Multiplex screening of 275 plasma protein biomarkers to identify a signature for early detection of colorectal cancer

被引:26
作者
Bhardwaj, Megha [1 ,2 ,3 ]
Weigl, Korbinian [4 ,5 ]
Tikk, Kaja [4 ,5 ]
Benner, Axel [6 ]
Schrotz-King, Petra [1 ,2 ]
Brenner, Hermann [1 ,2 ,4 ,5 ]
机构
[1] German Canc Res Ctr, Div Prevent Oncol, Heidelberg, Germany
[2] Natl Ctr Tumor Dis NCT, Heidelberg, Germany
[3] Heidelberg Univ, Med Fac Heidelberg, Heidelberg, Germany
[4] German Canc Res Ctr, Div Clin Epidemiol & Aging Res, Heidelberg, Germany
[5] German Canc Res Ctr, German Canc Consortium DKTK, Heidelberg, Germany
[6] German Canc Res Ctr, Div Biostat, Heidelberg, Germany
关键词
colorectal cancer; diagnostic biomarkers; early detection; proximity extension assay; screening; sensitivity and specificity; VALIDATION; COLONOSCOPY; TESTS; PANEL; SIGMOIDOSCOPY; PERFORMANCE; PROGRAMS; IMPACT; TIME; BIAS;
D O I
10.1002/1878-0261.12591
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Blood-based protein biomarkers may be an attractive option for early detection of colorectal cancer (CRC). Here, we used a two-stage design to measure 275 protein markers by proximity extension assay (PEA), first in plasma samples of a discovery set consisting of 98 newly diagnosed CRC cases and 100 age- and gender-matched controls free of neoplasm at screening colonoscopy. An algorithm predicting the presence of early- or late-stage CRC was derived by least absolute shrinkage and selection operator regression with .632+ bootstrap method, and the algorithms were then validated using PEA again in an independent validation set consisting of participants of screening colonoscopy with and without CRC (n = 56 and 102, respectively). Three different signatures for all-, early-, and late-stage CRC consisting of 9, 12, and 11 protein markers were obtained in the discovery set with areas under the curves (AUCs) after .632 + bootstrap adjustment of 0.92, 0.91, and 0.96, respectively. External validation among participants of screening colonoscopy yielded AUCs of 0.76 [95% confidence interval (95% CI), 0.67-0.84], 0.75 (95% CI, 0.62-0.87), and 0.80 (95% CI, 0.68-0.89) for all-, early-, and late-stage CRC, respectively. Although the identified protein markers are not competitive with the best available stool tests, these proteins may contribute to the development of powerful blood-based tests for CRC early detection in the future.
引用
收藏
页码:8 / 21
页数:14
相关论文
共 44 条
[1]   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)
[2]   Long-term effects of once-only flexible sigmoidoscopy screening after 17 years of follow-up: the UK Flexible Sigmoidoscopy Screening randomised controlled trial [J].
Atkin, Wendy ;
Wooldrage, Kate ;
Parkin, D. Maxwell ;
Kralj-Hans, Ines ;
MacRae, Eilidh ;
Shah, Urvi ;
Duffy, Stephen ;
Cross, Amanda J. .
LANCET, 2017, 389 (10076) :1299-1311
[3]   In-depth Characterization of the Secretome of Colorectal Cancer Metastatic Cells Identifies Key Proteins in Cell Adhesion, Migration, and Invasion [J].
Barderas, Rodrigo ;
Mendes, Marta ;
Torres, Sofia ;
Bartolome, Ruben A. ;
Lopez-Lucendo, Maria ;
Villar-Vazquez, Roi ;
Pelaez-Garcia, Alberto ;
Fuente, Eduardo ;
Bonilla, Felix ;
Ignacio Casal, J. .
MOLECULAR & CELLULAR PROTEOMICS, 2013, 12 (06) :1602-1620
[4]   CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[5]   Blood-Based Protein Signatures for Early Detection of Colorectal Cancer: A Systematic Review [J].
Bhardwaj, Megha ;
Gies, Anton ;
Werner, Simone ;
Schrotz-King, Petra ;
Brenner, Hermann .
CLINICAL AND TRANSLATIONAL GASTROENTEROLOGY, 2017, 8
[6]   Cell Line Secretome and Tumor Tissue Proteome Markers for Early Detection of Colorectal Cancer: A Systematic Review [J].
Bhardwaj, Megha ;
Erben, Vanessa ;
Schrotz-King, Petra ;
Brenner, Hermann .
CANCERS, 2017, 9 (11)
[7]   The colorectal cancer epidemic: challenges and opportunities for primary, secondary and tertiary prevention [J].
Brenner, Hermann ;
Chen, Chen .
BRITISH JOURNAL OF CANCER, 2018, 119 (07) :785-792
[8]   Effect of screening sigmoidoscopy and screening colonoscopy on colorectal cancer incidence and mortality: systematic review and meta-analysis of randomised controlled trials and observational studies [J].
Brenner, Hermann ;
Stock, Christian ;
Hoffmeister, Michael .
BMJ-BRITISH MEDICAL JOURNAL, 2014, 348
[9]   Matching of controls may lead to biased estimates of specificity in the evaluation of cancer screening tests [J].
Brenner, Hermann ;
Altenhofen, Lutz ;
Tao, Sha .
JOURNAL OF CLINICAL EPIDEMIOLOGY, 2013, 66 (02) :202-208
[10]   Low-Dose Aspirin Use and Performance of Immunochemical Fecal Occult Blood Tests [J].
Brenner, Hermann ;
Tao, Sha ;
Haug, Ulrike .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2010, 304 (22) :2513-2520