Comparison of Whole Blood and Peripheral Blood Mononuclear Cell Gene Expression for Evaluation of the Perioperative Inflammatory Response in Patients with Advanced Heart Failure

被引:26
作者
Bondar, Galyna [1 ]
Cadeiras, Martin [1 ]
Wisniewski, Nicholas [1 ]
Maque, Jetrina [1 ]
Chittoor, Jay [1 ]
Chang, Eleanor [1 ]
Bakir, Maral [1 ]
Starling, Charlotte [1 ]
Shahzad, Khurram [2 ,3 ]
Ping, Peipei [1 ]
Reed, Elaine [1 ]
Deng, Mario [1 ,2 ]
机构
[1] Univ Calif Los Angeles, Los Angeles, CA 90045 USA
[2] Columbia Univ, New York, NY USA
[3] E Carolina Univ, Greenville, NC USA
关键词
ALLOGRAFT-REJECTION; PROFILES; TRANSPLANTATION; MICROFLUIDICS; DATABASE;
D O I
10.1371/journal.pone.0115097
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background: Heart failure (HF) prevalence is increasing in the United States. Mechanical Circulatory Support (MCS) therapy is an option for Advanced HF (AdHF) patients. Perioperatively, multiorgan dysfunction (MOD) is linked to the effects of device implantation, augmented by preexisting HF. Early recognition of MOD allows for better diagnosis, treatment, and risk prediction. Gene expression profiling (GEP) was used to evaluate clinical phenotypes of peripheral blood mononuclear cells (PBMC) transcriptomes obtained from patients' blood samples. Whole blood (WB) samples are clinically more feasible, but their performance in comparison to PBMC samples has not been determined. Methods: We collected blood samples from 31 HF patients (57 +/- 15 years old) undergoing cardiothoracic surgery and 7 healthy age-matched controls, between 2010 and 2011, at a single institution. WB and PBMC samples were collected at a single timepoint postoperatively (median day 8 postoperatively) (25-75% IQR 7-14 days) and subjected to Illumina single color Human BeadChip HT12 v4 whole genome expression array analysis. The Sequential Organ Failure Assessment (SOFA) score was used to characterize the severity of MOD into low (<= 4 points), intermediate (5-11), and high (>= 12) risk categories correlating with GEP. Results: Results indicate that the direction of change in GEP of individuals with MOD as compared to controls is similar when determined from PBMC versus WB. The main enriched terms by Gene Ontology (GO) analysis included those involved in the inflammatory response, apoptosis, and other stress response related pathways. The data revealed 35 significant GO categories and 26 pathways overlapping between PBMC and WB. Additionally, class prediction using machine learning tools demonstrated that the subset of significant genes shared by PBMC and WB are sufficient to train as a predictor separating the SOFA groups. Conclusion: GEP analysis of WB has the potential to become a clinical tool for immune-monitoring in patients with MOD.
引用
收藏
页数:22
相关论文
共 46 条
[1]  
*AG TECHN, GEN MANUAL12 5
[2]   Complications in Patients With Ventricular Assist Devices [J].
Barnes, Katrina .
DIMENSIONS OF CRITICAL CARE NURSING, 2008, 27 (06) :233-241
[3]  
Burczynski ME, 2005, CLIN CANCER RES, V11, P1181
[4]   Multicenter study of the multiple organ dysfunction syndrome in intensive care units:: the usefulness of Sequential Organ Failure Assessment scores in decision making [J].
Cabré, L ;
Mancebo, J ;
Solsona, JF ;
Saura, P ;
Gich, I ;
Blanch, L ;
Carrasco, G ;
Martín, MC .
INTENSIVE CARE MEDICINE, 2005, 31 (07) :927-933
[5]   Use of a vascular plug to percutaneously occlude the outflow conduit of a dysfunctional left ventricular assist device [J].
Cadeiras, Martin ;
Nagaraj, Hosakote ;
Kirklin, James K. ;
Holman, William L. ;
Pamboukian, Salpy V. ;
Misra, Vijay K. .
JOURNAL OF HEART AND LUNG TRANSPLANTATION, 2011, 30 (06) :733-734
[6]   Effects of curcumin on global gene expression profiles in the highly invasive human breast carcinoma cell line MDA-MB 231: A gene network-based microarray analysis [J].
Cine, Naci ;
Limtrakul, Pornngarm ;
Sunnetci, Deniz ;
Nagy, Balint ;
Savli, Hakan .
EXPERIMENTAL AND THERAPEUTIC MEDICINE, 2013, 5 (01) :23-27
[7]   Comparison of different isolation techniques prior gene expression profiling of blood derived cells: impact on physiological responses, on overall expression and the role of different cell types [J].
Debey, S ;
Schoenbeck, U ;
Hellmich, M ;
Gathof, BS ;
Pillai, R ;
Zander, T ;
Schultze, JL .
PHARMACOGENOMICS JOURNAL, 2004, 4 (03) :193-207
[8]   RNA-Stabilized Whole Blood Samples but Not Peripheral Blood Mononuclear Cells Can Be Stored for Prolonged Time Periods Prior to Transcriptome Analysis [J].
Debey-Pascher, Svenja ;
Hofmann, Andrea ;
Kreusch, Fatima ;
Schuler, Gerold ;
Schuler-Thurner, Beatrice ;
Schultze, Joachim L. ;
Staratschek-Jox, Andrea .
JOURNAL OF MOLECULAR DIAGNOSTICS, 2011, 13 (04) :452-460
[9]   Utility of Gene Expression Profiling Score Variability to Predict Clinical Events in Heart Transplant Recipients [J].
Deng, Mario C. ;
Elashoff, Barbara ;
Pham, Michael X. ;
Teuteberg, Jeffrey J. ;
Kfoury, Abdallah G. ;
Starling, Randall C. ;
Cappola, Thomas P. ;
Kao, Andrew ;
Anderson, Allen S. ;
Cotts, William G. ;
Ewald, Gregory A. ;
Baran, David A. ;
Bogaev, Roberta C. ;
Shahzad, Khurram ;
Hiller, David ;
Yee, James ;
Valantine, Hannah A. .
TRANSPLANTATION, 2014, 97 (06) :708-714
[10]   Mechanical circulatory support device database of the International Society for Heart and Lung Transplantation: Third Annual Report - 2005 [J].
Deng, MC ;
Edwards, LB ;
Hertz, MI ;
Rowe, AW ;
Keck, BM ;
Kormos, R ;
Naftel, DC ;
Kirklin, JK ;
Taylor, DO .
JOURNAL OF HEART AND LUNG TRANSPLANTATION, 2005, 24 (09) :1182-1187