Whole blood microRNA expression may not be useful for screening non-small cell lung cancer

被引:19
作者
Patnaik, Santosh K. [1 ,2 ]
Kannisto, Eric D. [1 ]
Mallick, Reema [3 ]
Vachani, Anil [4 ]
Yendamuri, Sai [1 ,2 ]
机构
[1] Roswell Pk Canc Inst, Dept Thorac Surg, Buffalo, NY 14263 USA
[2] SUNY Buffalo, Dept Surg, Buffalo, NY USA
[3] Univ Minnesota, Dept Surg, Box 242 UMHC, Minneapolis, MN 55455 USA
[4] Univ Penn, Dept Med, Philadelphia, PA 19104 USA
关键词
PERIPHERAL-BLOOD; GENE-EXPRESSION; MICROARRAY DATA; MANAGEMENT; DISEASE; ARRAY; MIRNA; CLASSIFICATION; BIOMARKERS; SIGNATURES;
D O I
10.1371/journal.pone.0181926
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
At least seven studies have suggested that microRNA levels in whole blood can be diagnostic for lung cancer. We conducted a large bi-institutional study to validate this. Qiagen (R) PAX-gene (TM) Blood miRNA System was used to collect blood and extract RNA from it for 85 pathologic stage I-IV non-small cell lung cancer (NSCLC) cases and 76 clinically-relevant controls who had a benign pulmonary mass, or a high risk of developing lung cancer because of a history of cigarette smoking or age >60 years. Cases and controls were similar for age, gender, race, and blood hemoglobin and leukocyte but not platelet levels (0.23 and 0.26 million/mu l, respectively; t test P = 0.01). Exiqon (R) MiRCURY (TM) microarrays were used to quantify microRNAs in RNA isolates. Quantification was also performed using Taqman (TM) microRNA reverse transcription (RT)-PCR assays for five microRNAs whose lung cancer-diagnostic potential had been suggested in seven published studies. Of the 1,941 human mature microRNAs detectable with the microarray platform, 598 (31%) were identified as expressed and reliably quantified among the study's subjects. However, none of the microRNAs was differentially expressed between cases and controls (P >0.05 at false discovery rate <5% in test using empirical Bayes-moderated t statistics). In classification analyses with leave-one-out internal cross-validation, cases and controls could be identified by microRNA expression with 47% and 50% accuracy with support vector machines and top-scoring pair methods, respectively. Cases and controls did not differ for RT-PCR-based measurements of any of the five microRNAs whose biomarker potential had been suggested by seven previous studies. Additionally, no difference for microRNA expression was noticed in microarray-based microRNA profiles of whole blood of 12 stage IA-IIIB NSCLC cases before and three-four weeks after tumor resection. These findings show that whole blood microRNA expression profiles lack diagnostic value for high-risk screening of NSCLC, though such value may exist for selective sub-groups of NSCLC and control populations.
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页数:19
相关论文
共 49 条
[1]  
[Anonymous], STAT APPL GENET MOL
[2]   Optimized LOWESS normalization parameter selection for DNA microarray data -: art. no. 194 [J].
Berger, JA ;
Hautaniemi, S ;
Järvinen, AK ;
Edgren, H ;
Mitra, SK ;
Astola, J .
BMC BIOINFORMATICS, 2004, 5 (1)
[3]   A comparison of normalization methods for high density oligonucleotide array data based on variance and bias [J].
Bolstad, BM ;
Irizarry, RA ;
Åstrand, M ;
Speed, TP .
BIOINFORMATICS, 2003, 19 (02) :185-193
[4]   A sensitive array for microRNA expression profiling (miChip) based on locked nucleic acids (LNA) [J].
Castoldi, M ;
Schmidt, S ;
Benes, V ;
Noerholm, M ;
Kulozik, AE ;
Hentze, MW ;
Muckenthaler, MU .
RNA, 2006, 12 (05) :913-920
[5]   Real-time quantification of microRNAs by stem-loop RT-PCR [J].
Chen, CF ;
Ridzon, DA ;
Broomer, AJ ;
Zhou, ZH ;
Lee, DH ;
Nguyen, JT ;
Barbisin, M ;
Xu, NL ;
Mahuvakar, VR ;
Andersen, MR ;
Lao, KQ ;
Livak, KJ ;
Guegler, KJ .
NUCLEIC ACIDS RESEARCH, 2005, 33 (20) :e179.1-e179.9
[6]   Validation of a model of lung cancer risk prediction among smokers [J].
Cronin, Kathleen A. ;
Gail, Mitchell H. ;
Zou, Zhaohui ;
Bach, Peter B. ;
Virtamo, Jarmo ;
Albanes, Demetrius .
JNCI-JOURNAL OF THE NATIONAL CANCER INSTITUTE, 2006, 98 (09) :637-640
[7]  
Dudoit S, 2003, INTERDISC STAT, P93
[8]   Gene Expression Omnibus: NCBI gene expression and hybridization array data repository [J].
Edgar, R ;
Domrachev, M ;
Lash, AE .
NUCLEIC ACIDS RESEARCH, 2002, 30 (01) :207-210
[9]   Assessment of Plasma miRNAs in Congestive Heart Failure [J].
Fukushima, Yasue ;
Nakanishi, Michio ;
Nonogi, Hiroshi ;
Goto, Yoichi ;
Iwai, Naoharu .
CIRCULATION JOURNAL, 2011, 75 (02) :336-340
[10]   miRBase: microRNA sequences, targets and gene nomenclature [J].
Griffiths-Jones, Sam ;
Grocock, Russell J. ;
van Dongen, Stijn ;
Bateman, Alex ;
Enright, Anton J. .
NUCLEIC ACIDS RESEARCH, 2006, 34 :D140-D144