Reproducibility, fidelity, and discriminant validity of mRNA amplification for microarray analysis from primary hematopoietic cells

被引:33
作者
Li, L
Roden, J
Shapiro, BE
Wold, BJ
Bhatia, S
Forman, SJ
Bhatia, R
机构
[1] City Hope Natl Med Ctr, Div Hematol Bone Marrow Transplantat, Duarte, CA 91010 USA
[2] City Hope Natl Med Ctr, Div Pediat, Duarte, CA 91010 USA
[3] Jet Propuls Lab, Machine Learning Syst Grp, Pasadena, CA USA
[4] CALTECH, Pasadena, CA 91125 USA
关键词
D O I
10.1016/S1525-1578(10)60008-6
中图分类号
R36 [病理学];
学科分类号
100104 ;
摘要
Analysis of gene expression in clinical samples poses special challenges, including limited RNA availability and poor RNA quality. Quantitative information regarding reliability of RNA amplification methodologies applied to primary cells and representativeness of resulting gene expression profiles is limited. We evaluated four protocols for RNA amplification from peripheral blood mononuclear cells. Results obtained with 100 ng or 10 ng of RNA amplified using two rounds of cDNA synthesis and in vitro transcription were compared with control 2.5-mu g RNA samples processed using a single round of in vitro transcription. Samples were hybridized to Affymetrix HG-U133A arrays. Considerable differences in results were obtained with different protocols. The optimal protocol resulted in highly reproducible gene expression profiles from amplified samples (r = 0.98) and good correlation between amplified and control samples (r = 0.94). Using the optimal protocol dissimilarities of gene expression between mononuclear cells from a normal individual and a patient with myelodysplastic syndrome were primarily maintained after amplification compared with controls. We conclude that small variations in methodology introduce considerable distortion of gene expression profiles obtained after RNA amplification from clinical samples and too strong a focus on a very small number of genes picked from an array analysis could be unduly influenced by seemingly acceptable methodologies. However, it is possible to obtain reproducible and representative results using optimized protocols.
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页码:48 / 56
页数:9
相关论文
共 14 条
[1]   Quantitative analysis of mRNA amplification by in vitro transcription [J].
Baugh, L. R. ;
Hill, A. A. ;
Brown, E. L. ;
Hunter, Craig P. .
NUCLEIC ACIDS RESEARCH, 2001, 29 (05)
[2]   Characterization of gene expression of CD34+ cells from normal and myelodysplastic bone marrow [J].
Hofmann, WK ;
de Vos, S ;
Komor, M ;
Hoelzer, D ;
Wachsman, W ;
Koeffler, HP .
BLOOD, 2002, 100 (10) :3553-3560
[3]   Expression monitoring by hybridization to high-density oligonucleotide arrays [J].
Lockhart, DJ ;
Dong, HL ;
Byrne, MC ;
Follettie, MT ;
Gallo, MV ;
Chee, MS ;
Mittmann, M ;
Wang, CW ;
Kobayashi, M ;
Horton, H ;
Brown, EL .
NATURE BIOTECHNOLOGY, 1996, 14 (13) :1675-1680
[4]   Gene expression profiles of laser-captured adjacent neuronal subtypes [J].
Luo, L ;
Salunga, RC ;
Guo, HQ ;
Bittner, A ;
Joy, KC ;
Galindo, JE ;
Xiao, HN ;
Rogers, KE ;
Wan, JS ;
Jackson, MR ;
Erlander, MG .
NATURE MEDICINE, 1999, 5 (01) :117-122
[5]   Gene expression profiles of human breast cancer progression [J].
Ma, XJ ;
Salunga, R ;
Tuggle, JT ;
Gaudet, J ;
Enright, E ;
McQuary, P ;
Payette, T ;
Pistone, M ;
Stecker, K ;
Zhang, BM ;
Zhou, YX ;
Varnholt, H ;
Smith, B ;
Gadd, M ;
Chatfield, E ;
Kessler, J ;
Baer, TM ;
Erlander, MG ;
Sgroi, DC .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2003, 100 (10) :5974-5979
[6]   A high-density probe array sample preparation method using 10-to 100-fold fewer cells [J].
Mahadevappa, M ;
Warrington, JA .
NATURE BIOTECHNOLOGY, 1999, 17 (11) :1134-1136
[7]   DNA microarray analysis of hematopoietic stem cell-like fractions from individuals with the M2 subtype of acute myeloid leukemia [J].
Oshima, Y ;
Ueda, M ;
Yamashita, Y ;
Choi, YL ;
Ota, J ;
Ueno, S ;
Ohki, R ;
Koinuma, K ;
Wada, T ;
Ozawa, K ;
Fujimura, A ;
Mano, H .
LEUKEMIA, 2003, 17 (10) :1990-1997
[8]   Comparative analysis of genes regulated by PML/RARα and PLZF/RARα response to retinoic acid using oligonucleotide arrays [J].
Park, DJ ;
Vuong, PT ;
de Vos, S ;
Douer, D ;
Koeffler, HP .
BLOOD, 2003, 102 (10) :3727-3736
[9]   Expression profiling of CD34+ hematopoietic stem/progenitor cells reveals distinct subtypes of therapy-related acute myeloid leukemia [J].
Qian, ZJ ;
Fernald, AA ;
Godley, LA ;
Larson, RA ;
Le Beau, MM .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2002, 99 (23) :14925-14930
[10]   Expression profiles. of acute lymphoblastic and myeloblastic leukemias with ALL-1 rearrangements [J].
Rozovskaia, T ;
Ravid-Amir, O ;
Tillib, S ;
Getz, G ;
Feinstein, E ;
Agrawal, H ;
Nagler, A ;
Rappaport, EF ;
Issaeva, I ;
Matsuo, Y ;
Kees, UR ;
Lapidot, T ;
Lo Coco, F ;
Foa, R ;
Mazo, A ;
Nakamura, T ;
Croce, CM ;
Cimino, G ;
Domany, E ;
Canaani, E .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2003, 100 (13) :7853-7858