Gene expression pathway analysis to predict response to neoadjuvant docetaxel and capecitabine for breast cancer

被引:77
作者
Korde, Larissa A. [1 ]
Lusa, Lara [2 ]
McShane, Lisa [3 ]
Lebowitz, Peter F.
Lukes, LuAnne [4 ]
Camphausen, Kevin [5 ]
Parker, Joel S. [6 ]
Swain, Sandra M. [7 ]
Hunter, Kent [4 ]
Zujewski, Jo Anne [8 ]
机构
[1] Univ Washington, Dept Med, Div Med Oncol, Seattle Canc Care Alliance, Seattle, WA 98109 USA
[2] Univ Ljubljana, Inst Biostat & Med Informat, Ljubljana, Slovenia
[3] NCI, Biometr Res Branch, DCTD, Bethesda, MD 20892 USA
[4] NCI, Lab Populat Genet, Bethesda, MD 20892 USA
[5] NCI, Radiat Oncol Branch, Ctr Canc Res, Bethesda, MD 20892 USA
[6] Univ N Carolina, Lineberger Comprehens Canc Ctr, Dept Genet, Chapel Hill, NC 27599 USA
[7] Washington Hosp Ctr, Washington, DC 20010 USA
[8] NCI, Clin Invest Branch, Canc Therapy Evaluat Program, DCTD, Bethesda, MD 20892 USA
关键词
Neoadjuvant; Gene expression; Chemotherapy response; Microtubules; DNA repair; PAM50; GENOME-WIDE ASSOCIATION; THERAPEUTIC TARGET; LUNG-CANCER; CHEMOTHERAPY; RESISTANCE; EFFICACY; ISSUES; CELLS; RISK;
D O I
10.1007/s10549-009-0651-3
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Neoadjuvant chemotherapy has been shown to be equivalent to post-operative treatment for breast cancer, and allows for assessment of chemotherapy response. In a pilot trial of docetaxel (T) and capecitabine (X) neoadjuvant chemotherapy for Stage II/III BC, we assessed correlation between baseline gene expression and tumor response to treatment, and examined changes in gene expression associated with treatment. Patients received four cycles of TX. Tumor tissue obtained from Mammotome (TM) core biopsies pretreatment (BL) and post-cycle 1 (C1) of TX was flash frozen and stored at -70A degrees C until processing. Gene expression analysis utilized Affymetrix HG-U133 Plus 2.0 GeneChip arrays. Statistical analysis was performed using BRB Array Tools after RMA normalization. Gene ontology (GO) pathway analysis used random variance t tests with a significance level of P < 0.005. For gene categories identified by GO pathway analysis as significant, expression levels of individual genes within those pathways were compared between classes using univariate t tests; those genes with significance level of P < 0.05 were reported. PAM50 analyses were performed on tumor samples to investigate biologic subtype and risk of relapse (ROR). Using GO pathway analysis, 39 gene categories discriminated between responders and non-responders, most notably genes involved in microtubule assembly and regulation. When comparing pre- and post-chemotherapy specimens, we identified 71 differentially expressed gene categories, including DNA repair and cell proliferation regulation. There were 45 GO pathways in which the change in expression after one cycle of chemotherapy was significantly different among responders and non-responders. The majority of tumor samples fell into the basal-like and luminal B categories. ROR scores decreased in response to chemotherapy; this change was more evident in samples from patients classified as responders by clinical criteria. GO pathway analysis identified a number of gene categories pertinent to therapeutic response, and may be an informative method for identifying genes important in response to chemotherapy. Larger studies using the methods described here are necessary to fully evaluate gene expression changes in response to chemotherapy.
引用
收藏
页码:685 / 699
页数:15
相关论文
共 23 条
[1]   DNA arrays as predictors of efficacy of adjuvant/neoadjuvant chemotherapy in breast cancer patients: Current data and issues on study design [J].
Andre, Fabrice ;
Mazouni, Chafika ;
Hortobagyi, Gabriel N. ;
Pusztai, Lajos .
BIOCHIMICA ET BIOPHYSICA ACTA-REVIEWS ON CANCER, 2006, 1766 (02) :197-204
[2]   Effect of screening and adjuvant therapy on mortality from breast cancer [J].
Berry, DA ;
Cronin, KA ;
Plevritis, SK ;
Fryback, DG ;
Clarke, L ;
Zelen, M ;
Mandelblatt, JS ;
Yakovlev, AY ;
Habbema, JDF ;
Feuer, EJ .
NEW ENGLAND JOURNAL OF MEDICINE, 2005, 353 (17) :1784-1792
[3]   Gene expression profiling for the prediction of therapeutic response to docetaxel in patients with breast cancer [J].
Chang, JC ;
Wooten, EC ;
Tsimelzon, A ;
Hilsenbeck, SG ;
Gutierrez, MC ;
Elledge, R ;
Mohsin, S ;
Osborne, CK ;
Chamness, GC ;
Allred, DC ;
O'Connell, P .
LANCET, 2003, 362 (9381) :362-369
[4]   Predicting response to neoadjuvant chemotherapy in breast cancer: Molecular imaging, systemic biomarkers and the cancer metabolome (Review) [J].
Chuthapisith, Suebwong ;
Eremin, Jennifer M. ;
Eremin, Oleg .
ONCOLOGY REPORTS, 2008, 20 (04) :699-703
[5]   Genome-wide association study identifies novel breast cancer susceptibility loci [J].
Easton, Douglas F. ;
Pooley, Karen A. ;
Dunning, Alison M. ;
Pharoah, Paul D. P. ;
Thompson, Deborah ;
Ballinger, Dennis G. ;
Struewing, Jeffery P. ;
Morrison, Jonathan ;
Field, Helen ;
Luben, Robert ;
Wareham, Nicholas ;
Ahmed, Shahana ;
Healey, Catherine S. ;
Bowman, Richard ;
Meyer, Kerstin B. ;
Haiman, Christopher A. ;
Kolonel, Laurence K. ;
Henderson, Brian E. ;
Le Marchand, Loic ;
Brennan, Paul ;
Sangrajrang, Suleeporn ;
Gaborieau, Valerie ;
Odefrey, Fabrice ;
Shen, Chen-Yang ;
Wu, Pei-Ei ;
Wang, Hui-Chun ;
Eccles, Diana ;
Evans, D. Gareth ;
Peto, Julian ;
Fletcher, Olivia ;
Johnson, Nichola ;
Seal, Sheila ;
Stratton, Michael R. ;
Rahman, Nazneen ;
Chenevix-Trench, Georgia ;
Bojesen, Stig E. ;
Nordestgaard, Borge G. ;
Axelsson, Christen K. ;
Garcia-Closas, Montserrat ;
Brinton, Louise ;
Chanock, Stephen ;
Lissowska, Jolanta ;
Peplonska, Beata ;
Nevanlinna, Heli ;
Fagerholm, Rainer ;
Eerola, Hannaleena ;
Kang, Daehee ;
Yoo, Keun-Young ;
Noh, Dong-Young ;
Ahn, Sei-Hyun .
NATURE, 2007, 447 (7148) :1087-U7
[6]   The taxoids - Comparative clinical pharmacology and therapeutic potential [J].
Eisenhauer, EA ;
Vermorken, JB .
DRUGS, 1998, 55 (01) :5-30
[7]   Targeting the DNA repair defect in BRCA mutant cells as a therapeutic strategy [J].
Farmer, H ;
McCabe, N ;
Lord, CJ ;
Tutt, ANJ ;
Johnson, DA ;
Richardson, TB ;
Santarosa, M ;
Dillon, KJ ;
Hickson, I ;
Knights, C ;
Martin, NMB ;
Jackson, SP ;
Smith, GCM ;
Ashworth, A .
NATURE, 2005, 434 (7035) :917-921
[8]   Expression of basic fibroblast growth factor correlates with resistance to paclitaxel in human patient tumors [J].
Gan, Yuebo ;
Wientjes, M. Guillaume ;
Au, Jessie L. -S. .
PHARMACEUTICAL RESEARCH, 2006, 23 (06) :1324-1331
[9]   Resistance to Taxol in lung cancer cells associated with increased microtubule dynamics [J].
Gonçalves, A ;
Braguer, D ;
Kamath, K ;
Martello, L ;
Briand, C ;
Horwitz, S ;
Wilson, L ;
Jordan, MA .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2001, 98 (20) :11737-11742
[10]   Community-based use of chemotherapy and hormonal therapy for early-stage breast cancer: 1987-2000 [J].
Harlan, LC ;
Clegg, LX ;
Abrams, J ;
Stevens, JL ;
Ballard-Barbash, R .
JOURNAL OF CLINICAL ONCOLOGY, 2006, 24 (06) :872-877