A multiplex platform for the identification of ovarian cancer biomarkers

被引:21
作者
Boylan, Kristin L. M. [1 ,2 ]
Geschwind, Kate [1 ,2 ]
Koopmeiners, Joseph S. [3 ,5 ]
Geller, Melissa A. [4 ,5 ]
Starr, Timothy K. [4 ,5 ,6 ]
Skubitz, Amy P. N. [1 ,2 ,4 ,5 ]
机构
[1] Univ Minnesota, Dept Lab Med & Pathol, Sch Med, MMC 395,420 Delaware St,SE, Minneapolis, MN 55455 USA
[2] Univ Minnesota, Ovarian Canc Early Detect Program, Minneapolis, MN USA
[3] Univ Minnesota, Sch Publ Hlth, Div Biostat, Minneapolis, MN 55455 USA
[4] Univ Minnesota, Dept Obstet Gynecol & Womens Hlth, Minneapolis, MN USA
[5] Univ Minnesota, Mason Canc Ctr, Minneapolis, MN USA
[6] Univ Minnesota, Dept Genet Cell Biol & Genet, Minneapolis, MN USA
关键词
Ovarian cancer; Biomarkers; Multiplex; CA125; HE4; Proseek (R); Proximity extension assay; DIFFERENTIAL GENE-EXPRESSION; SERUM-LEVELS; TUMOR-MARKERS; PROGNOSTIC-SIGNIFICANCE; CLINICAL-SIGNIFICANCE; HUMAN KALLIKREIN-11; ADHESION MOLECULE; ABUNDANT PROTEINS; SCREENING TRIAL; ALGORITHM ROCA;
D O I
10.1186/s12014-017-9169-6
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Background: Currently, there are no FDA approved screening tools for detecting early stage ovarian cancer in the general population. Development of a biomarker-based assay for early detection would significantly improve the survival of ovarian cancer patients. Methods: We used a multiplex approach to identify protein biomarkers for detecting early stage ovarian cancer. This new technology (Proseek (R) Multiplex Oncology Plates) can simultaneously measure the expression of 92 proteins in serum based on a proximity extension assay. We analyzed serum samples from 81 women representing healthy, benign pathology, early, and advanced stage serous ovarian cancer patients. Results: Principle component analysis and unsupervised hierarchical clustering separated patients into cancer versus non-cancer subgroups. Data from the Proseek (R) plate for CA125 levels exhibited a strong correlation with current clinical assays for CA125 (correlation coefficient of 0.89, 95% CI 0.83, 0.93). CA125 and HE4 were present at very low levels in healthy controls and benign cases, while higher levels were found in early stage cases, with highest levels found in the advanced stage cases. Overall, significant trends were observed for 38 of the 92 proteins (p < 0.001), many of which are novel candidate serum biomarkers for ovarian cancer. The area under the ROC curve (AUC) for CA125 was 0.98 and the AUC for HE4 was 0.85 when comparing early stage ovarian cancer versus healthy controls. In total, 23 proteins had an estimated AUC of 0.7 or greater. Using a naive Bayes classifier that combined 12 proteins, we improved the sensitivity corresponding to 95% specificity from 93 to 95% when compared to CA125 alone. Although small, a 2% increase would have a significant effect on the number of women correctly identified when screening a large population. Conclusions: These data demonstrate that the Proseek (R) technology can replicate the results established by conventional clinical assays for known biomarkers, identify new candidate biomarkers, and improve the sensitivity and specificity of CA125 alone. Additional studies using a larger cohort of patients will allow for validation of these biomarkers and lead to the development of a screening tool for detecting early stage ovarian cancer in the general population.
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页数:21
相关论文
共 105 条
[1]   Leucine-rich alpha-2-glycoprotein-1 is upregulated in sera and tumors of ovarian cancer patients [J].
Andersen, John D. ;
Boylan, Kristin L. M. ;
Jemmerson, Ronald ;
Geller, Melissa A. ;
Misemer, Benjamin ;
Harrington, Katherine M. ;
Weivoda, Starchild ;
Witthuhn, Bruce A. ;
Argenta, Peter ;
Vogel, Rachel Isaksson ;
Skubitz, Amy P. N. .
JOURNAL OF OVARIAN RESEARCH, 2010, 3
[2]   Identification of candidate biomarkers in ovarian cancer serum by depletion of highly abundant proteins and differential in-gel electrophoresis [J].
Andersen, John D. ;
Boylan, Kristin L. M. ;
Xue, Feifei S. ;
Anderson, Lorraine B. ;
Witthuhn, Bruce A. ;
Markowski, Todd W. ;
Higgins, LeeAnn ;
Skubitz, Amy P. N. .
ELECTROPHORESIS, 2010, 31 (04) :599-610
[3]  
[Anonymous], 2009, BOOK OVA1 INSTRUCTIO
[4]   Homogenous 96-Plex PEA Immunoassay Exhibiting High Sensitivity, Specificity, and Excellent Scalability [J].
Assarsson, Erika ;
Lundberg, Martin ;
Holmquist, Goeran ;
Bjoerkesten, Johan ;
Thorsen, Stine Bucht ;
Ekman, Daniel ;
Eriksson, Anna ;
Dickens, Emma Rennel ;
Ohlsson, Sandra ;
Edfeldt, Gabriella ;
Andersson, Ann-Catrin ;
Lindstedt, Patrik ;
Stenvang, Jan ;
Gullberg, Mats ;
Fredriksson, Simon .
PLOS ONE, 2014, 9 (04)
[5]  
Baron AT, 2003, CANCER EPIDEM BIOMAR, V12, P103
[6]   Soluble epidermal growth factor receptor (SEG-FR) and cancer antigen 125 (CA125) as screening and diagnostic tests for epithelial ovarian cancer [J].
Baron, AT ;
Boardman, CH ;
Lafky, JM ;
Rademaker, A ;
Liu, DC ;
Fishman, DA ;
Podratz, KC ;
Maihle, NJ .
CANCER EPIDEMIOLOGY BIOMARKERS & PREVENTION, 2005, 14 (02) :306-318
[7]   New tumor markers: CA125 and beyond [J].
Bast, RC ;
Badgwell, D ;
Lu, Z ;
Marquez, R ;
Rosen, D ;
Liu, J ;
Baggerly, KA ;
Atkinson, EN ;
Skates, S ;
Lokshin, A ;
Menon, U ;
Jacobs, I ;
Lu, K .
INTERNATIONAL JOURNAL OF GYNECOLOGICAL CANCER, 2005, 15 :274-281
[8]   Differential Diagnosis of a Pelvic Mass Improved Algorithms and Novel Biomarkers [J].
Bast, Robert C., Jr. ;
Skates, Steven ;
Lokshin, Anna ;
Moore, Richard G. .
INTERNATIONAL JOURNAL OF GYNECOLOGICAL CANCER, 2012, 22 :S5-S8
[9]   SERUM INTERLEUKIN-6 LEVELS CORRELATE WITH DISEASE STATUS IN PATIENTS WITH EPITHELIAL OVARIAN-CANCER [J].
BEREK, JS ;
CHUNG, C ;
KALDI, K ;
WATSON, JM ;
KNOX, RM ;
MARTINEZMAZA, O .
AMERICAN JOURNAL OF OBSTETRICS AND GYNECOLOGY, 1991, 164 (04) :1038-1043
[10]   PLCO: Evolution of an Epidemiologic Resource and Opportunities for Future Studies [J].
Black, Amanda ;
Huang, Wen-Yi ;
Wright, Patrick ;
Riley, Tom ;
Mabie, Jerome ;
Mathew, Sunitha ;
Ragard, Lawrence ;
Hermansen, Sigurd ;
Yu, Kelly ;
Pinsky, Paul ;
Prorok, Philip C. ;
Freedman, Neal D. ;
Hoover, Robert N. .
REVIEWS ON RECENT CLINICAL TRIALS, 2015, 10 (03) :238-245