Utility of Gene Expression Profiling Score Variability to Predict Clinical Events in Heart Transplant Recipients

被引:24
作者
Deng, Mario C. [1 ,15 ]
Elashoff, Barbara [2 ]
Pham, Michael X. [3 ,4 ]
Teuteberg, Jeffrey J. [5 ]
Kfoury, Abdallah G. [6 ]
Starling, Randall C. [7 ]
Cappola, Thomas P. [8 ]
Kao, Andrew [9 ]
Anderson, Allen S. [10 ]
Cotts, William G. [11 ]
Ewald, Gregory A. [12 ]
Baran, David A. [13 ]
Bogaev, Roberta C. [14 ]
Shahzad, Khurram [15 ]
Hiller, David [2 ]
Yee, James [2 ]
Valantine, Hannah A. [3 ]
机构
[1] Univ Calif Los Angeles, Los Angeles, CA 90095 USA
[2] XDx Inc, Brisbane, CA USA
[3] Stanford Univ, Med Ctr, Stanford, CA 94305 USA
[4] VA Palo Alto Hlth Care Syst, Palo Alto, CA USA
[5] Univ Pittsburgh, Med Ctr, Pittsburgh, PA USA
[6] Intermt Med Ctr & Intermt Healthcare, Salt Lake City, UT USA
[7] Cleveland Clin, Cleveland, OH 44106 USA
[8] Hosp Univ Penn, Philadelphia, PA 19104 USA
[9] St Lukes Hosp, Mid Amer Heart Inst, Kansas City, MO 64111 USA
[10] Univ Chicago, Med Ctr, Chicago, IL 60637 USA
[11] Northwestern Univ, Chicago, IL 60611 USA
[12] Washington Univ, Sch Med, St Louis, MO USA
[13] Newark Beth Israel Med Ctr, Newark, NJ USA
[14] Texas Heart Inst, Houston, TX 77025 USA
[15] Columbia Univ, New York, NY USA
关键词
Transplant; Tests; Risk factors; Prognosis; Molecular diagnostics; INTERNATIONAL SOCIETY; CELLULAR REJECTION; 1ST YEAR; BIOPSY; OUTCOMES;
D O I
10.1097/01.TP.0000443897.29951.cf
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Background Gene expression profiling test scores have primarily been used to identify heart transplant recipients who have a low probability of rejection at the time of surveillance testing. We hypothesized that the variability of gene expression profiling test scores within a patient may predict risk of future events of allograft dysfunction or death. Method Patients from the IMAGE study with rejection surveillance gene expression profiling tests performed at 1- to 6-month intervals were selected for this cohort study. Gene expression profiling score variability was defined as the standard deviation of an individual's cumulative test scores. Gene expression profiling ordinal score (range, 0-39), threshold score (binary value=1 if ordinal score 34), and score variability were studied in multivariate Cox regression models to predict future clinical events. Results Race, age at time of transplantation, and time posttransplantation were significantly associated with future events in the univariate analysis. In the multivariate analyses, gene expression profiling score variability, but not ordinal scores or scores over threshold, was independently associated with future clinical events. The regression coefficient P values were <0.001, 0.46, and 0.773, for gene expression profiling variability, ordinal, and threshold scores, respectively. The hazard ratio for a 1 unit increase in variability was 1.76 (95% CI, 1.4-2.3). Discussion The variability of a heart recipient's gene expression profiling test scores over time may provide prognostic utility. This information is independent of the probability of acute cellular rejection at the time of testing that is rendered from a single ordinal gene-expression profiling test score.
引用
收藏
页码:708 / 714
页数:7
相关论文
共 20 条
[1]   NEW LOOK AT STATISTICAL-MODEL IDENTIFICATION [J].
AKAIKE, H .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1974, AC19 (06) :716-723
[2]   Impact of Time Post Transplant on Gene Expression Profile Scores, an Analysis of 34,567 Tests [J].
Austin, B. A. ;
Wang, E. ;
Arnold, P. J. ;
Kao, A. .
JOURNAL OF HEART AND LUNG TRANSPLANTATION, 2012, 31 (04) :S35-S35
[3]   Statistical evaluation of prognostic versus diagnostic models: Beyond the ROC curve [J].
Cook, Nancy R. .
CLINICAL CHEMISTRY, 2008, 54 (01) :17-23
[4]   The International Society of Heart and Lung Transplantation Guidelines for the care of heart transplant recipients [J].
Costanzo, Maria Rosa ;
Dipchand, Anne ;
Starling, Randall ;
Anderson, Allen ;
Chan, Michael ;
Desai, Shashank ;
Fedson, Savitri ;
Fisher, Patrick ;
Gonzales-Stawinski, Gonzalo ;
Martinelli, Luigi ;
McGiffin, David ;
Parisi, Francesco ;
Smith, Jon ;
Taylor, David ;
Meiser, Bruno ;
Webber, Steven ;
Baran, David ;
Carboni, Michael ;
Dengler, Thomas ;
Feldman, David ;
Frigerio, Maria ;
Kfoury, Abdallah ;
Kim, Daniel ;
Kobashigawa, Jon ;
Shullo, Michael ;
Stehlik, Josef ;
Teuteberg, Jeffrey ;
Uber, Patricia ;
Zuckermann, Andreas ;
Hunt, Sharon ;
Burch, Michael ;
Bhat, Geetha ;
Canter, Charles ;
Chinnock, Richard ;
Crespo-Leiro, Marisa ;
Delgado, Reynolds ;
Dobbels, Fabienne ;
Grady, Kathleen ;
Kao, W. ;
Lamour, Jaqueline ;
Parry, Gareth ;
Patel, Jignesh ;
Pini, Daniela ;
Pinney, Sean ;
Towbin, Jeffrey ;
Wolfel, Gene ;
Delgado, Diego ;
Eisen, Howard ;
Goldberg, Lee ;
Hosenpud, Jeff .
JOURNAL OF HEART AND LUNG TRANSPLANTATION, 2010, 29 (08) :914-956
[5]   Correlation of Cytomegalovirus (CMV) Serologic Status of Heart Transplant Recipients to Gene-Expression Profiling Scores and Clinical Outcomes: Results from the IMAGE Multicenter Study [J].
Cotts, W. G. ;
Deng, M. C. ;
Elashoff, B. ;
Pham, M. X. ;
Teuteberg, J. J. ;
Kfoury, A. G. ;
Starling, R. C. ;
Cappola, T. P. ;
Kao, A. ;
Anderson, A. S. ;
Ewald, G. A. ;
Baran, D. A. ;
Bogaev, R. C. ;
Stosor, V. ;
Yee, J. P. ;
Valantine, H. A. .
JOURNAL OF HEART AND LUNG TRANSPLANTATION, 2012, 31 (04) :S165-S165
[6]   Utility of Gene Expression Profiling Test (GEP) Score Instability To Predict Future Clinical Outcomes in Heart Transplant: Results from the CARGO 2 European-Based Multicenter Trial [J].
Crespo-Leiro, M. G. ;
Stypmann, J. ;
Zuckermann, A. ;
Bara, C. ;
Ross, H. ;
Parameshwar, J. ;
Zakliczynski, M. ;
Fiocchi, R. ;
Hoefer, D. ;
Hiemann, N. ;
Leprince, P. ;
Deng, M. C. ;
Hiller, D. ;
Yee, J. P. ;
Vanhaecke, J. .
JOURNAL OF HEART AND LUNG TRANSPLANTATION, 2013, 32 (04) :S113-S114
[7]  
Crespo-Leiro MG, 2012, J HEART LUNG TRANSPL, V31, pS113
[8]   Low Variability of Intraindividual Longitudinal Leukocyte Gene Expression Profiling Cardiac Allograft Rejection Scores [J].
Deng, Mario C. ;
Alexander, Gregory ;
Wolters, Hans ;
Shahzad, Khurram ;
Cadeiras, Martin ;
Hicks, Albert ;
Rowe, Theresa ;
Klingler, Tod M. ;
Eisen, Howard J. .
TRANSPLANTATION, 2010, 90 (04) :459-461
[9]   Noninvasive discrimination of rejection in cardiac allograft recipients using gene expression profiling [J].
Deng, MC ;
Eisen, HJ ;
Mehra, MR ;
Billingham, M ;
Marboe, CC ;
Berry, G ;
Kobashigawa, J ;
Johnson, FL ;
Starling, RC ;
Murali, S ;
Pauly, DF ;
Baron, H ;
Wohlgemuth, JG ;
Woodward, RN ;
Klingler, TM ;
Walther, D ;
Lal, PG ;
Rosenberg, S ;
Hunt, S .
AMERICAN JOURNAL OF TRANSPLANTATION, 2006, 6 (01) :150-160
[10]   Limited utility of Endomyocardial biopsy in the first year after heart transplantation [J].
Hamour, Iman M. ;
Burke, Margaret M. ;
Bell, Alex D. ;
Panicker, Mathen G. ;
Banerjee, Rajasi ;
Banner, Nicholas R. .
TRANSPLANTATION, 2008, 85 (07) :969-974