Next Generation Sequencing of Serum Circulating Nucleic Acids from Patients with Invasive Ductal Breast Cancer Reveals Differences to Healthy and Nonmalignant Controls

被引:43
作者
Beck, Julia [1 ]
Umovitz, Howard B. [1 ]
Mitchell, William M. [2 ]
Schuetz, Ekkehard [1 ]
机构
[1] Chronix Biomed GmbH, D-37073 Gottingen, Germany
[2] Vanderbilt Univ, Dept Pathol, Nashville, TN USA
关键词
CELL-FREE DNA; ENDOGENOUS RETROVIRUSES; GENE-EXPRESSION; METHYLATION; STATISTICS; CHROMATIN; PLASMA; QUANTIFICATION; ORGANIZATION; NUCLEOSOMES;
D O I
10.1158/1541-7786.MCR-09-0314
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Circulating nucleic acids (CNA) isolated from serum or plasma are increasingly recognized as biomarkers for cancers. Recently developed next generation sequencing provides high numbers of DNA sequences to detect the trace amounts of unique serum biomarkers associated with breast carcinoma. Serum CNA of 38 women with ductal carcinoma was extracted and sequenced on a 454/Roche high-throughput GS-FLX platform and compared with healthy controls and patients with other medical conditions. Repetitive elements present in CNA were detected and classified, and each repetitive element was normalized based on total sequence count or repeat count. Multivariate regression models were calculated using an information-theoretical approach and multimodel inference. A total of 423,150 and 953,545 sequences for the cancer patients and controls, respectively, were obtained. Data from 26 patients with stages II to IV tumors and from 67 apparently healthy female controls were used as the training data set. Using a bootstrap method to avoid sampling bias, a five-parameter model was developed. When this model was applied to a validation data set consisting of patients with tumor stage I (n = 10) compared with healthy and nonmalignant disease controls (n = 87; 1,261,561 sequences) a sensitivity of 70% at a specificity of 100% was obtained. At a diagnostic specificity level of 95%, a sensitivity of 90% was calculated. Identification of specific breast cancer-related CNA sequences provides the basis for the development of a serum-based routine laboratory test for breast cancer screening and monitoring. Mol Cancer Res; 8(3); 335-42. (C)2010 AACR.
引用
收藏
页码:335 / 342
页数:8
相关论文
共 45 条
[1]   LIKELIHOOD OF A MODEL AND INFORMATION CRITERIA [J].
AKAIKE, H .
JOURNAL OF ECONOMETRICS, 1981, 16 (01) :3-14
[2]   Circulating nucleic acids in plasma and serum as a noninvasive investigation for cancer: Time for large-scale clinical studies? [J].
Anker, P ;
Mulcahy, H ;
Stroun, M .
INTERNATIONAL JOURNAL OF CANCER, 2003, 103 (02) :149-152
[3]  
[Anonymous], NUCLEIC ACIDS RES
[4]   The central role of receiver operating characteristic (ROC) curves in evaluating tests for the early detection of cancer [J].
Baker, SG .
JOURNAL OF THE NATIONAL CANCER INSTITUTE, 2003, 95 (07) :511-515
[5]   The impact of chromatin in human cancer: linking DNA methylation to gene silencing [J].
Ballestar, E ;
Esteller, M .
CARCINOGENESIS, 2002, 23 (07) :1103-1109
[6]   Profile of the Circulating DNA in Apparently Healthy Individuals [J].
Beck, Julia ;
Urnovitz, Howard B. ;
Riggert, Joachim ;
Clerici, Mario ;
Schuetz, Ekkehard .
CLINICAL CHEMISTRY, 2009, 55 (04) :730-738
[7]   Tailored Supplemental Screening for Breast Cancer: What Now and What Next? [J].
Berg, Wendie A. .
AMERICAN JOURNAL OF ROENTGENOLOGY, 2009, 192 (02) :390-399
[8]   Statistics review 13: Receiver operating characteristic curves [J].
Bewick, V ;
Cheek, L ;
Ball, J .
CRITICAL CARE, 2004, 8 (06) :508-512
[9]   The role of cell-free DNA size distribution in the management of prostate cancer [J].
Boddy, Jane L. ;
Gal, Shira ;
Malone, Peter R. ;
Shaida, Nadeem ;
Wainscoat, James S. ;
Harris, Adrian L. .
ONCOLOGY RESEARCH, 2006, 16 (01) :35-41
[10]   Prospective study of quantitation of plasma DNA levels in the diagnosis of malignant versus benign prostate disease [J].
Boddy, JL ;
Gal, S ;
Malone, PR ;
Harris, AL ;
Wainscoat, JS .
CLINICAL CANCER RESEARCH, 2005, 11 (04) :1394-1399