Admission Urinary and Serum Metabolites Predict Renal Outcomes in Hospitalized Patients With Cirrhosis

被引:38
作者
Bajaj, Jasmohan S. [1 ,2 ]
Garcia-Tsao, Guadalupe [3 ]
Reddy, K. Rajender [4 ]
O'Leary, Jacqueline G. [5 ]
Vargas, Hugo E. [6 ]
Lai, Jennifer C. [7 ]
Kamath, Patrick S. [8 ]
Tandon, Puneeta [9 ]
Subramanian, Ram M. [10 ]
Thuluvath, Paul [11 ]
Fagan, Andrew [1 ,2 ]
Sehrawat, Tejasav [8 ]
Rodriguez, Randolph de la Rosa [3 ]
Thacker, Leroy R. [1 ,2 ]
Wong, Florence [12 ]
机构
[1] Virginia Commonwealth Univ, Richmond, VA 23249 USA
[2] Cent Virginia Vet Healthcare Syst, 1201 Broad Rock Blvd, Richmond, VA 23249 USA
[3] Yale Univ, Med Ctr, New Haven, CT USA
[4] Univ Penn, Med Ctr, Philadelphia, PA 19104 USA
[5] Dallas Vet Affairs Med Ctr, Dallas, TX USA
[6] Mayo Clin Arizona, Phoenix, AZ USA
[7] Univ Calif San Francisco, San Francisco, CA 94143 USA
[8] Mayo Clin Rochester, Rochester, MN USA
[9] Univ Alberta, Edmonton, AB, Canada
[10] Emory Univ, Atlanta, GA 30322 USA
[11] Mercy Med Ctr, Baltimore, MD USA
[12] Univ Toronto, Toronto, ON, Canada
基金
美国国家卫生研究院;
关键词
ACUTE KIDNEY INJURY; REVISED CONSENSUS RECOMMENDATIONS; KYNURENINE PATHWAY; INTERNATIONAL CLUB; MANAGEMENT; DISEASE; ASSOCIATION; DIAGNOSIS; MORTALITY;
D O I
10.1002/hep.31907
中图分类号
R57 [消化系及腹部疾病];
学科分类号
摘要
Background and Aims Acute kidney injury (AKI) has a poor prognosis in cirrhosis. Given the variability of creatinine, the prediction of AKI and dialysis by other markers is needed. The aim of this study is to determine the role of serum and urine metabolomics in the prediction of AKI and dialysis in an inpatient cirrhosis cohort. Approach and Results Inpatients with cirrhosis from 11 North American Consortium of End-stage Liver Disease centers who provided admission serum/urine when they were AKI and dialysis-free were included. Analysis of covariance adjusted for demographics, infection, and cirrhosis severity was performed to identify metabolites that differed among patients (1) who developed AKI or not; (2) required dialysis or not; and/pr (3) within AKI subgroups who needed dialysis or not. We performed random forest and AUC analyses to identify specific metabolite(s) associated with outcomes. Logistic regression with clinical variables with/without metabolites was performed. A total of 602 patients gave serum (218 developed AKI, 80 needed dialysis) and 435 gave urine (164 developed AKI, 61 needed dialysis). For AKI prediction, clinical factor-adjusted AUC was 0.91 for serum and 0.88 for urine. Major metabolites such as uremic toxins (2,3-dihydroxy-5-methylthio-4-pentenoic acid [DMTPA], N2N2dimethylguanosine, uridine/pseudouridine) and tryptophan/tyrosine metabolites (kynunerate, 8-methoxykyunerate, quinolinate) were higher in patients who developed AKI. For dialysis prediction, clinical factor-adjusted AUC was 0.93 for serum and 0.91 for urine. Similar metabolites as AKI were altered here. For dialysis prediction in those with AKI, the AUC was 0.81 and 0.79 for serum/urine. Lower branched-chain amino-acid (BCAA) metabolites but higher cysteine, tryptophan, glutamate, and DMTPA were seen in patients with AKI needing dialysis. Serum/urine metabolites were additive to clinical variables for all outcomes. Conclusions Specific admission urinary and serum metabolites were significantly additive to clinical variables to predict AKI development and dialysis initiation in inpatients with cirrhosis. These observations can potentially facilitate earlier initiation of renoprotective measures.
引用
收藏
页码:2699 / 2713
页数:15
相关论文
共 35 条
[1]   Diagnosis and management of acute kidney injury in patients with cirrhosis: Revised consensus recommendations of the International Club of Ascites [J].
Angeli, Paolo ;
Gines, Pere ;
Wong, Florence ;
Bernardi, Mauro ;
Boyer, Thomas D. ;
Gerbes, Alexander ;
Moreau, Richard ;
Jalan, Rajiv ;
Sarin, Shiv K. ;
Piano, Salvatore ;
Moore, Kevin ;
Lee, Samuel S. ;
Durand, Francois ;
Salerno, Francesco ;
Caraceni, Paolo ;
Kim, W. Ray ;
Arroyo, Vicente ;
Garcia-Tsao, Guadalupe .
JOURNAL OF HEPATOLOGY, 2015, 62 (04) :968-974
[2]   Diagnosis and management of acute kidney injury in patients with cirrhosis: revised consensus recommendations of the International Club of Ascites [J].
Angeli, Paolo ;
Gines, Pere ;
Wong, Florence ;
Bernardi, Mauro ;
Boyer, Thomas D. ;
Gerbes, Alexander ;
Moreau, Richard ;
Jalan, Rajiv ;
Sarin, Shiv K. ;
Piano, Salvatore ;
Moore, Kevin ;
Lee, Samuel S. ;
Durand, Francois ;
Salerno, Francesco ;
Caraceni, Paolo ;
Kim, W. Ray ;
Arroyo, Vicente ;
Garcia-Tsao, Guadalupe .
GUT, 2015, 64 (04) :531-537
[3]  
[Anonymous], 2021, IEEE Trans. Broadcast.
[4]   Serum Levels of Metabolites Produced by Intestinal Microbes and Lipid Moieties Independently Associated With Acute-on-Chronic Liver Failure and Death in Patients With Cirrhosis [J].
Bajaj, Jasmohan S. ;
Reddy, K. Rajender ;
O'Leary, Jacqueline G. ;
Vargas, Hugo E. ;
Lai, Jennifer C. ;
Kamath, Patrick S. ;
Tandon, Puneeta ;
Wong, Florence ;
Subramanian, Ram M. ;
Thuluvath, Paul ;
Fagan, Andrew ;
White, Melanie B. ;
Gavis, Edith A. ;
Sehrawat, Tejasav ;
Rodriguez, Randolph de la Rosa ;
Thacker, Leroy R. ;
Sikaroodi, Masoumeh ;
Garcia-Tsao, Guadalupe ;
Gillevet, Patrick M. .
GASTROENTEROLOGY, 2020, 159 (05) :1715-+
[5]   Serum and urinary metabolomics and outcomes in cirrhosis [J].
Bajaj, Jasmohan S. ;
Fan, Sili ;
Thacker, Leroy R. ;
Fagan, Andrew ;
Gavis, Edith ;
White, Melanie B. ;
Heuman, Douglas M. ;
Fuchs, Michael ;
Fiehn, Oliver .
PLOS ONE, 2019, 14 (09)
[6]   Association of AKI With Mortality and Complications in Hospitalized Patients With Cirrhosis [J].
Belcher, Justin M. ;
Garcia-Tsao, Guadalupe ;
Sanyal, Arun J. ;
Bhogal, Harjit ;
Lim, Joseph K. ;
Ansari, Naheed ;
Coca, Steven G. ;
Parikh, Chirag R. .
HEPATOLOGY, 2013, 57 (02) :753-762
[7]   Orchestration of Tryptophan-Kynurenine Pathway, Acute Decompensation, and Acute-on-Chronic Liver Failure in Cirrhosis [J].
Claria, Joan ;
Moreau, Richard ;
Fenaille, Francois ;
Amoros, Alex ;
Junot, Christophe ;
Gronbaek, Henning ;
Coenraad, Minneke J. ;
Pruvost, Alain ;
Ghettas, Aurelie ;
Chu-Van, Emeline ;
Lopez-Vicario, Cristina ;
Oettl, Karl ;
Caraceni, Paolo ;
Alessandria, Carlo ;
Trebicka, Jonel ;
Pavesi, Marco ;
Deulofeu, Carme ;
Albillos, Agustin ;
Gustot, Thierry ;
Welzel, Tania M. ;
Fernandez, Javier ;
Stauber, Rudolf E. ;
Saliba, Faouzi ;
Butin, Noemie ;
Colsch, Benoit ;
Moreno, Christophe ;
Durand, Francois ;
Nevens, Frederik ;
Banares, Rafael ;
Benten, Daniel ;
Gines, Pere ;
Gerbes, Alexander ;
Jalan, Rajiv ;
Angeli, Paolo ;
Bernardi, Mauro ;
Arroyo, Vicente .
HEPATOLOGY, 2019, 69 (04) :1686-1701
[8]   "Normal" Creatinine Levels Predict Persistent Kidney Injury and Waitlist Mortality in Outpatients With Cirrhosis [J].
Cullaro, Giuseppe ;
Park, Meyeon ;
Lai, Jennifer C. .
HEPATOLOGY, 2018, 68 (05) :1953-1960
[9]   COMPARING THE AREAS UNDER 2 OR MORE CORRELATED RECEIVER OPERATING CHARACTERISTIC CURVES - A NONPARAMETRIC APPROACH [J].
DELONG, ER ;
DELONG, DM ;
CLARKEPEARSON, DI .
BIOMETRICS, 1988, 44 (03) :837-845
[10]   Changing epidemiology and outcomes of acute kidney injury in hospitalized patients with cirrhosis - a US population-based study [J].
Desai, Archita P. ;
Knapp, Shannon M. ;
Orman, Eric S. ;
Ghabril, Marwan S. ;
Nephew, Lauren D. ;
Anderson, Melissa ;
Gines, Pere ;
Chalasani, Naga P. ;
Patidar, Kavish R. .
JOURNAL OF HEPATOLOGY, 2020, 73 (05) :1092-1099