Literature DB >> 33504554

Biomarker Discovery in Patients with Immunotherapy-Treated Melanoma with Imaging Mass Cytometry.

Sandra Martinez-Morilla1, Franz Villarroel-Espindola1, Pok Fai Wong1, Maria I Toki1, Thazin Nwe Aung1, Vasiliki Pelekanou1, Brian Bourke-Martin2, Kurt A Schalper1, Harriet M Kluger3, David L Rimm4,3.   

Abstract

PURPOSE: Imaging mass cytometry (IMC) is among the first tools with the capacity for multiplex analysis of more than 40 targets, which provides a novel approach to biomarker discovery. Here, we used IMC to characterize the tumor microenvironment of patients with metastatic melanoma who received immunotherapy in efforts to find indicative factors of treatment response. In spite of the new power of IMC, the image analysis aspects are still limited by the challenges of cell segmentation. EXPERIMENTAL
DESIGN: Here, rather than segment, we performed image analysis using a newly designed version of the AQUA software to measure marker intensity in molecularly defined compartments: tumor cells, stroma, T cells, B cells, and macrophages. IMC data were compared with quantitative immunofluorescence (QIF) and digital spatial profiling.
RESULTS: Validation of IMC results for immune markers was confirmed by regression with additional multiplexing methods and outcome assessment. Multivariable analyses by each compartment revealed significant associations of 12 markers for progression-free survival and seven markers for overall survival (OS). The most compelling indicative biomarker, beta2-microglobulin (B2M), was confirmed by correlation with OS by QIF in the discovery cohort and validated in an independent published cohort profiled by mRNA expression.
CONCLUSIONS: Using digital image analysis based on pixel colocalization to assess IMC data allowed us to quantitively measure 25 markers simultaneously on formalin-fixed, paraffin-embedded tissue microarray samples. In addition to showing high concordance with other multiplexing technologies, we identified a series of potentially indicative biomarkers for immunotherapy in metastatic melanoma, including B2M. ©2021 American Association for Cancer Research.

Entities:  

Mesh:

Substances:

Year:  2021        PMID: 33504554      PMCID: PMC8026677          DOI: 10.1158/1078-0432.CCR-20-3340

Source DB:  PubMed          Journal:  Clin Cancer Res        ISSN: 1078-0432            Impact factor:   13.801


  37 in total

Review 1.  Recent advances in antigen processing and presentation.

Authors:  Peter E Jensen
Journal:  Nat Immunol       Date:  2007-10       Impact factor: 25.606

2.  The turnover kinetics of major histocompatibility complex peptides of human cancer cells.

Authors:  Elena Milner; Eilon Barnea; Ilan Beer; Arie Admon
Journal:  Mol Cell Proteomics       Date:  2005-11-04       Impact factor: 5.911

3.  Nivolumab and ipilimumab versus ipilimumab in untreated melanoma.

Authors:  Michael A Postow; Jason Chesney; Anna C Pavlick; Caroline Robert; Kenneth Grossmann; David McDermott; Gerald P Linette; Nicolas Meyer; Jeffrey K Giguere; Sanjiv S Agarwala; Montaser Shaheen; Marc S Ernstoff; David Minor; April K Salama; Matthew Taylor; Patrick A Ott; Linda M Rollin; Christine Horak; Paul Gagnier; Jedd D Wolchok; F Stephen Hodi
Journal:  N Engl J Med       Date:  2015-04-20       Impact factor: 91.245

4.  IFN-γ-related mRNA profile predicts clinical response to PD-1 blockade.

Authors:  Mark Ayers; Jared Lunceford; Michael Nebozhyn; Erin Murphy; Andrey Loboda; David R Kaufman; Andrew Albright; Jonathan D Cheng; S Peter Kang; Veena Shankaran; Sarina A Piha-Paul; Jennifer Yearley; Tanguy Y Seiwert; Antoni Ribas; Terrill K McClanahan
Journal:  J Clin Invest       Date:  2017-06-26       Impact factor: 14.808

5.  Multiplex Quantitative Analysis of Tumor-Infiltrating Lymphocytes and Immunotherapy Outcome in Metastatic Melanoma.

Authors:  Pok Fai Wong; Wei Wei; James W Smithy; Balazs Acs; Maria I Toki; Kim R M Blenman; Daniel Zelterman; Harriet M Kluger; David L Rimm
Journal:  Clin Cancer Res       Date:  2019-01-07       Impact factor: 12.531

6.  Prognostic factors in metastatic melanoma: a pooled analysis of Eastern Cooperative Oncology Group trials.

Authors:  J Manola; M Atkins; J Ibrahim; J Kirkwood
Journal:  J Clin Oncol       Date:  2000-11-15       Impact factor: 44.544

7.  Safety, activity, and immune correlates of anti-PD-1 antibody in cancer.

Authors:  Suzanne L Topalian; F Stephen Hodi; Julie R Brahmer; Scott N Gettinger; David C Smith; David F McDermott; John D Powderly; Richard D Carvajal; Jeffrey A Sosman; Michael B Atkins; Philip D Leming; David R Spigel; Scott J Antonia; Leora Horn; Charles G Drake; Drew M Pardoll; Lieping Chen; William H Sharfman; Robert A Anders; Janis M Taube; Tracee L McMiller; Haiying Xu; Alan J Korman; Maria Jure-Kunkel; Shruti Agrawal; Daniel McDonald; Georgia D Kollia; Ashok Gupta; Jon M Wigginton; Mario Sznol
Journal:  N Engl J Med       Date:  2012-06-02       Impact factor: 91.245

8.  Safety and activity of anti-PD-L1 antibody in patients with advanced cancer.

Authors:  Julie R Brahmer; Scott S Tykodi; Laura Q M Chow; Wen-Jen Hwu; Suzanne L Topalian; Patrick Hwu; Charles G Drake; Luis H Camacho; John Kauh; Kunle Odunsi; Henry C Pitot; Omid Hamid; Shailender Bhatia; Renato Martins; Keith Eaton; Shuming Chen; Theresa M Salay; Suresh Alaparthy; Joseph F Grosso; Alan J Korman; Susan M Parker; Shruti Agrawal; Stacie M Goldberg; Drew M Pardoll; Ashok Gupta; Jon M Wigginton
Journal:  N Engl J Med       Date:  2012-06-02       Impact factor: 91.245

9.  Quantitative assessment of PD-L1 as an analyte in immunohistochemistry diagnostic assays using a standardized cell line tissue microarray.

Authors:  Sandra Martinez-Morilla; John McGuire; Patricia Gaule; Lauren Moore; Balazs Acs; Delphine Cougot; Allen M Gown; Hadi Yaziji; Wei-Lien Wang; Richard W Cartun; Jason L Hornick; Lynette M Sholl; Jingxin Qiu; Mari Mino-Kenudson; Eunhee S Yi; Mary Beth Beasley; Daniel T Merrick; Abiy B Ambaye; Zhong J Zhang; Jill Walker; David L Rimm
Journal:  Lab Invest       Date:  2019-08-13       Impact factor: 5.662

10.  Cross-tissue Analysis of Gene and Protein Expression in Normal and Cancer Tissues.

Authors:  Idit Kosti; Nishant Jain; Dvir Aran; Atul J Butte; Marina Sirota
Journal:  Sci Rep       Date:  2016-05-04       Impact factor: 4.379

View more
  13 in total

1.  Inhibition of renalase drives tumour rejection by promoting T cell activation.

Authors:  Xiaojia Guo; Shlomit Jessel; Rihao Qu; Yuval Kluger; Tian-Min Chen; Lindsay Hollander; Robert Safirstein; Bryce Nelson; Charles Cha; Marcus Bosenberg; Lucia B Jilaveanu; David Rimm; Carla V Rothlin; Harriet M Kluger; Gary V Desir
Journal:  Eur J Cancer       Date:  2022-02-24       Impact factor: 9.162

Review 2.  Spatial mapping of protein composition and tissue organization: a primer for multiplexed antibody-based imaging.

Authors:  John W Hickey; Elizabeth K Neumann; Andrea J Radtke; Jeannie M Camarillo; Rebecca T Beuschel; Alexandre Albanese; Elizabeth McDonough; Julia Hatler; Anne E Wiblin; Jeremy Fisher; Josh Croteau; Eliza C Small; Anup Sood; Richard M Caprioli; R Michael Angelo; Garry P Nolan; Kwanghun Chung; Stephen M Hewitt; Ronald N Germain; Jeffrey M Spraggins; Emma Lundberg; Michael P Snyder; Neil L Kelleher; Sinem K Saka
Journal:  Nat Methods       Date:  2021-11-22       Impact factor: 47.990

3.  High Dimensional Imaging Mass Cytometry Panel to Visualize the Tumor Immune Microenvironment Contexture.

Authors:  Roxane Elaldi; Patrice Hemon; Luciana Petti; Estelle Cosson; Belinda Desrues; Anne Sudaka; Gilles Poissonnet; Ellen Van Obberghen-Schilling; Jacques-Olivier Pers; Veronique M Braud; Fabienne Anjuère; Aïda Meghraoui-Kheddar
Journal:  Front Immunol       Date:  2021-04-16       Impact factor: 7.561

Review 4.  Using Imaging Mass Cytometry to Define Cell Identities and Interactions in Human Tissues.

Authors:  Vijayakumar R Kakade; Marlene Weiss; Lloyd G Cantley
Journal:  Front Physiol       Date:  2021-12-22       Impact factor: 4.566

5.  Multiplex imaging reveals the architecture of the tumor immune microenvironment.

Authors:  Junlei Zhang; Jinyuan Song; Jianpeng Sheng; Xueli Bai; Tingbo Liang
Journal:  Cancer Biol Med       Date:  2021-10-29       Impact factor: 4.248

Review 6.  Application of High-Throughput Imaging Mass Cytometry Hyperion in Cancer Research.

Authors:  Marion Le Rochais; Patrice Hemon; Jacques-Olivier Pers; Arnaud Uguen
Journal:  Front Immunol       Date:  2022-03-31       Impact factor: 7.561

Review 7.  Multiplex Tissue Imaging: Spatial Revelations in the Tumor Microenvironment.

Authors:  Stephanie van Dam; Matthijs J D Baars; Yvonne Vercoulen
Journal:  Cancers (Basel)       Date:  2022-06-28       Impact factor: 6.575

8.  Imaging Mass Cytometry Analysis of immune Checkpoint Inhibitor-Related Pneumonitis: A Case Report.

Authors:  Yuan Cheng; Xiao-Ming Wang; Qin Hu; Kunyan Sun; Xiang Zhao; Meng Zhang; Guangfa Wang; He Wang; Yan Xiong
Journal:  Front Immunol       Date:  2022-07-15       Impact factor: 8.786

Review 9.  Challenges and Opportunities in the Statistical Analysis of Multiplex Immunofluorescence Data.

Authors:  Christopher M Wilson; Oscar E Ospina; Mary K Townsend; Jonathan Nguyen; Carlos Moran Segura; Joellen M Schildkraut; Shelley S Tworoger; Lauren C Peres; Brooke L Fridley
Journal:  Cancers (Basel)       Date:  2021-06-17       Impact factor: 6.575

Review 10.  Applications of Single-Cell Omics in Tumor Immunology.

Authors:  Junwei Liu; Saisi Qu; Tongtong Zhang; Yufei Gao; Hongyu Shi; Kaichen Song; Wei Chen; Weiwei Yin
Journal:  Front Immunol       Date:  2021-06-09       Impact factor: 7.561

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.