Multiplex serum biomarker assessments: technical and biostatistical issues

被引:36
作者
Butterfield, Lisa H. [1 ,2 ,3 ,4 ,5 ]
Potter, Douglas M. [1 ,2 ,6 ]
Kirkwood, John M. [1 ,2 ,3 ]
机构
[1] Univ Pittsburgh, Inst Canc, Pittsburgh, PA 15213 USA
[2] Univ Pittsburgh, Sch Med, Pittsburgh, PA 15213 USA
[3] Univ Pittsburgh, Dept Med, Pittsburgh, PA 15213 USA
[4] Univ Pittsburgh, Dept Surg, Pittsburgh, PA 15213 USA
[5] Univ Pittsburgh, Dept Immunol, Pittsburgh, PA 15213 USA
[6] Univ Pittsburgh, Dept Biostat, Pittsburgh, PA 15213 USA
关键词
serum; biomarkers; melanoma; cytokine; Luminex; COOPERATIVE-ONCOLOGY-GROUP; CLINICAL-TRIALS; HIV VACCINE; MELANOMA; BLOOD; DISCOVERY; CYTOKINES; RESPONSES; WORKSHOP; MARKERS;
D O I
10.1186/1479-5876-9-173
中图分类号
R-3 [医学研究方法]; R3 [基础医学];
学科分类号
1001 ;
摘要
Background: Identification of predictive and prognostic biomarkers for patients with disease and undergoing different therapeutic options is a very active area of investigation. Many of these studies seek biomarkers among circulating proteins accessed in blood. Many levels of standardization in materials and procedures have been identified which can impact the resulting data. Methods: Here, we have observed unexpected variability in levels of commonly tested analytes in serum which were processed and stored under standardized conditions. We have identified apparent changes in cytokine, chemokine and growth factor levels detected by multiplex Luminex assay in melanoma patient and healthy donor serum samples, over storage time at - 80 degrees C. Controls included Luminex kit standards, multiplexed cytokine standards and WHO cytokine controls. Data were analyzed by Wilcoxon rank-sum testing and Spearman's test for correlations. Results: The interpretation of these changes is confounded by lot-to-lot kit standard curve reagent changes made by a single manufacturer of Luminex kits. Conclusions: This study identifies previously unknown sources of variation in a commonly used biomarker assay, and suggests additional levels of controls needed for identification of true changes in circulating protein levels.
引用
收藏
页数:14
相关论文
共 25 条
[1]   Concordant Proficiency in Measurement of T-Cell Immunity in Human Immunodeficiency Virus Vaccine Clinical Trials by Peripheral Blood Mononuclear Cell and Enzyme-Linked Immunospot Assays in Laboratories from Three Continents [J].
Boaz, Mark J. ;
Hayes, Peter ;
Tarragona, Tony ;
Seamons, Laura ;
Cooper, Andrew ;
Birungi, Josephine ;
Kitandwe, Paul ;
Semaganda, Aloysius ;
Kaleebu, Pontiano ;
Stevens, Gwynneth ;
Anzala, Omu ;
Farah, Bashir ;
Ogola, Simon ;
Indangasi, Jackton ;
Mhlanga, Patrick ;
Van Eeden, Melanie ;
Thakar, Madhuri ;
Pujari, Ashwini ;
Mishra, Shadri ;
Goonetilleke, Nilu ;
Moore, Stephen ;
Mahmoud, Abdul ;
Sathyamoorthy, Pattabiraman ;
Mahalingam, Jayashri ;
Narayanan, Paranji R. ;
Ramanathan, Vadakkuppattu D. ;
Cox, Josephine H. ;
Dally, Len ;
Gill, Dilbinder K. ;
Gilmour, Jill .
CLINICAL AND VACCINE IMMUNOLOGY, 2009, 16 (02) :147-155
[2]   Defining blood processing parameters for optimal detection of cryopreserved antigen-specific responses for HIV vaccine trials [J].
Bull, Marta ;
Lee, Deborah ;
Stucky, Jason ;
Chiu, Ya-Lin ;
Rubin, Abbe ;
Horton, Helen ;
McElrath, M. Juliana .
JOURNAL OF IMMUNOLOGICAL METHODS, 2007, 322 (1-2) :57-69
[3]   Development of a potency assay for human dendritic cells: IL-12p70 production [J].
Butterfield, Lisa H. ;
Gooding, William ;
Whiteside, Theresa L. .
JOURNAL OF IMMUNOTHERAPY, 2008, 31 (01) :89-100
[4]   Recommendations from the iSBTc-SITC/FDA/NCI Workshop on Immunotherapy Biomarkers [J].
Butterfield, Lisa H. ;
Palucka, A. Karolina ;
Britten, Cedrik M. ;
Dhodapkar, Madhav V. ;
Hakansson, Leif ;
Janetzki, Sylvia ;
Kawakami, Yutaka ;
Kleen, Thomas-Oliver ;
Lee, Peter P. ;
Maccalli, Cristina ;
Maecker, Holden T. ;
Maino, Vernon C. ;
Maio, Michele ;
Malyguine, Anatoli ;
Masucci, Giuseppe ;
Pawelec, Graham ;
Potter, Douglas M. ;
Rivoltini, Licia ;
Salazar, Lupe G. ;
Schendel, Dolores J. ;
Slingluff, Craig L., Jr. ;
Song, Wenru ;
Stroncek, David F. ;
Tahara, Hideaki ;
Thurin, Magdalena ;
Trinchieri, Giorgio ;
van Der Burg, Sjoerd H. ;
Whiteside, Theresa L. ;
Wigginton, Jon M. ;
Marincola, Francesco ;
Khleif, Samir ;
Fox, Bernard A. ;
Disis, Mary L. .
CLINICAL CANCER RESEARCH, 2011, 17 (10) :3064-3076
[5]   Immuno-Oncology biomarkers 2010 and beyond: Perspectives from the iSBTc/SITC biomarker task force [J].
Butterfield, Lisa H. ;
Disis, Mary L. ;
Khleif, Samir N. ;
Balwit, James M. ;
Marincola, Francesco M. .
JOURNAL OF TRANSLATIONAL MEDICINE, 2010, 8
[6]   A systematic approach to biomarker discovery; Preamble to "the iSBTc-FDA taskforce on immunotherapy biomarkers" [J].
Butterfield, Lisa H. ;
Disis, Mary L. ;
Fox, Bernard A. ;
Lee, Peter P. ;
Khleif, Samir N. ;
Thurin, Magdalena ;
Trinchieri, Giorgio ;
Wang, Ena ;
Wigginton, Jon ;
Chaussabel, Damien ;
Coukos, George ;
Dhodapkar, Madhav ;
Hakansson, Leif ;
Janetzki, Sylvia ;
Kleen, Thomas O. ;
Kirkwood, John M. ;
Maccalli, Cristina ;
Maecker, Holden ;
Maio, Michele ;
Malyguine, Anatoli ;
Masucci, Giuseppe ;
Palucka, A. Karolina ;
Potter, Douglas M. ;
Ribas, Antoni ;
Rivoltini, Licia ;
Schendel, Dolores ;
Seliger, Barbara ;
Selvan, Senthamil ;
Slingluff, Craig L., Jr. ;
Stroncek, David F. ;
Streicher, Howard ;
Wu, Xifeng ;
Zeskind, Benjamin ;
Zhao, Yingdong ;
Zocca, Mai-Britt ;
Zwierzina, Heinz ;
Marincola, Francesco M. .
JOURNAL OF TRANSLATIONAL MEDICINE, 2008, 6 (1)
[7]   Guidelines for the Development and Incorporation of Biomarker Studies in Early Clinical Trials of Novel Agents [J].
Dancey, Janet E. ;
Dobbin, Kevin K. ;
Groshen, Susan ;
Jessup, J. Milburn ;
Hruszkewycz, Andrew H. ;
Koehler, Maria ;
Parchment, Ralph ;
Ratain, Mark J. ;
Shankar, Lalitha K. ;
Stadler, Walter M. ;
True, Lawrence D. ;
Gravell, Amy ;
Grever, Michael R. .
CLINICAL CANCER RESEARCH, 2010, 16 (06) :1745-1755
[8]   Prerequisites for cytokine measurements in clinical trials with multiplex immunoassays [J].
de Jager, Wilco ;
Bourcier, Katarzyna ;
Rijkers, Ger T. ;
Prakken, Berent J. ;
Seyfert-Margolis, Vicki .
BMC IMMUNOLOGY, 2009, 10 :52
[9]  
*FDA, DRAFT GUID IND POT T
[10]   Molecular profiling to identify relevant immune resistance mechanisms in the tumor microenvironment [J].
Gajewski, Thomas F. ;
Fuertes, Mercedes ;
Spaapen, Robbert ;
Zheng, Yan ;
Kline, Justin .
CURRENT OPINION IN IMMUNOLOGY, 2011, 23 (02) :286-292