In the last decades, several gene expression-based predictors of clinical behavior were developed for breast cancer. A common feature of these is the use of multiple genes to predict hormone receptor status and the probability of tumor recurrence, survival or response to chemotherapy. We developed an online analysis tool to compute ER and HER2 status, Oncotype DX 21-gene recurrence score and an independent recurrence risk classification using gene expression data obtained by interrogation of Affymetrix microarray profiles. We implemented rigorous quality control algorithms to promptly exclude any biases related to sample processing, hybridization and scanning. After uploading the raw microarray data, the system performs the complete evaluation automatically and provides a report summarizing the results. The system is accessible online at http://www.recurrenceonline.com. We validated the system using data from 2,472 publicly available microarrays. The validation of the prediction of the 21-gene recurrence score was significant in lymph node negative patients (Cox-Mantel, P = 5.6E-16, HR = 0.4, CI = 0.32–0.5). A correct classification was obtained for 88.5% of ER- and 90.5% of ER + tumors (n = 1,894). The prediction of recurrence risk in all patients by using the mean of the independent six strongest genes (P < 1E-16, HR = 2.9, CI = 2.5–3.3), of the four strongest genes in lymph node negative ER positive patients (P < 1E-16, HR = 2.8, CI = 2.2–3.5) and of the three genes in lymph node positive patients (P = 3.2E-9, HR = 2.5, CI = 1.8–3.4) was highly significant. In summary, we integrated available knowledge in one platform to validate currently used predictors and to provide a global tool for the online determination of different prognostic parameters simultaneously using genome-wide microarrays.
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Univ Glasgow, Royal Infirm, Coll Med Vet & Life Sci, Acad Surg Unit, Glasgow G31 2ER, Lanark, Scotland
Univ Glasgow, Western Infirm, Univ Dept Pathol, Glasgow G31 2ER, Lanark, ScotlandUniv Glasgow, Royal Infirm, Coll Med Vet & Life Sci, Acad Surg Unit, Glasgow G31 2ER, Lanark, Scotland
Mohammed, Zahra M. A.
Edwards, Joanne
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Univ Glasgow, Inst Canc, Coll Med Vet & Life Sci, Unit Expt Therapeut, Glasgow G31 2ER, Lanark, ScotlandUniv Glasgow, Royal Infirm, Coll Med Vet & Life Sci, Acad Surg Unit, Glasgow G31 2ER, Lanark, Scotland
Edwards, Joanne
Orange, Clare
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Univ Glasgow, Western Infirm, Univ Dept Pathol, Glasgow G31 2ER, Lanark, ScotlandUniv Glasgow, Royal Infirm, Coll Med Vet & Life Sci, Acad Surg Unit, Glasgow G31 2ER, Lanark, Scotland
Orange, Clare
Mallon, Elizabeth
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Univ Glasgow, Western Infirm, Univ Dept Pathol, Glasgow G31 2ER, Lanark, ScotlandUniv Glasgow, Royal Infirm, Coll Med Vet & Life Sci, Acad Surg Unit, Glasgow G31 2ER, Lanark, Scotland
Mallon, Elizabeth
Doughty, Julie C.
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Univ Glasgow, Western Infirm, Dept Surg, Glasgow G11 6NT, Lanark, ScotlandUniv Glasgow, Royal Infirm, Coll Med Vet & Life Sci, Acad Surg Unit, Glasgow G31 2ER, Lanark, Scotland
Doughty, Julie C.
McMillan, Donald C.
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Univ Glasgow, Royal Infirm, Coll Med Vet & Life Sci, Acad Surg Unit, Glasgow G31 2ER, Lanark, ScotlandUniv Glasgow, Royal Infirm, Coll Med Vet & Life Sci, Acad Surg Unit, Glasgow G31 2ER, Lanark, Scotland
McMillan, Donald C.
Going, James J.
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Univ Glasgow, Inst Canc, Coll Med Vet & Life Sci, Unit Expt Therapeut, Glasgow G31 2ER, Lanark, ScotlandUniv Glasgow, Royal Infirm, Coll Med Vet & Life Sci, Acad Surg Unit, Glasgow G31 2ER, Lanark, Scotland
机构:
Canc Prevent Inst Calif, Fremont, CA USACanc Prevent Inst Calif, Fremont, CA USA
Sangaramoorthy, Meera
Hines, Lisa M.
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Univ Colorado, Dept Biol, Colorado Springs, CO 80907 USACanc Prevent Inst Calif, Fremont, CA USA
Hines, Lisa M.
Torres-Mejia, Gabriela
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Populat Hlth Res Ctr, Inst Nacl Salud Publ, Cuernavaca, MexicoCanc Prevent Inst Calif, Fremont, CA USA
Torres-Mejia, Gabriela
Phipps, Amanda, I
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Univ Washington, Dept Epidemiol, Seattle, WA 98195 USA
Fred Hutchinson Canc Res Ctr, Program Epidemiol, Publ Hlth Sci Div, Seattle, WA 98104 USACanc Prevent Inst Calif, Fremont, CA USA
Phipps, Amanda, I
Baumgartner, Kathy B.
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Univ Louisville, James Graham Brown Canc Ctr, Sch Publ Hlth & Informat Sci, Dept Epidemiol & Populat Hlth, Louisville, KY 40292 USACanc Prevent Inst Calif, Fremont, CA USA
Baumgartner, Kathy B.
Wu, Anna H.
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Univ Southern Calif, Norris Comprehens Canc Ctr, Keck Sch Med Usc, Dept Prevent Med, Los Angeles, CA USACanc Prevent Inst Calif, Fremont, CA USA
Wu, Anna H.
Koo, Jocelyn
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Canc Prevent Inst Calif, Fremont, CA USA
Stanford Univ, Stanford Canc Inst, Sch Med, Stanford, CA 94304 USACanc Prevent Inst Calif, Fremont, CA USA
Koo, Jocelyn
Ingles, Sue A.
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Univ Southern Calif, Norris Comprehens Canc Ctr, Keck Sch Med Usc, Dept Prevent Med, Los Angeles, CA USACanc Prevent Inst Calif, Fremont, CA USA
Ingles, Sue A.
Slattery, Martha L.
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Univ Utah, Dept Med, Salt Lake City, UT 84112 USACanc Prevent Inst Calif, Fremont, CA USA
Slattery, Martha L.
John, Esther M.
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Canc Prevent Inst Calif, Fremont, CA USA
Stanford Univ, Stanford Canc Inst, Sch Med, Stanford, CA 94304 USA
Stanford Univ, Dept Med, Div Oncol, Sch Med, Stanford, CA 94304 USACanc Prevent Inst Calif, Fremont, CA USA
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Fujian Med Univ, Affiliated Hosp 2, Dept Urol, Quanzhou 362000, Fujian, Peoples R ChinaFujian Med Univ, Affiliated Hosp 2, Dept Urol, Quanzhou 362000, Fujian, Peoples R China
Mu, Xin
Huang, Ou
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Shanghai Jiao Tong Univ, Sch Med, Ruijin Hosp, Comprehens Breast Hlth Ctr, Shanghai 200025, Peoples R ChinaFujian Med Univ, Affiliated Hosp 2, Dept Urol, Quanzhou 362000, Fujian, Peoples R China
Huang, Ou
Jiang, Min
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Soochow Univ, Affiliated Hosp 1, Dept Oncol, Suzhou 215000, Jiangsu, Peoples R ChinaFujian Med Univ, Affiliated Hosp 2, Dept Urol, Quanzhou 362000, Fujian, Peoples R China
Jiang, Min
Xie, Zuoquan
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Chinese Acad Sci, Shanghai Inst Mat Med, State Key Lab Drug Res, Div Antitumor Pharmacol, Shanghai 200025, Peoples R ChinaFujian Med Univ, Affiliated Hosp 2, Dept Urol, Quanzhou 362000, Fujian, Peoples R China
Xie, Zuoquan
Chen, Debo
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Fujian Med Univ, Hosp Quanzhou 1, Dept Breast Oncol, Anji Rd, Quanzhou 362000, Fujian, Peoples R ChinaFujian Med Univ, Affiliated Hosp 2, Dept Urol, Quanzhou 362000, Fujian, Peoples R China
Chen, Debo
Zhang, Xi
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Fujian Med Univ, Hosp Quanzhou 1, Dept Breast Oncol, Anji Rd, Quanzhou 362000, Fujian, Peoples R ChinaFujian Med Univ, Affiliated Hosp 2, Dept Urol, Quanzhou 362000, Fujian, Peoples R China