep. 2002;4:79–83.
Orr JG, Homer T, Ternent L, et al. Health related quality of life in people with advanced chronic liver disease. J Hepatol. 2014;61:1158–1165. doi:10.1016/j.jhep.2014.06.034.
Kanwal F, Gralnek IM, Hays RD, et al. Health-related quality of life predicts mortality in patients with advanced chronic liver disease. Clin Gastroenterol Hepatol. 2009;7:793–799. doi:10.1016/j.cgh.2009.03.013.
Bajaj JS, Wade JB, Gibson DP, et al. The multi-dimensional burden of cirrhosis and hepatic encephalopathy on patients and caregivers. Am J Gastroenterol. 2011;106:1646–1653. doi:10.1038/ajg.2011.157.
Bajaj JS, White MB, Unser AB, et al. Cirrhotic patients have good insight into their daily functional impairment despite prior hepatic encephalopathy: comparison with PROMIS norms. Metab Brain Dis. 2016. doi:10.1007/s11011-016-9860-8.
Sanyal A, Younossi ZM, Bass NM, et al. Randomised clinical trial: rifaximin improves health-related quality of life in cirrhotic patients with hepatic encephalopathy—a double-blind placebo-controlled study. Aliment Pharmacol Ther. 2011;34:853–861. doi:10.1111/j.1365-2036.2011.04808.x.
Younossi ZM, Guyatt G, Kiwi M, Boparai N, King D. Development of a disease specific questionnaire to measure health related quality of life in patients with chronic liver disease. Gut. 1999;45:295–300.
Gralnek IM, Hays RD, Kilbourne A, et al. Development and evaluation of the liver disease quality of life instrument in persons with advanced, chronic liver disease—the LDQOL 1.0. Am J Gastroenterol. 2000;95:3552–3565.
Kanwal F, Spiegel BM, Hays RD, et al. Prospective validation of the short form liver disease quality of life instrument. Aliment Pharmacol Ther. 2008;28:1088–1101. doi:10.1111/j.1365-2036.2008.03817.x.
van der Plas SM, Hansen BE, de Boer JB, et al. The liver disease symptom index 2.0; validation of a disease-specific questionnaire. Qual Life Res. 2004;13:1469–1481.
Tsai LH, Lin CM, Chiang SC, Chen CL, Lan SJ, See LC. Symptoms and distress among patients with liver cirrhosis but without hepatocellular carcinoma in taiwan. Gastroenterol Nurs. 2014;37:49–59. doi:10.1097/SGA.0000000000000020.
Fritz E, Hammer J. Gastrointestinal symptoms in patients with liver cirrhosis are linked to impaired quality of life and psychological distress. Eur J Gastroenterol Hepatol. 2009;21:460–465.
Nardelli S, Pentassuglio I, Pasquale C, et al. Depression, anxiety and alexithymia symptoms are major determinants of health related quality of life (HRQoL) in cirrhotic patients. Metab Brain Dis. 2013;28:239–243. doi:10.1007/s11011-012-9364-0.
Rothrock NE, Hays RD, Spritzer K, Yount SE, Riley W, Cella D. Relative to the general US population, chronic diseases are associated with poorer health-related quality of life as measured by the patient-reported outcomes measurement information system (PROMIS). J Clin Epidemiol. 2010;63:1195–1204. doi:10.1016/j.jclinepi.2010.04.012.
Cella D, Riley W, Stone A, et al. The patient-reported outcomes measurement information system (PROMIS) developed and tested its first wave of adult self-reported health outcome item banks: 2005–2008. J Clin Epidemiol. 2010;63:1179–1194. doi:10.1016/j.jclinepi.2010.04.011.
Liu H, Cella D, Gershon R, et al. Representativeness of the patient-reported outcomes measurement information system internet panel. J Clin Epidemiol. 2010;63:1169–1178. doi:10.1016/j.jclinepi.2009.11.021.
Bajaj JS, Thacker LR, Wade JB, et al. PROMIS computerised adaptive tests are dynamic instruments to measure health-related quality of life in patients with cirrhosis. Aliment Pharmacol Ther. 2011;34:1123–1132. doi:10.1111/j.1365-2036.2011.04842.x.
Ahluwalia V, Wade JB, White MB, et al. Liver transplantation significantly improves global functioning and cerebral processing. Liver Transpl. 2016;22:1379–1390. doi:10.1002/lt.24498.
Mar J, Larranaga I, Arrospide A, Begiristain JM. Impact of disability on different domains of health-related quality of life in the noninstitutionalized general population. Clinicoecon Outcomes Res. 2010;2:97–103.
Quinten C, Martinelli F, Coens C, et al. A global analysis of multitrial data investigating quality of life and symptoms as prognostic factors for survival in different tumor sites. Cancer. 2014;120:302–311. doi:10.1002/cncr.28382.
Saarni SI, Suvisaari J, Sintonen H, et al. Impact of psychiatric disorders on health-related quality of life: general population survey. Br J Psychiatry. 2007;190:326–332.
Neff GW, Duncan CW, Schiff ER. The current economic burden of cirrhosis. Gastroenterol Hepatol (N Y). 2011;7:661–671.
Thandassery RB, Montano-Loza AJ. Role of nutrition and muscle in cirrhosis. Curr Treat Options Gastroenterol. 2016;14:257–273. doi:10.1007/s11938-016-0093-z.
Montagnese S, Turco M, Amodio P. Hepatic encephalopathy and sleepiness: an interesting connection? J Clin Exp Hepatol. 2015;5:S49–S53. doi:10.1016/j.jceh.2014.06.006.
Bajaj JS, Thacker LR, Leszczyszyn D, et al. Effects of obstructive sleep apnea on sleep quality, cognition, and driving performance in patients with cirrhosis. Clin Gastroenterol Hepatol. 2015;13:390–397.e1. doi:10.1016/j.cgh.2014.08.028.
Madan A, Barth KS, Balliet WE, et al. Chronic pain among liver transplant candidates. Prog Transplant. 2012;22:379–384.
Roth K, Lynn J, Zhong Z, Borum M, Dawson NV. Dying with end stage liver disease with cirrhosis: insights from SUPPORT. study to understand prognoses and preferences for outcomes and risks of treatment. J Am Geriatr Soc. 2000;48:S122–S130.
Acharya C, Betrapally NS, Gillevet PM, et al. Chronic opioid use is associated with altered gut microbiota and predicts readmissions in patients with cirrhosis. Aliment Pharmacol Ther. 2017;45:319–331. doi:10.1111/apt.13858.
Dowell D, Haegerich TM, Chou R. CDC guideline for prescribing opioids for chronic pain—United States, 2016. MMWR Recomm Rep. 2016;65:1–49. doi:10.15585/mmwr.rr6501e1.
Potosek J, Curry M, Buss M, Chittenden E. Integration of palliative care in end-stage liver disease and liver transplantation. J Palliat Med. 2014;17:1271–1277. doi:10.1089/jpm.2013.0167.
Russ TC, Kivimaki M, Morling JR, Starr JM, Stamatakis E, Batty GD. Association between psychological distress and liver disease mortality: a meta-analysis of individual study participants. Gastroenterology. 2015;148:958–966.e4. doi:10.1053/j.gastro.2015.02.004.
Acknowledgments
This study was partly supported by the NIDDK RO1DK087013 and VA Merit Review Grant CX10076 awarded to Jasmohan S. Bajaj.
Author’s contributions
JSB contributed to study concept and design. LRT, JSB, and KRP analyzed the data. Manuscript preparation was carried out by KRP, JSB, and LRT. JSB, RKS, AJS, RTS, SM, MS, VL, MF, PP, MBW, AF, JBW, and EAG recruited the patients and conducted the study. Manuscript was reviewed by all the authors.
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Patidar, K.R., Thacker, L.R., Wade, J.B. et al. Symptom Domain Groups of the Patient-Reported Outcomes Measurement Information System Tools Independently Predict Hospitalizations and Re-hospitalizations in Cirrhosis. Dig Dis Sci 62, 1173–1179 (2017). https://doi.org/10.1007/s10620-017-4509-y
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DOI: https://doi.org/10.1007/s10620-017-4509-y