Literature DB >> 33413574

Multiplex immunofluorescence to measure dynamic changes in tumor-infiltrating lymphocytes and PD-L1 in early-stage breast cancer.

Katherine Sanchez1,2, Isaac Kim1,2, Brie Chun1,2, Joanna Pucilowska1,2, William L Redmond1,2, Walter J Urba1,2, Maritza Martel3, Yaping Wu1,2, Mary Campbell3, Zhaoyu Sun1, Gary Grunkemeier4, Shu Ching Chang4, Brady Bernard1,2, David B Page5,6.   

Abstract

BACKGROUND: The H&E stromal tumor-infiltrating lymphocyte (sTIL) score and programmed death ligand 1 (PD-L1) SP142 immunohistochemistry assay are prognostic and predictive in early-stage breast cancer, but are operator-dependent and may have insufficient precision to characterize dynamic changes in sTILs/PD-L1 in the context of clinical research. We illustrate how multiplex immunofluorescence (mIF) combined with statistical modeling can be used to precisely estimate dynamic changes in sTIL score, PD-L1 expression, and other immune variables from a single paraffin-embedded slide, thus enabling comprehensive characterization of activity of novel immunotherapy agents.
METHODS: Serial tissue was obtained from a recent clinical trial evaluating loco-regional cytokine delivery as a strategy to promote immune cell infiltration and activation in breast tumors. Pre-treatment biopsies and post-treatment tumor resections were analyzed by mIF (PerkinElmer Vectra) using an antibody panel that characterized tumor cells (cytokeratin-positive), immune cells (CD3, CD8, CD163, FoxP3), and PD-L1 expression. mIF estimates of sTIL score and PD-L1 expression were compared to the H&E/SP142 clinical assays. Hierarchical linear modeling was utilized to compare pre- and post-treatment immune cell expression, account for correlation of time-dependent measurement, variation across high-powered magnification views within each subject, and variation between subjects. Simulation methods (Monte Carlo, bootstrapping) were used to evaluate the impact of model and tissue sample size on statistical power.
RESULTS: mIF estimates of sTIL and PD-L1 expression were strongly correlated with their respective clinical assays (p < .001). Hierarchical linear modeling resulted in more precise estimates of treatment-related increases in sTIL, PD-L1, and other metrics such as CD8+ tumor nest infiltration. Statistical precision was dependent on adequate tissue sampling, with at least 15 high-powered fields recommended per specimen. Compared to conventional t-testing of means, hierarchical linear modeling was associated with substantial reductions in enrollment size required (n = 25➔n = 13) to detect the observed increases in sTIL/PD-L1.
CONCLUSION: mIF is useful for quantifying treatment-related dynamic changes in sTILs/PD-L1 and is concordant with clinical assays, but with greater precision. Hierarchical linear modeling can mitigate the effects of intratumoral heterogeneity on immune cell count estimations, allowing for more efficient detection of treatment-related pharmocodynamic effects in the context of clinical trials. TRIAL REGISTRATION: NCT02950259 .

Entities:  

Keywords:  CD8; Early-stage breast cancer; IRX-2; Immunotherapy; Multiplex immunofluorescence; PD-L1; sTIL

Mesh:

Substances:

Year:  2021        PMID: 33413574      PMCID: PMC7788790          DOI: 10.1186/s13058-020-01378-4

Source DB:  PubMed          Journal:  Breast Cancer Res        ISSN: 1465-5411            Impact factor:   6.466


  27 in total

1.  The evaluation of tumor-infiltrating lymphocytes (TILs) in breast cancer: recommendations by an International TILs Working Group 2014.

Authors:  R Salgado; C Denkert; S Demaria; N Sirtaine; F Klauschen; G Pruneri; S Wienert; G Van den Eynden; F L Baehner; F Penault-Llorca; E A Perez; E A Thompson; W F Symmans; A L Richardson; J Brock; C Criscitiello; H Bailey; M Ignatiadis; G Floris; J Sparano; Z Kos; T Nielsen; D L Rimm; K H Allison; J S Reis-Filho; S Loibl; C Sotiriou; G Viale; S Badve; S Adams; K Willard-Gallo; S Loi
Journal:  Ann Oncol       Date:  2014-09-11       Impact factor: 32.976

2.  A Phase Ib Study of Preoperative, Locoregional IRX-2 Cytokine Immunotherapy to Prime Immune Responses in Patients with Early-Stage Breast Cancer.

Authors:  David B Page; Joanna Pucilowska; Katherine G Sanchez; Valerie K Conrad; Alison K Conlin; Anupama K Acheson; Kelly S Perlewitz; James H Imatani; Shaghayegh Aliabadi-Wahle; Nicole Moxon; Staci L Mellinger; Amanda Y Seino; Martiza Martel; Yaping Wu; Zhaoyu Sun; William L Redmond; Venkatesh Rajamanickam; Dottie Waddell; Deborah Laxague; Monil Shah; Shu-Ching Chang; Walter J Urba
Journal:  Clin Cancer Res       Date:  2019-12-12       Impact factor: 12.531

3.  Timing of PD-1 Blockade Is Critical to Effective Combination Immunotherapy with Anti-OX40.

Authors:  David J Messenheimer; Shawn M Jensen; Michael E Afentoulis; Keith W Wegmann; Zipei Feng; David J Friedman; Michael J Gough; Walter J Urba; Bernard A Fox
Journal:  Clin Cancer Res       Date:  2017-08-28       Impact factor: 12.531

4.  Multiplex immunohistochemistry/immunofluorescence (mIHC/IF) for PD-L1 testing in triple-negative breast cancer: a translational assay compared with conventional IHC.

Authors:  Joe Yeong; Tira Tan; Zi Long Chow; Qing Cheng; Bernett Lee; Amanda Seet; Johnathan Xiande Lim; Jeffrey Chun Tatt Lim; Clara Chong Hui Ong; Aye Aye Thike; Sahil Saraf; Benjamin Yong Cheng Tan; Yong Cheng Poh; Sidney Yee; Jin Liu; Elaine Lim; Jabed Iqbal; Rebecca Dent; Puay Hoon Tan
Journal:  J Clin Pathol       Date:  2020-01-22       Impact factor: 3.411

5.  Evaluation of the Predictive Role of Tumor Immune Infiltrate in Patients with HER2-Positive Breast Cancer Treated with Neoadjuvant Anti-HER2 Therapy without Chemotherapy.

Authors:  Carmine De Angelis; Chandandeep Nagi; Cliff C Hoyt; Linying Liu; Kristin Roman; Chichung Wang; Yi Zheng; Jamunarani Veeraraghavan; Vidyalakshmi Sethunath; Paolo Nuciforo; Tao Wang; Anna Tsimelzon; Sufeng Mao; Susan G Hilsenbeck; Meghana V Trivedi; Maria Letizia Cataldo; Anne Pavlick; Antonio C Wolff; Britta Weigelt; Jorge S Reis-Filho; Aleix Prat; Carolina Gutierrez; Charles Kent Osborne; Mothaffar F Rimawi; Rachel Schiff
Journal:  Clin Cancer Res       Date:  2019-10-25       Impact factor: 12.531

6.  Immune induction strategies in metastatic triple-negative breast cancer to enhance the sensitivity to PD-1 blockade: the TONIC trial.

Authors:  Leonie Voorwerk; Maarten Slagter; Hugo M Horlings; Karolina Sikorska; Koen K van de Vijver; Michiel de Maaker; Iris Nederlof; Roelof J C Kluin; Sarah Warren; SuFey Ong; Terry G Wiersma; Nicola S Russell; Ferry Lalezari; Philip C Schouten; Noor A M Bakker; Steven L C Ketelaars; Dennis Peters; Charlotte A H Lange; Erik van Werkhoven; Harm van Tinteren; Ingrid A M Mandjes; Inge Kemper; Suzanne Onderwater; Myriam Chalabi; Sofie Wilgenhof; John B A G Haanen; Roberto Salgado; Karin E de Visser; Gabe S Sonke; Lodewyk F A Wessels; Sabine C Linn; Ton N Schumacher; Christian U Blank; Marleen Kok
Journal:  Nat Med       Date:  2019-05-13       Impact factor: 53.440

Review 7.  Two may be better than one: PD-1/PD-L1 blockade combination approaches in metastatic breast cancer.

Authors:  David B Page; Harry Bear; Sangeetha Prabhakaran; Margaret E Gatti-Mays; Alexandra Thomas; Erin Cobain; Heather McArthur; Justin M Balko; Sofia R Gameiro; Rita Nanda; James L Gulley; Kevin Kalinsky; Julia White; Jennifer Litton; Steven J Chmura; Mei-Yin Polley; Benjamin Vincent; David W Cescon; Mary L Disis; Joseph A Sparano; Elizabeth A Mittendorf; Sylvia Adams
Journal:  NPJ Breast Cancer       Date:  2019-10-08

Review 8.  If we build it they will come: targeting the immune response to breast cancer.

Authors:  Margaret E Gatti-Mays; Justin M Balko; Sofia R Gameiro; Harry D Bear; Sangeetha Prabhakaran; Jami Fukui; Mary L Disis; Rita Nanda; James L Gulley; Kevin Kalinsky; Houssein Abdul Sater; Joseph A Sparano; David Cescon; David B Page; Heather McArthur; Sylvia Adams; Elizabeth A Mittendorf
Journal:  NPJ Breast Cancer       Date:  2019-10-29

9.  Pitfalls in assessing stromal tumor infiltrating lymphocytes (sTILs) in breast cancer.

Authors:  Zuzana Kos; Elvire Roblin; Rim S Kim; Stefan Michiels; Brandon D Gallas; Weijie Chen; Koen K van de Vijver; Shom Goel; Sylvia Adams; Sandra Demaria; Giuseppe Viale; Torsten O Nielsen; Sunil S Badve; W Fraser Symmans; Christos Sotiriou; David L Rimm; Stephen Hewitt; Carsten Denkert; Sibylle Loibl; Stephen J Luen; John M S Bartlett; Peter Savas; Giancarlo Pruneri; Deborah A Dillon; Maggie Chon U Cheang; Andrew Tutt; Jacqueline A Hall; Marleen Kok; Hugo M Horlings; Anant Madabhushi; Jeroen van der Laak; Francesco Ciompi; Anne-Vibeke Laenkholm; Enrique Bellolio; Tina Gruosso; Stephen B Fox; Juan Carlos Araya; Giuseppe Floris; Jan Hudeček; Leonie Voorwerk; Andrew H Beck; Jen Kerner; Denis Larsimont; Sabine Declercq; Gert Van den Eynden; Lajos Pusztai; Anna Ehinger; Wentao Yang; Khalid AbdulJabbar; Yinyin Yuan; Rajendra Singh; Crispin Hiley; Maise Al Bakir; Alexander J Lazar; Stephen Naber; Stephan Wienert; Miluska Castillo; Giuseppe Curigliano; Maria-Vittoria Dieci; Fabrice André; Charles Swanton; Jorge Reis-Filho; Joseph Sparano; Eva Balslev; I-Chun Chen; Elisabeth Ida Specht Stovgaard; Katherine Pogue-Geile; Kim R M Blenman; Frédérique Penault-Llorca; Stuart Schnitt; Sunil R Lakhani; Anne Vincent-Salomon; Federico Rojo; Jeremy P Braybrooke; Matthew G Hanna; M Teresa Soler-Monsó; Daniel Bethmann; Carlos A Castaneda; Karen Willard-Gallo; Ashish Sharma; Huang-Chun Lien; Susan Fineberg; Jeppe Thagaard; Laura Comerma; Paula Gonzalez-Ericsson; Edi Brogi; Sherene Loi; Joel Saltz; Frederick Klaushen; Lee Cooper; Mohamed Amgad; David A Moore; Roberto Salgado
Journal:  NPJ Breast Cancer       Date:  2020-05-12

10.  Development of a PD-L1 Complementary Diagnostic Immunohistochemistry Assay (SP142) for Atezolizumab.

Authors:  Bharathi Vennapusa; Brian Baker; Marcin Kowanetz; Jennifer Boone; Ina Menzl; Jean-Marie Bruey; Gregg Fine; Sanjeev Mariathasan; Ian McCaffery; Simonetta Mocci; Sandra Rost; Dustin Smith; Eslie Dennis; Szu-Yu Tang; Bita Damadzadeh; Espen Walker; Priti S Hegde; J Andrew Williams; Hartmut Koeppen; Zachary Boyd
Journal:  Appl Immunohistochem Mol Morphol       Date:  2019-02
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  7 in total

1.  B Lymphocytes Are a Predictive Marker of Eribulin Response and Overall Survival in Locally Advanced or Metastatic Breast Cancer: A Multicenter, Two-Cohort, Non-Randomized, Open-Label, Retrospective Study.

Authors:  Liubov A Tashireva; Nataliya O Popova; Anna Yu Kalinchuk; Viktor E Goldberg; Elena I Kovalenko; Elena V Artamonova; Aleksey G Manikhas; Dmitriy M Ponomarenko; Nataliya V Levchenko; Elena I Rossokha; Svetlana Yu Krasilnikova; Marina A Zafirova; Evgeniy L Choynzonov; Vladimir M Perelmuter
Journal:  Front Oncol       Date:  2022-06-23       Impact factor: 5.738

2.  Effector memory cytotoxic CD3+/CD8+/CD45RO+ T cells are predictive of good survival and a lower risk of recurrence in triple-negative breast cancer.

Authors:  Xiangjie Sun; Jie Zhai; Baohua Sun; Edwin Roger Parra; Mei Jiang; Wencai Ma; Jing Wang; Anthony M Kang; Kasthuri Kannan; Renganayaki Pandurengan; Shanyu Zhang; Luisa Maren Solis; Cara L Haymaker; Maria Gabriela Raso; Julia Mendoza Perez; Aysegul A Sahin; Ignacio I Wistuba; Clinton Yam; Jennifer K Litton; Fei Yang
Journal:  Mod Pathol       Date:  2021-11-27       Impact factor: 8.209

3.  Multiplexed immunofluorescence identifies high stromal CD68+PD-L1+ macrophages as a predictor of improved survival in triple negative breast cancer.

Authors:  James Wang; Lois Browne; Iveta Slapetova; Fei Shang; Kirsty Lee; Jodi Lynch; Julia Beretov; Renee Whan; Peter H Graham; Ewan K A Millar
Journal:  Sci Rep       Date:  2021-11-03       Impact factor: 4.379

Review 4.  Dissecting Tumor-Immune Microenvironment in Breast Cancer at a Spatial and Multiplex Resolution.

Authors:  Evangelos Tzoras; Ioannis Zerdes; Nikos Tsiknakis; Georgios C Manikis; Artur Mezheyeuski; Jonas Bergh; Alexios Matikas; Theodoros Foukakis
Journal:  Cancers (Basel)       Date:  2022-04-14       Impact factor: 6.575

Review 5.  Multiplexed In Situ Spatial Protein Profiling in the Pursuit of Precision Immuno-Oncology for Patients with Breast Cancer.

Authors:  Davide Massa; Anna Tosi; Antonio Rosato; Valentina Guarneri; Maria Vittoria Dieci
Journal:  Cancers (Basel)       Date:  2022-10-06       Impact factor: 6.575

Review 6.  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 7.  Methods to Determine and Analyze the Cellular Spatial Distribution Extracted From Multiplex Immunofluorescence Data to Understand the Tumor Microenvironment.

Authors:  Edwin Roger Parra
Journal:  Front Mol Biosci       Date:  2021-06-14
  7 in total

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