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Shu DH, Ho WJ, Kagohara LT, Girgis A, Shin SM, Danilova L, Lee JW, Sidiropoulos DN, Mitchell S, Munjal K, Howe K, Bendinelli KJ, Qi H, Mo G, Montagne J, Leatherman JM, Lopez-Vidal TY, Zhu Q, Huff AL, Yuan X, Hernandez A, Coyne EM, Zaidi N, Zabransky DJ, Engle LL, Ogurtsova A, Baretti M, Laheru D, Durham JN, Wang H, Anders R, Jaffee EM, Fertig EJ, Yarchoan M. Immune landscape of tertiary lymphoid structures in hepatocellular carcinoma (HCC) treated with neoadjuvant immune checkpoint blockade. bioRxiv 2023:2023.10.16.562104. [PMID: 37904980 PMCID: PMC10614819 DOI: 10.1101/2023.10.16.562104] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/02/2023]
Abstract
Neoadjuvant immunotherapy is thought to produce long-term remissions through induction of antitumor immune responses before removal of the primary tumor. Tertiary lymphoid structures (TLS), germinal center-like structures that can arise within tumors, may contribute to the establishment of immunological memory in this setting, but understanding of their role remains limited. Here, we investigated the contribution of TLS to antitumor immunity in hepatocellular carcinoma (HCC) treated with neoadjuvant immunotherapy. We found that neoadjuvant immunotherapy induced the formation of TLS, which were associated with superior pathologic response, improved relapse free survival, and expansion of the intratumoral T and B cell repertoire. While TLS in viable tumor displayed a highly active mature morphology, in areas of tumor regression we identified an involuted TLS morphology, which was characterized by dispersion of the B cell follicle and persistence of a T cell zone enriched for ongoing antigen presentation and T cell-mature dendritic cell interactions. Involuted TLS showed increased expression of T cell memory markers and expansion of CD8+ cytotoxic and tissue resident memory clonotypes. Collectively, these data reveal the circumstances of TLS dissolution and suggest a functional role for late-stage TLS as sites of T cell memory formation after elimination of viable tumor.
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Affiliation(s)
- Daniel H. Shu
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
- Convergence Institute, Johns Hopkins University, Baltimore, Maryland
| | - Won Jin Ho
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
- Convergence Institute, Johns Hopkins University, Baltimore, Maryland
| | - Luciane T. Kagohara
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
- Convergence Institute, Johns Hopkins University, Baltimore, Maryland
| | - Alexander Girgis
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
- Convergence Institute, Johns Hopkins University, Baltimore, Maryland
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Sarah M. Shin
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Ludmila Danilova
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Jae W. Lee
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Dimitrios N. Sidiropoulos
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
- Convergence Institute, Johns Hopkins University, Baltimore, Maryland
| | - Sarah Mitchell
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Kabeer Munjal
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Kathryn Howe
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Kayla J. Bendinelli
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Hanfei Qi
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Guanglan Mo
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Janelle Montagne
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
- Convergence Institute, Johns Hopkins University, Baltimore, Maryland
| | - James M. Leatherman
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Tamara Y. Lopez-Vidal
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
- Convergence Institute, Johns Hopkins University, Baltimore, Maryland
| | - Qingfeng Zhu
- Convergence Institute, Johns Hopkins University, Baltimore, Maryland
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Amanda L. Huff
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
- Convergence Institute, Johns Hopkins University, Baltimore, Maryland
| | - Xuan Yuan
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Alexei Hernandez
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Erin M. Coyne
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Neeha Zaidi
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
- Convergence Institute, Johns Hopkins University, Baltimore, Maryland
| | - Daniel J. Zabransky
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
- Convergence Institute, Johns Hopkins University, Baltimore, Maryland
| | - Logan L. Engle
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, Maryland
- The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, Maryland
- Bloomberg∼Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, Maryland
| | - Aleksandra Ogurtsova
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, Maryland
- The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, Maryland
- Bloomberg∼Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, Maryland
| | - Marina Baretti
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Daniel Laheru
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
- Convergence Institute, Johns Hopkins University, Baltimore, Maryland
| | - Jennifer N. Durham
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Hao Wang
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Robert Anders
- Convergence Institute, Johns Hopkins University, Baltimore, Maryland
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Elizabeth M. Jaffee
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
- Convergence Institute, Johns Hopkins University, Baltimore, Maryland
- Bloomberg∼Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, Maryland
| | - Elana J. Fertig
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
- Convergence Institute, Johns Hopkins University, Baltimore, Maryland
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, Maryland
- Department of Applied Mathematics and Statistics, Johns Hopkins University Whiting School of Engineering, Baltimore, Maryland
| | - Mark Yarchoan
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, Maryland
- Convergence Institute, Johns Hopkins University, Baltimore, Maryland
- Bloomberg∼Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, Maryland
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2
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Doyle J, Green BF, Eminizer M, Jimenez-Sanchez D, Lu S, Engle EL, Xu H, Ogurtsova A, Lai J, Soto-Diaz S, Roskes JS, Deutsch JS, Taube JM, Sunshine JC, Szalay AS. Whole-Slide Imaging, Mutual Information Registration for Multiplex Immunohistochemistry and Immunofluorescence. J Transl Med 2023; 103:100175. [PMID: 37196983 PMCID: PMC10527458 DOI: 10.1016/j.labinv.2023.100175] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2022] [Revised: 03/24/2023] [Accepted: 05/08/2023] [Indexed: 05/19/2023] Open
Abstract
Multiplex immunohistochemistry/immunofluorescence (mIHC/mIF) is a developing technology that facilitates the evaluation of multiple, simultaneous protein expressions at single-cell resolution while preserving tissue architecture. These approaches have shown great potential for biomarker discovery, yet many challenges remain. Importantly, streamlined cross-registration of multiplex immunofluorescence images with additional imaging modalities and immunohistochemistry (IHC) can help increase the plex and/or improve the quality of the data generated by potentiating downstream processes such as cell segmentation. To address this problem, a fully automated process was designed to perform a hierarchical, parallelizable, and deformable registration of multiplexed digital whole-slide images (WSIs). We generalized the calculation of mutual information as a registration criterion to an arbitrary number of dimensions, making it well suited for multiplexed imaging. We also used the self-information of a given IF channel as a criterion to select the optimal channels to use for registration. Additionally, as precise labeling of cellular membranes in situ is essential for robust cell segmentation, a pan-membrane immunohistochemical staining method was developed for incorporation into mIF panels or for use as an IHC followed by cross-registration. In this study, we demonstrate this process by registering whole-slide 6-plex/7-color mIF images with whole-slide brightfield mIHC images, including a CD3 and a pan-membrane stain. Our algorithm, WSI, mutual information registration (WSIMIR), performed highly accurate registration allowing the retrospective generation of an 8-plex/9-color, WSI, and outperformed 2 alternative automated methods for cross-registration by Jaccard index and Dice similarity coefficient (WSIMIR vs automated WARPY, P < .01 and P < .01, respectively, vs HALO + transformix, P = .083 and P = .049, respectively). Furthermore, the addition of a pan-membrane IHC stain cross-registered to an mIF panel facilitated improved automated cell segmentation across mIF WSIs, as measured by significantly increased correct detections, Jaccard index (0.78 vs 0.65), and Dice similarity coefficient (0.88 vs 0.79).
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Affiliation(s)
- Joshua Doyle
- Department of Astronomy and Physics, Johns Hopkins University, Baltimore, Maryland
| | - Benjamin F Green
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, Maryland; The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, Maryland; Bloomberg∼Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, Maryland
| | - Margaret Eminizer
- Department of Astronomy and Physics, Johns Hopkins University, Baltimore, Maryland; Institute for Data Intensive Engineering and Science, Johns Hopkins University, Baltimore, Maryland
| | - Daniel Jimenez-Sanchez
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Steve Lu
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Elizabeth L Engle
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, Maryland; The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, Maryland; Bloomberg∼Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, Maryland
| | - Haiying Xu
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, Maryland; The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, Maryland; Bloomberg∼Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, Maryland
| | - Aleksandra Ogurtsova
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, Maryland; The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, Maryland; Bloomberg∼Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, Maryland
| | - Jonathan Lai
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Sigfredo Soto-Diaz
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Jeffrey S Roskes
- Department of Astronomy and Physics, Johns Hopkins University, Baltimore, Maryland; Institute for Data Intensive Engineering and Science, Johns Hopkins University, Baltimore, Maryland
| | - Julie S Deutsch
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Janis M Taube
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, Maryland; The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, Maryland; Bloomberg∼Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, Maryland; Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Joel C Sunshine
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, Maryland; Bloomberg∼Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, Maryland; Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, Maryland; Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, Maryland; Johns Hopkins Center for Translational Immunoengineering, Johns Hopkins University School of Medicine, Baltimore, Maryland.
| | - Alexander S Szalay
- Department of Astronomy and Physics, Johns Hopkins University, Baltimore, Maryland; The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, Maryland; Institute for Data Intensive Engineering and Science, Johns Hopkins University, Baltimore, Maryland
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3
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Kim S, Rainer BM, Qi J, Brown I, Ogurtsova A, Leung S, Garza LA, Kang S, Chien AL. Clinical and molecular change induced by repeated low-dose visible light exposure in both light-skinned and dark-skinned individuals. Photodermatol Photoimmunol Photomed 2023; 39:204-212. [PMID: 35861041 PMCID: PMC9859939 DOI: 10.1111/phpp.12819] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/09/2021] [Revised: 07/01/2022] [Accepted: 07/16/2022] [Indexed: 01/25/2023]
Abstract
BACKGROUND Visible light (VL) is known to induce pigmentation in dark-skinned individuals and immediate erythema in light-skinned individuals. However, the effects of accumulated low-dose VL exposure across skin types are not well established. METHODS Thirty-one healthy subjects with light (Fitzpatrick skin types [FST] I-II, n = 13) and dark (FST V-VI, n = 18) skin types were enrolled. Subjects' buttocks were exposed daily to VL, wavelength 400-700 nm, with a dose of 120 J/cm2 at 50 mW/cm2 , for four consecutive days. Microarray using Affymetrix GeneChip (49,395 genes) was performed followed by qRT-PCR on skin samples. RESULTS Repeated low-dose VL irradiation induced immediate pigment darkening and delayed tanning in dark-skinned individuals while no discernable pigmentation and erythema were observed in light-skinned individuals. Top ten upregulated genes by repeated VL exposure in microarray included melanogenic genes such as tyrosinase (TYR), tyrosinase-related protein-1 (TYRP1), dopachrome tautomerase (DCT), premelanosome protein (PMEL), melan-A (MLANA), and solute carrier family 24, member 5 (SLC24A5) and genes involved in inflammation/matrix remodeling/cell signaling including chemokine (C-C motif) ligand 18 (CCL18), BCL2-related protein A1 (BCL2A1), and cartilage oligomeric matrix protein (COMP). In qRT-PCR CCL18 was upregulated in light skin with a greater extent (mean fold change ± SD; 4.03 ± 3.28, p = .04) than in dark-skinned individuals (1.91 ± 1.32, p = .07) while TYR was not significantly upregulated in both skin types. CONCLUSION This study highlights the genes upregulated by cumulative VL exposure involved in pigmentation, immune response, oxidation/reduction, and matrix remodeling across skin types providing relevant information on daily solar exposure.
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Affiliation(s)
- Sooyoung Kim
- Department of Dermatology, Johns Hopkins School of Medicine, Baltimore, Maryland, United States
- Department of Dermatology, Soonchunhyang University Seoul Hospital, Seoul, South Korea
| | - Barbara M. Rainer
- Department of Dermatology, Johns Hopkins School of Medicine, Baltimore, Maryland, United States
- Department of Dermatology, Medical University of Graz, Graz, Austria
| | - Ji Qi
- Department of Dermatology, Johns Hopkins School of Medicine, Baltimore, Maryland, United States
| | - Isabelle Brown
- Department of Dermatology, Johns Hopkins School of Medicine, Baltimore, Maryland, United States
| | - Aleksandra Ogurtsova
- Department of Dermatology, Johns Hopkins School of Medicine, Baltimore, Maryland, United States
| | - Sherry Leung
- Department of Dermatology, Johns Hopkins School of Medicine, Baltimore, Maryland, United States
| | - Luis A. Garza
- Department of Dermatology, Johns Hopkins School of Medicine, Baltimore, Maryland, United States
| | - Sewon Kang
- Department of Dermatology, Johns Hopkins School of Medicine, Baltimore, Maryland, United States
| | - Anna L. Chien
- Department of Dermatology, Johns Hopkins School of Medicine, Baltimore, Maryland, United States
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4
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Giraldo NA, Berry S, Becht E, Ates D, Schenk KM, Engle EL, Green B, Nguyen P, Soni A, Stein JE, Succaria F, Ogurtsova A, Xu H, Gottardo R, Anders RA, Lipson EJ, Danilova L, Baras AS, Taube JM. Spatial UMAP and Image Cytometry for Topographic Immuno-oncology Biomarker Discovery. Cancer Immunol Res 2021; 9:1262-1269. [PMID: 34433588 PMCID: PMC8610079 DOI: 10.1158/2326-6066.cir-21-0015] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2021] [Revised: 06/01/2021] [Accepted: 08/23/2021] [Indexed: 11/16/2022]
Abstract
Multiplex immunofluorescence (mIF) can detail spatial relationships and complex cell phenotypes in the tumor microenvironment (TME). However, the analysis and visualization of mIF data can be complex and time-consuming. Here, we used tumor specimens from 93 patients with metastatic melanoma to develop and validate a mIF data analysis pipeline using established flow cytometry workflows (image cytometry). Unlike flow cytometry, spatial information from the TME was conserved at single-cell resolution. A spatial uniform manifold approximation and projection (UMAP) was constructed using the image cytometry output. Spatial UMAP subtraction analysis (survivors vs. nonsurvivors at 5 years) was used to identify topographic and coexpression signatures with positive or negative prognostic impact. Cell densities and proportions identified by image cytometry showed strong correlations when compared with those obtained using gold-standard, digital pathology software (R2 > 0.8). The associated spatial UMAP highlighted "immune neighborhoods" and associated topographic immunoactive protein expression patterns. We found that PD-L1 and PD-1 expression intensity was spatially encoded-the highest PD-L1 expression intensity was observed on CD163+ cells in neighborhoods with high CD8+ cell density, and the highest PD-1 expression intensity was observed on CD8+ cells in neighborhoods with dense arrangements of tumor cells. Spatial UMAP subtraction analysis revealed numerous spatial clusters associated with clinical outcome. The variables represented in the key clusters from the unsupervised UMAP analysis were validated using established, supervised approaches. In conclusion, image cytometry and the spatial UMAPs presented herein are powerful tools for the visualization and interpretation of single-cell, spatially resolved mIF data and associated topographic biomarker development.
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Affiliation(s)
- Nicolas A Giraldo
- Department of Pathology, The Johns Hopkins University School of Medicine, The Sidney Kimmel Comprehensive Cancer Center, and The Johns Hopkins Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Sneha Berry
- Department of Oncology, The Johns Hopkins University School of Medicine, The Sidney Kimmel Comprehensive Cancer Center, and The Johns Hopkins Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Etienne Becht
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, Washington
| | - Deniz Ates
- Department of Pathology, Hacettepe University, Ankara, Turkey
| | - Kara M Schenk
- Department of Oncology, The Johns Hopkins University School of Medicine, The Sidney Kimmel Comprehensive Cancer Center, and The Johns Hopkins Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Elizabeth L Engle
- Department of Dermatology, The Johns Hopkins University School of Medicine, The Sidney Kimmel Comprehensive Cancer Center, and the Johns Hopkins Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Benjamin Green
- Department of Oncology, The Johns Hopkins University School of Medicine, The Sidney Kimmel Comprehensive Cancer Center, and The Johns Hopkins Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Peter Nguyen
- Department of Dermatology, The Johns Hopkins University School of Medicine, The Sidney Kimmel Comprehensive Cancer Center, and the Johns Hopkins Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Abha Soni
- Department of Dermatology, The Johns Hopkins University School of Medicine, The Sidney Kimmel Comprehensive Cancer Center, and the Johns Hopkins Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Julie E Stein
- Department of Dermatology, The Johns Hopkins University School of Medicine, The Sidney Kimmel Comprehensive Cancer Center, and the Johns Hopkins Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Farah Succaria
- Department of Dermatology, The Johns Hopkins University School of Medicine, The Sidney Kimmel Comprehensive Cancer Center, and the Johns Hopkins Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Aleksandra Ogurtsova
- Department of Dermatology, The Johns Hopkins University School of Medicine, The Sidney Kimmel Comprehensive Cancer Center, and the Johns Hopkins Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Haiying Xu
- Department of Dermatology, The Johns Hopkins University School of Medicine, The Sidney Kimmel Comprehensive Cancer Center, and the Johns Hopkins Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Raphael Gottardo
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, Washington
| | - Robert A Anders
- Department of Pathology, The Johns Hopkins University School of Medicine, The Sidney Kimmel Comprehensive Cancer Center, and The Johns Hopkins Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Evan J Lipson
- Department of Oncology, The Johns Hopkins University School of Medicine, The Sidney Kimmel Comprehensive Cancer Center, and The Johns Hopkins Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Ludmila Danilova
- Department of Oncology, The Johns Hopkins University School of Medicine, The Sidney Kimmel Comprehensive Cancer Center, and The Johns Hopkins Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Alexander S Baras
- Department of Pathology, The Johns Hopkins University School of Medicine, The Sidney Kimmel Comprehensive Cancer Center, and The Johns Hopkins Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Janis M Taube
- Department of Pathology, The Johns Hopkins University School of Medicine, The Sidney Kimmel Comprehensive Cancer Center, and The Johns Hopkins Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland.
- Department of Oncology, The Johns Hopkins University School of Medicine, The Sidney Kimmel Comprehensive Cancer Center, and The Johns Hopkins Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
- Department of Dermatology, The Johns Hopkins University School of Medicine, The Sidney Kimmel Comprehensive Cancer Center, and the Johns Hopkins Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
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5
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Berry S, Giraldo NA, Green BF, Cottrell TR, Stein JE, Engle EL, Xu H, Ogurtsova A, Roberts C, Wang D, Nguyen P, Zhu Q, Soto-Diaz S, Loyola J, Sander IB, Wong PF, Jessel S, Doyle J, Signer D, Wilton R, Roskes JS, Eminizer M, Park S, Sunshine JC, Jaffee EM, Baras A, De Marzo AM, Topalian SL, Kluger H, Cope L, Lipson EJ, Danilova L, Anders RA, Rimm DL, Pardoll DM, Szalay AS, Taube JM. Analysis of multispectral imaging with the AstroPath platform informs efficacy of PD-1 blockade. Science 2021; 372:372/6547/eaba2609. [PMID: 34112666 DOI: 10.1126/science.aba2609] [Citation(s) in RCA: 90] [Impact Index Per Article: 30.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2019] [Revised: 02/08/2021] [Accepted: 05/03/2021] [Indexed: 12/13/2022]
Abstract
Next-generation tissue-based biomarkers for immunotherapy will likely include the simultaneous analysis of multiple cell types and their spatial interactions, as well as distinct expression patterns of immunoregulatory molecules. Here, we introduce a comprehensive platform for multispectral imaging and mapping of multiple parameters in tumor tissue sections with high-fidelity single-cell resolution. Image analysis and data handling components were drawn from the field of astronomy. Using this "AstroPath" whole-slide platform and only six markers, we identified key features in pretreatment melanoma specimens that predicted response to anti-programmed cell death-1 (PD-1)-based therapy, including CD163+PD-L1- myeloid cells and CD8+FoxP3+PD-1low/mid T cells. These features were combined to stratify long-term survival after anti-PD-1 blockade. This signature was validated in an independent cohort of patients with melanoma from a different institution.
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Affiliation(s)
- Sneha Berry
- The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, MD 21287, USA.,Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Nicolas A Giraldo
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Benjamin F Green
- The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, MD 21287, USA.,Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Tricia R Cottrell
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Julie E Stein
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Elizabeth L Engle
- The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, MD 21287, USA.,Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Haiying Xu
- The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, MD 21287, USA.,Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Aleksandra Ogurtsova
- The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, MD 21287, USA.,Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Charles Roberts
- Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Daphne Wang
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Peter Nguyen
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Qingfeng Zhu
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Sigfredo Soto-Diaz
- Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Jose Loyola
- Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Inbal B Sander
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Pok Fai Wong
- Department of Pathology, Yale University School of Medicine, New Haven, CT 06510, USA
| | - Shlomit Jessel
- Department of Pathology, Yale University School of Medicine, New Haven, CT 06510, USA
| | - Joshua Doyle
- Department of Astronomy and Physics, Johns Hopkins University, Baltimore, MD 21218, USA.,Institute for Data Intensive Engineering and Science, Johns Hopkins University, Baltimore, MD 21218, USA
| | - Danielle Signer
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Richard Wilton
- Department of Astronomy and Physics, Johns Hopkins University, Baltimore, MD 21218, USA.,Institute for Data Intensive Engineering and Science, Johns Hopkins University, Baltimore, MD 21218, USA
| | - Jeffrey S Roskes
- Department of Astronomy and Physics, Johns Hopkins University, Baltimore, MD 21218, USA.,Institute for Data Intensive Engineering and Science, Johns Hopkins University, Baltimore, MD 21218, USA
| | - Margaret Eminizer
- Department of Astronomy and Physics, Johns Hopkins University, Baltimore, MD 21218, USA.,Institute for Data Intensive Engineering and Science, Johns Hopkins University, Baltimore, MD 21218, USA
| | - Seyoun Park
- The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Radiology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Joel C Sunshine
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Elizabeth M Jaffee
- The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, MD 21287, USA.,Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Alexander Baras
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Angelo M De Marzo
- Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA.,Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Suzanne L Topalian
- Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Harriet Kluger
- Division of Medical Oncology, Department of Medicine, Yale University School of Medicine, New Haven, CT 06510, USA
| | - Leslie Cope
- The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, MD 21287, USA.,Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Division of Biostatistics and Bioinformatics, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Evan J Lipson
- The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, MD 21287, USA.,Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Ludmila Danilova
- The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, MD 21287, USA.,Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Division of Biostatistics and Bioinformatics, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Robert A Anders
- The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, MD 21287, USA.,Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - David L Rimm
- Department of Pathology, Yale University School of Medicine, New Haven, CT 06510, USA
| | - Drew M Pardoll
- The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, MD 21287, USA.,Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Alexander S Szalay
- The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Astronomy and Physics, Johns Hopkins University, Baltimore, MD 21218, USA.,Institute for Data Intensive Engineering and Science, Johns Hopkins University, Baltimore, MD 21218, USA
| | - Janis M Taube
- The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, MD 21287, USA. .,Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA.,Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
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6
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Berry S, Giraldo NA, Green BF, Cottrell TR, Stein JE, Engle EL, Xu H, Ogurtsova A, Roberts C, Wang D, Nguyen P, Zhu Q, Soto-Diaz S, Loyola J, Sander IB, Wong PF, Jessel S, Doyle J, Signer D, Wilton R, Roskes JS, Eminizer M, Park S, Sunshine JC, Jaffee EM, Baras A, De Marzo AM, Topalian SL, Kluger H, Cope L, Lipson EJ, Danilova L, Anders RA, Rimm DL, Pardoll DM, Szalay AS, Taube JM. Analysis of multispectral imaging with the AstroPath platform informs efficacy of PD-1 blockade. Science 2021. [PMID: 34112666 DOI: 10.1126/science.aba2609.] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
Abstract
Next-generation tissue-based biomarkers for immunotherapy will likely include the simultaneous analysis of multiple cell types and their spatial interactions, as well as distinct expression patterns of immunoregulatory molecules. Here, we introduce a comprehensive platform for multispectral imaging and mapping of multiple parameters in tumor tissue sections with high-fidelity single-cell resolution. Image analysis and data handling components were drawn from the field of astronomy. Using this "AstroPath" whole-slide platform and only six markers, we identified key features in pretreatment melanoma specimens that predicted response to anti-programmed cell death-1 (PD-1)-based therapy, including CD163+PD-L1- myeloid cells and CD8+FoxP3+PD-1low/mid T cells. These features were combined to stratify long-term survival after anti-PD-1 blockade. This signature was validated in an independent cohort of patients with melanoma from a different institution.
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Affiliation(s)
- Sneha Berry
- The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, MD 21287, USA.,Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Nicolas A Giraldo
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Benjamin F Green
- The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, MD 21287, USA.,Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Tricia R Cottrell
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Julie E Stein
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Elizabeth L Engle
- The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, MD 21287, USA.,Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Haiying Xu
- The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, MD 21287, USA.,Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Aleksandra Ogurtsova
- The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, MD 21287, USA.,Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Charles Roberts
- Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Daphne Wang
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Peter Nguyen
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Qingfeng Zhu
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Sigfredo Soto-Diaz
- Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Jose Loyola
- Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Inbal B Sander
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Pok Fai Wong
- Department of Pathology, Yale University School of Medicine, New Haven, CT 06510, USA
| | - Shlomit Jessel
- Department of Pathology, Yale University School of Medicine, New Haven, CT 06510, USA
| | - Joshua Doyle
- Department of Astronomy and Physics, Johns Hopkins University, Baltimore, MD 21218, USA.,Institute for Data Intensive Engineering and Science, Johns Hopkins University, Baltimore, MD 21218, USA
| | - Danielle Signer
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Richard Wilton
- Department of Astronomy and Physics, Johns Hopkins University, Baltimore, MD 21218, USA.,Institute for Data Intensive Engineering and Science, Johns Hopkins University, Baltimore, MD 21218, USA
| | - Jeffrey S Roskes
- Department of Astronomy and Physics, Johns Hopkins University, Baltimore, MD 21218, USA.,Institute for Data Intensive Engineering and Science, Johns Hopkins University, Baltimore, MD 21218, USA
| | - Margaret Eminizer
- Department of Astronomy and Physics, Johns Hopkins University, Baltimore, MD 21218, USA.,Institute for Data Intensive Engineering and Science, Johns Hopkins University, Baltimore, MD 21218, USA
| | - Seyoun Park
- The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Radiology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Joel C Sunshine
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Elizabeth M Jaffee
- The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, MD 21287, USA.,Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Alexander Baras
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Angelo M De Marzo
- Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA.,Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Suzanne L Topalian
- Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Harriet Kluger
- Division of Medical Oncology, Department of Medicine, Yale University School of Medicine, New Haven, CT 06510, USA
| | - Leslie Cope
- The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, MD 21287, USA.,Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Division of Biostatistics and Bioinformatics, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Evan J Lipson
- The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, MD 21287, USA.,Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Ludmila Danilova
- The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, MD 21287, USA.,Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Division of Biostatistics and Bioinformatics, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Robert A Anders
- The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, MD 21287, USA.,Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - David L Rimm
- Department of Pathology, Yale University School of Medicine, New Haven, CT 06510, USA
| | - Drew M Pardoll
- The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, MD 21287, USA.,Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Alexander S Szalay
- The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Astronomy and Physics, Johns Hopkins University, Baltimore, MD 21218, USA.,Institute for Data Intensive Engineering and Science, Johns Hopkins University, Baltimore, MD 21218, USA
| | - Janis M Taube
- The Mark Foundation Center for Advanced Genomics and Imaging, Johns Hopkins University, Baltimore, MD 21287, USA. .,Bloomberg~Kimmel Institute for Cancer Immunotherapy and Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD 21287, USA.,Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA.,Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
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7
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Berry S, Giraldo N, Green B, Engle E, Xu H, Ogurtsova A, Wang D, Stein JE, Nguyen P, Topalian S, DeMarzo A, Pardoll DM, Anders RA, Cottrell TR, Szalay AS, Taube JM. Abstract 6584: The ‘AstroPath' platform for spatially resolved, single cell analysis of the tumor microenvironment (TME) using multispectral immunofluorescence (mIF). Cancer Res 2020. [DOI: 10.1158/1538-7445.am2020-6584] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: Multidimensional, spatially resolved analyses of immune and tumor cells within the TME of patients treated with checkpoint inhibitors will provide clinically translatable mechanistic insights and potentiate biomarker discovery. To achieve this goal, information from pathology specimens needs to be captured at a single cell level with high fidelity and in meaningfully sized cohorts. To date, efforts have been limited by inadequate tissue sampling and previously unrecognized errors in staining, imaging and data analysis. Here we describe the ‘AstroPath' platform, where strategies from the field of astronomy were adapted to study pathology specimens and generate large high quality mIF data.
Methods: Potential error was identified and addressed at each stage of 6-plex (PD-1, PD-L1, FoxP3, CD163, CD8, tumor marker) mIF assay development. Whole slides from formalin-fixed paraffin embedded tissue specimens were stained with the optimized assay and imaged using a multispectral microscope (Vectra 3.0) with 20% overlap of high power fields (HPFs). The overlaps were used to quantify and correct optical lens distortion, HPF alignment, and illumination variation. Errors from cell segmentation algorithms, batch-to-batch staining variation, and HPF sampling were also addressed. The resultant mIF data were organized and analyzed using a large, relational database.
Results: The optimized mIF assay captured equivalent signal compared to gold standard chromogenic immunohistochemistry and 2x more signal for PD-1, PD-L1 and FoxP3 compared to the manufacturer's recommended protocol. Errors and corrections for imaging included: pixel alignment error reduced from ~10 to <0.5 pixels at edges of HPFs; illumination variation reduced from 10% to 3% per HPF; over-counting of larger cells, e.g. tumor cells, reduced by ~25% using custom cell segmentation and ‘multi-pass' phenotyping algorithms; and batch-to-batch variation reduced by ~50% by normalizing to tissue controls. Correction of these errors that would otherwise be compounded at each stage, allowed for more accurate and reliable cell type and marker intensity comparisons across samples. Lastly, the entire slide rather than select HPFs were imaged, resulting in ~100x more HPFs analyzed per slide. The whole slide imaging approach also corrected for other potential source of errors, i.e., sampling error due to tumor heterogeneity and operator-dependent field selection.
Conclusion: Here we present an end-to-end pathology workflow with rigorous quality control for creating quantitative, spatially resolved mIF datasets using lessons derived from the field of astronomy. Such approaches will vastly improve standardization and scalability of mIF technologies, enabling cross-site comparisons and eventual clinical translation as biomarker discovery platforms or standard diagnostic tests.
Citation Format: Sneha Berry, Nicolas Giraldo, Benjamin Green, Elizabeth Engle, Haiying Xu, Aleksandra Ogurtsova, Daphne Wang, Julie E. Stein, Peter Nguyen, Suzanne Topalian, Angelo DeMarzo, Drew M. Pardoll, Robert A. Anders, Tricia R. Cottrell, Alexander S. Szalay, Janis M. Taube. The ‘AstroPath' platform for spatially resolved, single cell analysis of the tumor microenvironment (TME) using multispectral immunofluorescence (mIF) [abstract]. In: Proceedings of the Annual Meeting of the American Association for Cancer Research 2020; 2020 Apr 27-28 and Jun 22-24. Philadelphia (PA): AACR; Cancer Res 2020;80(16 Suppl):Abstract nr 6584.
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Affiliation(s)
- Sneha Berry
- 1Johns Hopkins University SOM, Baltimore, MD
| | | | | | | | - Haiying Xu
- 1Johns Hopkins University SOM, Baltimore, MD
| | | | - Daphne Wang
- 1Johns Hopkins University SOM, Baltimore, MD
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8
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Berry S, Giraldo N, Nguyen P, Green B, Xu H, Ogurtsova A, Soni A, Succaria F, Wang D, Roberts C, Stein J, Engle E, Pardoll D, Anders R, Cottrell T, Taube JM, Tran B, Voskoboynik M, Kuo J, Bang YL, Chung HC, Ahn MJ, Kim SW, Perera A, Freeman D, Achour I, Faggioni R, Xiao F, Ferte C, Lemech C, Meric-Bernstam F, Werner T, Hodi S, Messersmith W, Lewis N, Talluto C, Dostalek M, Tao A, McWhirter S, Trujillo D, Luke J, Xu C, BoMarelli, Qi J, Qin G, Yu H, Jenkins M, Lo KM, Halle JP, Lan Y, Taylor M, Vogelzang N, Cohn A, Stepan D, Shumaker R, Dutcus C, Guo M, Schmidt E, Rasco D, Brose M, Vogelzang N, Di Simone C, Jain S, Richards D, Encarnacion C, Rasco D, Shumaker R, Dutcus C, Stepan D, Guo M, Schmidt E, Taylor M, Vogelzang N, Encarnacion C, Cohn A, Di Simone C, Rasco D, Richards D, Taylor M, Dutcus C, Stepan D, Shumaker R, Guo M, Schmidt E, Mier J, An J, Yang YY, Lee WH, Yang J, Kim JK, Kim HG, Paek SH, Lee JW, Woo J, Kim JB, Kwon H, Lim W, Paik NS, Kim YK, Moon BI, Janku F, Tan D, Martin-Liberal J, Takahashi S, Geva R, Gucalp A, Chen X, Subramanian K, Mataraza J, Wheler J, Bedard P. Correction to: 33rd Annual Meeting & Pre-Conference Programs of the Society for Immunotherapy of Cancer (SITC 2018). J Immunother Cancer 2019; 7:46. [PMID: 30760319 PMCID: PMC6373015 DOI: 10.1186/s40425-019-0519-y] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Affiliation(s)
- Sneha Berry
- Johns Hopkins University School of Medicine, Baltimore, MD, USA.
| | - Nicolas Giraldo
- Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Peter Nguyen
- Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Benjamin Green
- Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Haiying Xu
- Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | | | - Abha Soni
- Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Farah Succaria
- Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Daphne Wang
- Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Charles Roberts
- Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Julie Stein
- Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Elizabeth Engle
- Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Drew Pardoll
- Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Robert Anders
- Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Tricia Cottrell
- Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Janis M Taube
- Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Ben Tran
- Peter MacCallum Cancer Center, Melbourne, Australia
| | | | - James Kuo
- Scientia Clinical Research, Sydney, Australia
| | - Yung-Lue Bang
- Seoul National University Hospital, Seoul, Korea, Republic of
| | - Hyun-Cheo Chung
- Yonsei Cancer Center, Yonsei University, Seoul, Korea, Republic of
| | - Myung-Ju Ahn
- Samsung Medical Center, Seoul, Korea, Republic of
| | - Sang-We Kim
- Asan Medical Center, Songpa-Gu, Korea, Republic of
| | | | | | | | | | | | | | | | | | | | | | | | - Nancy Lewis
- Novartis Pharmaceuticals Corporation, East Hanover, NJ, USA
| | - Craig Talluto
- Novartis Institutes for BioMedical Resea, Cambridge, MA, USA
| | - Mirek Dostalek
- Novartis Pharmaceuticals Corporation, East Hanover, NJ, USA
| | - Aiyang Tao
- Novartis Pharmaceuticals Corporation, East Hanover, NJ, USA
| | | | | | - Jason Luke
- The University of Chicago Medicine, Chicago, IL, USA
| | - Chunxiao Xu
- EMD Serono Research and Development, Belmont, MA, USA
| | - BoMarelli
- EMD Serono Research and Development, Belmont, MA, USA
| | - Jin Qi
- EMD Serono Research and Development, Belmont, MA, USA
| | - Guozhong Qin
- EMD Serono Research and Development, Belmont, MA, USA
| | - Huakui Yu
- EMD Serono Research and Development, Belmont, MA, USA
| | - Molly Jenkins
- EMD Serono Research and Development, Belmont, MA, USA
| | - Kin-Ming Lo
- EMD Serono Research and Development, Belmont, MA, USA
| | | | - Yan Lan
- EMD Serono Research and Development, Belmont, MA, USA.
| | - Matthew Taylor
- Oregon Health and Science University, Portland, OR, USA.
| | | | - Allen Cohn
- McKesson Specialty Health, Las Vegas, NV, USA
| | | | | | | | | | | | - Drew Rasco
- South Texas Accelerated Research Therape, San Antonio, TX, USA
| | - Marcia Brose
- Abramson Cancer Center of the University, Philadelphia, PA, USA.
| | | | | | - Sharad Jain
- McKesson Specialty Health, Las Vegas, NV, USA
| | | | | | - Drew Rasco
- South Texas Accelerated Research Therape, San Antonio, TX, USA
| | | | | | | | | | | | | | | | | | - Allen Cohn
- McKesson Specialty Health, Las Vegas, NV, USA
| | | | - Drew Rasco
- South Texas Accelerated Research Therape, San Antonio, TX, USA
| | | | | | | | | | | | | | | | - James Mier
- Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Jeongshin An
- Ewha Womans University, Seoul, Korea, Republic of.
| | | | - Won-Hee Lee
- MD healthcare company, Seoul, Korea, Republic of
| | - Jinho Yang
- MD healthcare company, Seoul, Korea, Republic of
| | - Jong-Kyu Kim
- Ewha Womans University, Seoul, Korea, Republic of
| | - Hyun Goo Kim
- Ewha Womans University, Seoul, Korea, Republic of
| | - Se Hyun Paek
- Ewha Womans University, Seoul, Korea, Republic of
| | - Jun Woo Lee
- Ewha Womans University, Seoul, Korea, Republic of
| | - Joohyun Woo
- Ewha Womans University, Seoul, Korea, Republic of
| | - Jong Bin Kim
- Ewha Womans University, Seoul, Korea, Republic of
| | - Hyungju Kwon
- Ewha Womans University, Seoul, Korea, Republic of
| | - Woosung Lim
- Ewha Womans University, Seoul, Korea, Republic of
| | - Nam Sun Paik
- Ewha Womans University, Seoul, Korea, Republic of
| | | | | | - Filip Janku
- MD Anderson Cancer Center, Houston, TX, USA.
| | - David Tan
- National University Cancer Institute, Singapore, Singapore
| | | | | | - Ravit Geva
- Tel Aviv Sourasky Medical Center, Tel-Aviv, Israel
| | - Ayca Gucalp
- Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Xueying Chen
- Novartis Pharmaceuticals Corporation, East Hanover, NJ, USA
| | | | | | - Jennifer Wheler
- Novartis Institutes for BioMedical Resea, Cambridge, MA, USA
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9
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Giraldo NA, Nguyen P, Engle EL, Kaunitz GJ, Cottrell TR, Berry S, Green B, Soni A, Cuda JD, Stein JE, Sunshine JC, Succaria F, Xu H, Ogurtsova A, Danilova L, Church CD, Miller NJ, Fling S, Lundgren L, Ramchurren N, Yearley JH, Lipson EJ, Cheever M, Anders RA, Nghiem PT, Topalian SL, Taube JM. Multidimensional, quantitative assessment of PD-1/PD-L1 expression in patients with Merkel cell carcinoma and association with response to pembrolizumab. J Immunother Cancer 2018; 6:99. [PMID: 30285852 PMCID: PMC6167897 DOI: 10.1186/s40425-018-0404-0] [Citation(s) in RCA: 117] [Impact Index Per Article: 19.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2018] [Accepted: 09/06/2018] [Indexed: 02/06/2023] Open
Abstract
Background We recently reported a 56% objective response rate in patients with advanced Merkel cell carcinoma (MCC) receiving pembrolizumab. However, a biomarker predicting clinical response was not identified. Methods Pretreatment FFPE tumor specimens (n = 26) were stained for CD8, PD-L1, and PD-1 by immunohistochemistry/immunofluorescence (IHC/IF), and the density and distribution of positive cells was quantified to determine the associations with anti-PD-1 response. Multiplex IF was used to test a separate cohort of MCC archival specimens (n = 16), to identify cell types expressing PD-1. Results Tumors from patients who responded to anti-PD-1 showed higher densities of PD-1+ and PD-L1+ cells when compared to non-responders (median cells/mm2, 70.7 vs. 6.7, p = 0.03; and 855.4 vs. 245.0, p = 0.02, respectively). There was no significant association of CD8+ cell density with clinical response. Quantification of PD-1+ cells located within 20 μm of a PD-L1+ cell showed that PD-1/PD-L1 proximity was associated with clinical response (p = 0.03), but CD8/PD-L1 proximity was not. CD4+ and CD8+ cells in the TME expressed similar amounts of PD-1. Conclusions While the binomial presence or absence of PD-L1 expression in the TME was not sufficient to predict response to anti-PD-1 in patients with MCC, we show that quantitative assessments of PD-1+ and PD-L1+ cell densities as well as the geographic interactions between these two cell populations correlate with clinical response. Cell types expressing PD-1 in the TME include CD8+ T-cells, CD4+ T-cells, Tregs, and CD20+ B-cells, supporting the notion that multiple cell types may potentiate tumor regression following PD-1 blockade. Electronic supplementary material The online version of this article (10.1186/s40425-018-0404-0) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Nicolas A Giraldo
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD, USA.,Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Peter Nguyen
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD, USA.,The Bloomberg~Kimmel Institute for Cancer Immunotherapy, Baltimore, MD, USA
| | - Elizabeth L Engle
- Department of Oncology, Johns Hopkins University School of Medicine, The Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD, USA.,The Bloomberg~Kimmel Institute for Cancer Immunotherapy, Baltimore, MD, USA
| | - Genevieve J Kaunitz
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Tricia R Cottrell
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Sneha Berry
- Department of Oncology, Johns Hopkins University School of Medicine, The Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD, USA.,The Bloomberg~Kimmel Institute for Cancer Immunotherapy, Baltimore, MD, USA
| | - Benjamin Green
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD, USA.,The Bloomberg~Kimmel Institute for Cancer Immunotherapy, Baltimore, MD, USA
| | - Abha Soni
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Jonathan D Cuda
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Julie E Stein
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Joel C Sunshine
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Farah Succaria
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Haiying Xu
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD, USA.,The Bloomberg~Kimmel Institute for Cancer Immunotherapy, Baltimore, MD, USA
| | - Aleksandra Ogurtsova
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Ludmila Danilova
- Department of Biostatistics, Johns Hopkins University School of Medicine, Baltimore, MD, USA.,The Bloomberg~Kimmel Institute for Cancer Immunotherapy, Baltimore, MD, USA
| | - Candice D Church
- Division of Dermatology, Department of Medicine, University of Washington Medical Center, Seattle, WA, USA
| | - Natalie J Miller
- Division of Dermatology, Department of Medicine, University of Washington Medical Center, Seattle, WA, USA
| | - Steve Fling
- Cancer Immunotherapy Trials Network, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Lisa Lundgren
- Cancer Immunotherapy Trials Network, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Nirasha Ramchurren
- Division of Dermatology, Department of Medicine, University of Washington Medical Center, Seattle, WA, USA
| | | | - Evan J Lipson
- Department of Oncology, Johns Hopkins University School of Medicine, The Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD, USA.,The Bloomberg~Kimmel Institute for Cancer Immunotherapy, Baltimore, MD, USA
| | - Mac Cheever
- Cancer Immunotherapy Trials Network, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Robert A Anders
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Paul T Nghiem
- Division of Dermatology, Department of Medicine, University of Washington Medical Center, Seattle, WA, USA
| | - Suzanne L Topalian
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD, USA.,The Bloomberg~Kimmel Institute for Cancer Immunotherapy, Baltimore, MD, USA
| | - Janis M Taube
- Department of Dermatology, Johns Hopkins University School of Medicine, Baltimore, MD, USA. .,Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD, USA. .,Department of Oncology, Johns Hopkins University School of Medicine, The Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD, USA. .,The Bloomberg~Kimmel Institute for Cancer Immunotherapy, Baltimore, MD, USA.
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10
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Goryaynov S, Jukov V, Buklina S, Pitzhelauri D, Potapov A, Ogurtsova A, Batalov A, Zakharova N. P01.023 Intraoperative mapping of long associated tracts in surgery of brain gliomas. Neuro Oncol 2018. [DOI: 10.1093/neuonc/noy139.065] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Affiliation(s)
- S Goryaynov
- Burdenko Neurosurgery Institute, Moscow, Russian Federation
| | - V Jukov
- Burdenko Neurosurgery Institute, Moscow, Russian Federation
| | - S Buklina
- Burdenko Neurosurgery Institute, Moscow, Russian Federation
| | - D Pitzhelauri
- Burdenko Neurosurgery Institute, Moscow, Russian Federation
| | - A Potapov
- Burdenko Neurosurgery Institute, Moscow, Russian Federation
| | - A Ogurtsova
- Burdenko Neurosurgery Institute, Moscow, Russian Federation
| | - A Batalov
- Burdenko Neurosurgery Institute, Moscow, Russian Federation
| | - N Zakharova
- Burdenko Neurosurgery Institute, Moscow, Russian Federation
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11
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Cottrell TR, Duong AT, Gocke CD, Xu H, Ogurtsova A, Taube JM, Belchis DA. PD-L1 expression in inflammatory myofibroblastic tumors. Mod Pathol 2018; 31:1155-1163. [PMID: 29449680 PMCID: PMC6076347 DOI: 10.1038/s41379-018-0034-6] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2017] [Revised: 12/29/2017] [Accepted: 12/30/2017] [Indexed: 12/12/2022]
Abstract
Inflammatory myofibroblastic tumor is a rare mesenchymal tumor occurring at many anatomic sites, with a predilection for children and young adults. Often indolent, they can be locally aggressive and can metastasize, resulting in significant morbidity and mortality. Therapeutic options are often limited. The identification of underlying kinase mutations has allowed the use of targeted therapy in a subset of patients. Unfortunately, not all tumors harbor mutations and resistance to tyrosine kinase inhibitor therapy is a potential problem. We hypothesized that these tumors may be amenable to PD-L1 therapy given the immune nature of the tumor. PD-L1 expression in inflammatory myofibroblastic tumors has not yet been defined. The purpose of this study was to explore PD-L1 expression in inflammatory myofibroblastic tumors, as adaptive PD-L1 expression is known to enrich for response to anti-PD-1/PD-L1 therapies. Expression of PD-L1 (clone SP142) was assessed in 35 specimens from 28 patients. Positivity was defined as membranous expression in ≥5% of cells and evaluated separately in tumor and immune cells. Adaptive vs. constitutive patterns of tumor cell PD-L1 expression were assessed. PD-L1 status was correlated with clinicopathologic features. CD8+ T cell infiltrates were quantified by digital image analysis. ALK status was assessed by immunohistochemistry and/or FISH. Twenty-four (69%) tumors had PD-L1(+) tumor cells and 28 (80%) showed PD-L1(+) immune cells. Most recurrent and metastatic tumors (80%) and ALK(-) tumors (88%) were PD-L1(+). Adaptive PD-L1 expression was present in 23 (96%) of PD-L1(+) tumors, which also showed a three-four fold increase in CD8+ T cell infiltration relative to PD-L1(-) tumors. Constitutive PD-L1 expression was associated with larger tumor size (p = 0.002). Inflammatory myofibroblastic tumors show frequent constitutive and adaptive PD-L1 expression, the latter of which is thought to be predictive of response to anti-PD-1. These data support further investigation into PD-1/PD-L1 blockade in this tumor type.
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Affiliation(s)
- Tricia R Cottrell
- Department of Pathology, The Johns Hopkins University School of Medicine, Baltimore, MD, USA
- The Bloomberg~Kimmel Institute for Cancer Immunotherapy, The Sidney Kimmel Comprehensive Cancer Center, The Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Anh T Duong
- The Bloomberg~Kimmel Institute for Cancer Immunotherapy, The Sidney Kimmel Comprehensive Cancer Center, The Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Oncology, The Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Christopher D Gocke
- Department of Pathology, The Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Haiying Xu
- Department of Dermatology, The Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Aleksandra Ogurtsova
- Department of Dermatology, The Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Janis M Taube
- The Bloomberg~Kimmel Institute for Cancer Immunotherapy, The Sidney Kimmel Comprehensive Cancer Center, The Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Dermatology, The Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Deborah A Belchis
- Department of Pathology, The Johns Hopkins University School of Medicine, Baltimore, MD, USA.
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12
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Martin AM, Nirschl CJ, Polanczyk MJ, Bell WR, Nirschl TR, Harris-Bookman S, Phallen J, Hicks J, Martinez D, Ogurtsova A, Xu H, Sullivan LM, Meeker AK, Raabe EH, Cohen KJ, Eberhart CG, Burger PC, Santi M, Taube JM, Pardoll DM, Drake CG, Lim M. PD-L1 expression in medulloblastoma: an evaluation by subgroup. Oncotarget 2018; 9:19177-19191. [PMID: 29721192 PMCID: PMC5922386 DOI: 10.18632/oncotarget.24951] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2017] [Accepted: 03/13/2018] [Indexed: 01/01/2023] Open
Abstract
Background This study evaluated the expression of PD-L1 and markers of immune mediated resistance in human medulloblastoma (MB), the most common malignant pediatric brain tumor. Results Overall levels of PD-L1 in human MB were low; however, some cases demonstrated robust focal expression associated with increased immune infiltrates. The case with highest PD-L1 expression was a sonic hedgehog (SHH) MB. In cell lines, SHH MB, which are low-MYC expressing, demonstrated both constitutive and inducible expression of PD-L1 while those in Group 3/4 that expressed high levels of MYC had only inducible expression. In vitro, IFN-γ robustly stimulated the expression of PD-L1 in all cell lines while radiation induced variable expression. Forced high MYC expression did not significantly alter PD-L1. Methods Human MB tumor samples were evaluated for expression of PD-L1 and immune cell markers in relation to molecular subgroup assignment. PD-L1 expression was functionally analyzed under conditions of interferon gamma (IFN-γ), radiation, and MYC overexpression. Conclusions MB expresses low levels of PD-L1 facilitating immune escape. Importantly, TH1 cytokine stimulation appears to be the most potent inducer of PD-L1 expression in vitro suggesting that an inflamed tumor microenvironment is necessary for PD-1 pathway activation in this tumor.
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Affiliation(s)
- Allison M Martin
- Johns Hopkins School of Medicine, Sidney Kimmel Cancer Center, Division of Pediatric Oncology, Baltimore, MD, USA
| | - Christopher J Nirschl
- Johns Hopkins School of Medicine, Sidney Kimmel Cancer Center, Division of Cancer Immunology, Baltimore, MD, USA
| | - Magda J Polanczyk
- Johns Hopkins School of Medicine, Sidney Kimmel Cancer Center, Division of Pediatric Oncology, Baltimore, MD, USA
| | - W Robert Bell
- Department of Laboratory Medicine and Pathology, University of Minnesota Medical School, Minneapolis, MN, USA
| | - Thomas R Nirschl
- Johns Hopkins School of Medicine, Department of Pathobiology, Baltimore, MD, USA
| | - Sarah Harris-Bookman
- Johns Hopkins School of Medicine, Department of Ophthalmology, Baltimore, MD, USA
| | - Jillian Phallen
- Johns Hopkins School of Medicine, Sidney Kimmel Cancer Center, Division of Cancer Biology, Baltimore, MD, USA
| | - Jessica Hicks
- Johns Hopkins School of Medicine, Department of Pathology, Division of Kidney and Urologic Pathology, Baltimore, MD, USA
| | - Daniel Martinez
- Children's Hospital of Philadelphia, Department of Pathology and Laboratory Medicine, Philadelphia, PA, USA
| | - Aleksandra Ogurtsova
- Johns Hopkins School of Medicine, Department of Dermatology, Division of Dermatologic Pathology and Oral Pathology, Baltimore, MD, USA
| | - Haiying Xu
- Johns Hopkins School of Medicine, Department of Dermatology, Division of Dermatologic Pathology and Oral Pathology, Baltimore, MD, USA
| | | | - Alan K Meeker
- Johns Hopkins School of Medicine, Department of Pathology, Division of Kidney and Urologic Pathology, Baltimore, MD, USA
| | - Eric H Raabe
- Johns Hopkins School of Medicine, Sidney Kimmel Cancer Center, Division of Pediatric Oncology, Baltimore, MD, USA.,Johns Hopkins School of Medicine, Department of Pathology, Division of Neuropathology, Baltimore, MD, USA
| | - Kenneth J Cohen
- Johns Hopkins School of Medicine, Sidney Kimmel Cancer Center, Division of Pediatric Oncology, Baltimore, MD, USA
| | - Charles G Eberhart
- Johns Hopkins School of Medicine, Department of Pathology, Division of Neuropathology, Baltimore, MD, USA
| | - Peter C Burger
- Johns Hopkins School of Medicine, Department of Pathology, Division of Neuropathology, Baltimore, MD, USA
| | - Mariarita Santi
- Children's Hospital of Philadelphia, Department of Pathology and Laboratory Medicine, Philadelphia, PA, USA
| | - Janis M Taube
- Johns Hopkins School of Medicine, Department of Dermatology, Division of Dermatologic Pathology and Oral Pathology, Baltimore, MD, USA
| | - Drew M Pardoll
- Johns Hopkins School of Medicine, Sidney Kimmel Cancer Center, Division of Cancer Immunology, Baltimore, MD, USA
| | - Charles G Drake
- Columbia University Medical Center, Division of Hematology/Oncology, New York, NY, USA
| | - Michael Lim
- Johns Hopkins School of Medicine, Department of Neurosurgery, Division of Neurosurgical Oncology, Baltimore, MD, USA
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13
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Kaunitz GJ, Cottrell TR, Lilo M, Muthappan V, Esandrio J, Berry S, Xu H, Ogurtsova A, Anders RA, Fischer AH, Kraft S, Gerstenblith MR, Thompson CL, Honda K, Cuda JD, Eberhart CG, Handa JT, Lipson EJ, Taube JM. Melanoma subtypes demonstrate distinct PD-L1 expression profiles. J Transl Med 2017; 97:1063-1071. [PMID: 28737763 PMCID: PMC5685163 DOI: 10.1038/labinvest.2017.64] [Citation(s) in RCA: 138] [Impact Index Per Article: 19.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2017] [Revised: 03/24/2017] [Accepted: 04/28/2017] [Indexed: 12/12/2022] Open
Abstract
PD-L1 expression in the tumor immune microenvironment is recognized as both a prognostic and predictive biomarker in patients with cutaneous melanoma, a finding closely related to its adaptive (IFN-γ-mediated) mechanism of expression. Approximately 35% of cutaneous melanomas express PD-L1, however, the expression patterns, levels, and prevalence in rarer melanoma subtypes are not well described. We performed immunohistochemistry for PD-L1 and CD8 on 200 formalin-fixed paraffin-embedded specimens from patients with acral (n=16), mucosal (n=36), uveal (n=103), and chronic sun-damaged (CSD) (n=45) melanomas (24 lentigo maligna, 13 'mixed' desmoplastic, and 8 'pure' desmoplastic melanomas). CD8+ tumor-infiltrating lymphocyte (TIL) densities were characterized as mild, moderate, or severe, and their geographic association with PD-L1 expression was evaluated. Discrete lymphoid aggregates, the presence of a spindle cell morphology, and the relationship of these features with PD-L1 expression were assessed. PD-L1 expression was observed in 31% of acral melanomas, 44% of mucosal melanomas, 10% of uveal melanomas, and 62% of CSD melanomas (P<0.0001). Compared to our previously characterized cohort of cutaneous melanomas, the proportion of PD-L1(+) tumors was lower in uveal (P=0.0002) and higher in CSD (P=0.0073) melanomas, while PD-L1 expression in the acral and mucosal subtypes was on par. PD-L1 expression in all subtypes correlated with a moderate-severe grade of CD8+ TIL (all, P<0.003), supporting an adaptive mechanism of expression induced during the host antitumor response. The tumor microenvironments observed in CSD melanomas segregated by whether they were the pure desmoplastic subtype, which showed lower levels of PD-L1 expression when compared to other CSD melanomas (P=0.047). The presence of lymphoid aggregates was not associated with the level of PD-L1 expression, while PD-L1(+) cases with spindle cell morphology demonstrated higher levels of PD-L1 than those with a nested phenotype (P<0.0001). Our findings may underpin the reported clinical response rates for anti-PD-1 monotherapy, which vary by subtype.
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Affiliation(s)
- Genevieve J Kaunitz
- Department of Dermatology, Johns Hopkins University School of Medicine, Bloomberg Kimmel Institute for Cancer Immunotherapy, and Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD, USA
| | - Tricia R Cottrell
- Department of Pathology, Johns Hopkins University School of Medicine, Bloomberg Kimmel Institute for Cancer Immunotherapy, and Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD, USA
| | - Mohammed Lilo
- Department of Pathology, Johns Hopkins University School of Medicine, Bloomberg Kimmel Institute for Cancer Immunotherapy, and Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD, USA
| | - Valliammai Muthappan
- Department of Ophthalmology, Johns Hopkins University School of Medicine, Bloomberg Kimmel Institute for Cancer Immunotherapy, and Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD, USA
| | - Jessica Esandrio
- Department of Dermatology, Johns Hopkins University School of Medicine, Bloomberg Kimmel Institute for Cancer Immunotherapy, and Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD, USA
| | - Sneha Berry
- Department of Dermatology, Johns Hopkins University School of Medicine, Bloomberg Kimmel Institute for Cancer Immunotherapy, and Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD, USA,Department of Oncology, Johns Hopkins University School of Medicine, Bloomberg Kimmel Institute for Cancer Immunotherapy, and Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD, USA
| | - Haiying Xu
- Department of Dermatology, Johns Hopkins University School of Medicine, Bloomberg Kimmel Institute for Cancer Immunotherapy, and Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD, USA
| | - Aleksandra Ogurtsova
- Department of Dermatology, Johns Hopkins University School of Medicine, Bloomberg Kimmel Institute for Cancer Immunotherapy, and Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD, USA
| | - Robert A Anders
- Department of Pathology, Johns Hopkins University School of Medicine, Bloomberg Kimmel Institute for Cancer Immunotherapy, and Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD, USA
| | - Alexander H Fischer
- Department of Dermatology, Johns Hopkins University School of Medicine, Bloomberg Kimmel Institute for Cancer Immunotherapy, and Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD, USA
| | - Stefan Kraft
- Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
| | - Meg R Gerstenblith
- Department of Dermatology, University Hospitals Cleveland Medical Center/Case Western Reserve University School of Medicine, Case Comprehensive Cancer Center, Cleveland, OH, USA
| | - Cheryl L Thompson
- Department of Nutrition, Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | - Kord Honda
- Department of Dermatology, University Hospitals Cleveland Medical Center/Case Western Reserve University School of Medicine, Case Comprehensive Cancer Center, Cleveland, OH, USA
| | - Jonathan D Cuda
- Department of Dermatology, Johns Hopkins University School of Medicine, Bloomberg Kimmel Institute for Cancer Immunotherapy, and Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD, USA,Department of Pathology, Johns Hopkins University School of Medicine, Bloomberg Kimmel Institute for Cancer Immunotherapy, and Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD, USA
| | - Charles G Eberhart
- Department of Pathology, Johns Hopkins University School of Medicine, Bloomberg Kimmel Institute for Cancer Immunotherapy, and Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD, USA,Department of Ophthalmology, Johns Hopkins University School of Medicine, Bloomberg Kimmel Institute for Cancer Immunotherapy, and Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD, USA,Department of Oncology, Johns Hopkins University School of Medicine, Bloomberg Kimmel Institute for Cancer Immunotherapy, and Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD, USA
| | - James T Handa
- Department of Ophthalmology, Johns Hopkins University School of Medicine, Bloomberg Kimmel Institute for Cancer Immunotherapy, and Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD, USA
| | - Evan J Lipson
- Department of Oncology, Johns Hopkins University School of Medicine, Bloomberg Kimmel Institute for Cancer Immunotherapy, and Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD, USA
| | - Janis M Taube
- Department of Dermatology, Johns Hopkins University School of Medicine, Bloomberg Kimmel Institute for Cancer Immunotherapy, and Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD, USA,Department of Pathology, Johns Hopkins University School of Medicine, Bloomberg Kimmel Institute for Cancer Immunotherapy, and Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD, USA,Department of Oncology, Johns Hopkins University School of Medicine, Bloomberg Kimmel Institute for Cancer Immunotherapy, and Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD, USA
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14
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Yanik EL, Kaunitz GJ, Cottrell TR, Succaria F, McMiller TL, Ascierto ML, Esandrio J, Xu H, Ogurtsova A, Cornish T, Lipson EJ, Topalian SL, Engels EA, Taube JM. Association of HIV Status With Local Immune Response to Anal Squamous Cell Carcinoma: Implications for Immunotherapy. JAMA Oncol 2017; 3:974-978. [PMID: 28334399 PMCID: PMC5696632 DOI: 10.1001/jamaoncol.2017.0115] [Citation(s) in RCA: 60] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
IMPORTANCE The programmed cell death protein 1 (PD-1) and programmed death-ligand 1 (PD-L1) pathway play an important immunosuppressive role in cancer and chronic viral infection, and have been effectively targeted in cancer therapy. Anal squamous cell carcinoma (SCC) is associated with both human papillomavirus and HIV infection. To date, patients with HIV have been excluded from most trials of immune checkpoint blocking agents, such as anti-PD-1 and anti-PD-L1, because it was assumed that their antitumor immunity was compromised compared with immunocompetent patients. OBJECTIVE To compare the local tumor immune microenvironment (TME) in anal SCCs from HIV-positive and HIV-negative patients. DESIGN, SETTING, AND PARTICIPANTS Anal SCC tumor specimens derived from the AIDS and Cancer Specimen Resource (National Cancer Institute) and Johns Hopkins Hospital included specimens. Tumors were subjected to immunohistochemical analysis for immune checkpoints (PD-L1, PD-1, LAG-3) and immune cell (IC) subsets (CD3, CD4, CD8, CD68). Expression profiling for immune-related genes was performed on select HIV-positive and HIV-negative cases in PD-L1+ tumor areas associated with ICs. MAIN OUTCOMES AND MEASURES Programmed death-ligand 1 expression on tumor cells and ICs, PD-L1 patterns (adaptive vs constitutive), degree of IC infiltration, quantified densities of IC subsets, and gene expression profiles in anal SCCs from HIV-positive vs HIV-negative patients. RESULTS Approximately half of 40 tumor specimens from 23 HIV-positive and 17 HIV-negative patients (29 men and 11 women; mean [SD] age, 51 [9.9] years) demonstrated tumor cell PD-L1 expression, regardless of HIV status. Median IC densities were not significantly decreased in HIV-associated tumors for any cellular subset studied. Both adaptive (IC-associated) and constitutive PD-L1 expression patterns were observed. Immune cell PD-L1 expression correlated with increasing intensity of IC infiltration (r = 0.52; 95% CI, 0.26-0.78; P < .001) and with CD8+ T-cell density (r = 0.35; 95% CI, 0.11-0.59; P = .03). Gene expression profiling revealed comparable levels of IFNG in the TME of both HIV-positive and HIV-negative patients. A significant increase in IL18 expression levels was observed in HIV-associated anal SCCs (fold change, 12.69; P < .001). CONCLUSIONS AND RELEVANCE HIV status does not correlate with the degree or composition of IC infiltration or PD-L1 expression in anal SCC. These findings demonstrate an immune-reactive TME in anal SCCs from HIV-positive patients and support clinical investigations of PD-1/PD-L1 checkpoint blockade in anal SCC, irrespective of patient HIV status.
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Affiliation(s)
- Elizabeth L. Yanik
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland
| | - Genevieve J. Kaunitz
- Department of Dermatology, Johns Hopkins University School of Medicine, Sidney Kimmel Comprehensive Cancer Center and Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Tricia R. Cottrell
- Department of Pathology, Johns Hopkins University School of Medicine, Sidney Kimmel Comprehensive Cancer Center and Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Farah Succaria
- Department of Dermatology, Johns Hopkins University School of Medicine, Sidney Kimmel Comprehensive Cancer Center and Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Tracee L. McMiller
- Department of Surgery, Johns Hopkins University School of Medicine, Sidney Kimmel Comprehensive Cancer Center and Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Maria L. Ascierto
- Department of Oncology, Johns Hopkins University School of Medicine, Sidney Kimmel Comprehensive Cancer Center and Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Jessica Esandrio
- Department of Dermatology, Johns Hopkins University School of Medicine, Sidney Kimmel Comprehensive Cancer Center and Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland; Department of Pathology, Johns Hopkins University School of Medicine, Sidney Kimmel Comprehensive Cancer Center and Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Haiying Xu
- Department of Dermatology, Johns Hopkins University School of Medicine, Sidney Kimmel Comprehensive Cancer Center and Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Aleksandra Ogurtsova
- Department of Dermatology, Johns Hopkins University School of Medicine, Sidney Kimmel Comprehensive Cancer Center and Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Toby Cornish
- Department of Pathology, Johns Hopkins University School of Medicine, Sidney Kimmel Comprehensive Cancer Center and Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland; Department of Pathology, University of Colorado School of Medicine, Aurora
| | - Evan J. Lipson
- Department of Oncology, Johns Hopkins University School of Medicine, Sidney Kimmel Comprehensive Cancer Center and Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Suzanne L. Topalian
- Department of Surgery, Johns Hopkins University School of Medicine, Sidney Kimmel Comprehensive Cancer Center and Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Eric A. Engels
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland
| | - Janis M. Taube
- Department of Dermatology, Johns Hopkins University School of Medicine, Sidney Kimmel Comprehensive Cancer Center and Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland; Department of Pathology, Johns Hopkins University School of Medicine, Sidney Kimmel Comprehensive Cancer Center and Bloomberg∼Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
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15
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Lee JM, Cimino-Mathews A, Peer CJ, Zimmer A, Lipkowitz S, Annunziata CM, Cao L, Harrell MI, Swisher EM, Houston N, Botesteanu DA, Taube JM, Thompson E, Ogurtsova A, Xu H, Nguyen J, Ho TW, Figg WD, Kohn EC. Safety and Clinical Activity of the Programmed Death-Ligand 1 Inhibitor Durvalumab in Combination With Poly (ADP-Ribose) Polymerase Inhibitor Olaparib or Vascular Endothelial Growth Factor Receptor 1-3 Inhibitor Cediranib in Women's Cancers: A Dose-Escalation, Phase I Study. J Clin Oncol 2017; 35:2193-2202. [PMID: 28471727 DOI: 10.1200/jco.2016.72.1340] [Citation(s) in RCA: 194] [Impact Index Per Article: 27.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Purpose Data suggest that DNA damage by poly (ADP-ribose) polymerase inhibition and/or reduced vascular endothelial growth factor signaling by vascular endothelial growth factor receptor inhibition may complement antitumor activity of immune checkpoint blockade. We hypothesize the programmed death-ligand 1 (PD-L1) inhibitor, durvalumab, olaparib, or cediranib combinations are tolerable and active in recurrent women's cancers. Patients and Methods This phase I study tested durvalumab doublets in parallel 3 + 3 dose escalations. Durvalumab was administered at 10 mg/kg every 2 weeks or 1,500 mg every 4 weeks with either olaparib tablets twice daily or cediranib on two schedules. The primary end point was the recommended phase II dose (RP2D). Response rate and pharmacokinetic analysis were secondary end points. Results Between June 2015 and May 2016, 26 women were enrolled. The RP2D was durvalumab 1,500 mg every 4 weeks with olaparib 300 mg twice a day, or cediranib 20 mg, 5 days on/2 days off. No dose-limiting toxicity was recorded with durvalumab plus olaparib. The cediranib intermittent schedule (n = 6) was examined because of recurrent grade 2 and non-dose-limiting toxicity grade 3 and 4 adverse events (AEs) on the daily schedule (n = 8). Treatment-emergent AEs included hypertension (two of eight), diarrhea (two of eight), pulmonary embolism (two of eight), pulmonary hypertension (one of eight), and lymphopenia (one of eight). Durvalumab plus intermittent cediranib grade 3 and 4 AEs were hypertension (one of six) and fatigue (one of six). Exposure to durvalumab increased cediranib area under the curve and maximum plasma concentration on the daily, but not intermittent, schedules. Two partial responses (≥15 months and ≥ 11 months) and eight stable diseases ≥ 4 months (median, 8 months [4 to 14.5 months]) were seen in patients who received durvalumab plus olaparib, yielding an 83% disease control rate. Six partial responses (≥ 5 to ≥ 8 months) and three stable diseases ≥ 4 months (4 to ≥ 8 months) were seen in 12 evaluable patients who received durvalumab plus cediranib, for a 50% response rate and a 75% disease control rate. Response to therapy was independent of PD-L1 expression. Conclusion To our knowledge, this is the first reported anti-PD-L1 plus olaparib or cediranib combination therapy. The RP2Ds of durvalumab plus olaparib and durvalumab plus intermittent cediranib are tolerable and active. Phase II studies with biomarker evaluation are ongoing.
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Affiliation(s)
- Jung-Min Lee
- Jung-Min Lee, Cody J. Peer, Alexandra Zimmer, Stanley Lipkowitz, Christina M. Annunziata, Liang Cao, Nicole Houston, Dana-Adriana Botesteanu, Jeffers Nguyen, William D. Figg, and Elise C. Kohn, Center for Cancer Research, National Cancer Institute, Bethesda; Ashley Cimino-Mathews, Janis M. Taube, Elizabeth Thompson, Aleksandra Ogurtsova, and Haiying Xu, The Johns Hopkins Medical Institution, Baltimore; and Tony W. Ho, AstraZeneca, Gaithersburg, MD; and Maria I. Harrell and Elizabeth M. Swisher, University of Washington, Seattle, WA
| | - Ashley Cimino-Mathews
- Jung-Min Lee, Cody J. Peer, Alexandra Zimmer, Stanley Lipkowitz, Christina M. Annunziata, Liang Cao, Nicole Houston, Dana-Adriana Botesteanu, Jeffers Nguyen, William D. Figg, and Elise C. Kohn, Center for Cancer Research, National Cancer Institute, Bethesda; Ashley Cimino-Mathews, Janis M. Taube, Elizabeth Thompson, Aleksandra Ogurtsova, and Haiying Xu, The Johns Hopkins Medical Institution, Baltimore; and Tony W. Ho, AstraZeneca, Gaithersburg, MD; and Maria I. Harrell and Elizabeth M. Swisher, University of Washington, Seattle, WA
| | - Cody J Peer
- Jung-Min Lee, Cody J. Peer, Alexandra Zimmer, Stanley Lipkowitz, Christina M. Annunziata, Liang Cao, Nicole Houston, Dana-Adriana Botesteanu, Jeffers Nguyen, William D. Figg, and Elise C. Kohn, Center for Cancer Research, National Cancer Institute, Bethesda; Ashley Cimino-Mathews, Janis M. Taube, Elizabeth Thompson, Aleksandra Ogurtsova, and Haiying Xu, The Johns Hopkins Medical Institution, Baltimore; and Tony W. Ho, AstraZeneca, Gaithersburg, MD; and Maria I. Harrell and Elizabeth M. Swisher, University of Washington, Seattle, WA
| | - Alexandra Zimmer
- Jung-Min Lee, Cody J. Peer, Alexandra Zimmer, Stanley Lipkowitz, Christina M. Annunziata, Liang Cao, Nicole Houston, Dana-Adriana Botesteanu, Jeffers Nguyen, William D. Figg, and Elise C. Kohn, Center for Cancer Research, National Cancer Institute, Bethesda; Ashley Cimino-Mathews, Janis M. Taube, Elizabeth Thompson, Aleksandra Ogurtsova, and Haiying Xu, The Johns Hopkins Medical Institution, Baltimore; and Tony W. Ho, AstraZeneca, Gaithersburg, MD; and Maria I. Harrell and Elizabeth M. Swisher, University of Washington, Seattle, WA
| | - Stanley Lipkowitz
- Jung-Min Lee, Cody J. Peer, Alexandra Zimmer, Stanley Lipkowitz, Christina M. Annunziata, Liang Cao, Nicole Houston, Dana-Adriana Botesteanu, Jeffers Nguyen, William D. Figg, and Elise C. Kohn, Center for Cancer Research, National Cancer Institute, Bethesda; Ashley Cimino-Mathews, Janis M. Taube, Elizabeth Thompson, Aleksandra Ogurtsova, and Haiying Xu, The Johns Hopkins Medical Institution, Baltimore; and Tony W. Ho, AstraZeneca, Gaithersburg, MD; and Maria I. Harrell and Elizabeth M. Swisher, University of Washington, Seattle, WA
| | - Christina M Annunziata
- Jung-Min Lee, Cody J. Peer, Alexandra Zimmer, Stanley Lipkowitz, Christina M. Annunziata, Liang Cao, Nicole Houston, Dana-Adriana Botesteanu, Jeffers Nguyen, William D. Figg, and Elise C. Kohn, Center for Cancer Research, National Cancer Institute, Bethesda; Ashley Cimino-Mathews, Janis M. Taube, Elizabeth Thompson, Aleksandra Ogurtsova, and Haiying Xu, The Johns Hopkins Medical Institution, Baltimore; and Tony W. Ho, AstraZeneca, Gaithersburg, MD; and Maria I. Harrell and Elizabeth M. Swisher, University of Washington, Seattle, WA
| | - Liang Cao
- Jung-Min Lee, Cody J. Peer, Alexandra Zimmer, Stanley Lipkowitz, Christina M. Annunziata, Liang Cao, Nicole Houston, Dana-Adriana Botesteanu, Jeffers Nguyen, William D. Figg, and Elise C. Kohn, Center for Cancer Research, National Cancer Institute, Bethesda; Ashley Cimino-Mathews, Janis M. Taube, Elizabeth Thompson, Aleksandra Ogurtsova, and Haiying Xu, The Johns Hopkins Medical Institution, Baltimore; and Tony W. Ho, AstraZeneca, Gaithersburg, MD; and Maria I. Harrell and Elizabeth M. Swisher, University of Washington, Seattle, WA
| | - Maria I Harrell
- Jung-Min Lee, Cody J. Peer, Alexandra Zimmer, Stanley Lipkowitz, Christina M. Annunziata, Liang Cao, Nicole Houston, Dana-Adriana Botesteanu, Jeffers Nguyen, William D. Figg, and Elise C. Kohn, Center for Cancer Research, National Cancer Institute, Bethesda; Ashley Cimino-Mathews, Janis M. Taube, Elizabeth Thompson, Aleksandra Ogurtsova, and Haiying Xu, The Johns Hopkins Medical Institution, Baltimore; and Tony W. Ho, AstraZeneca, Gaithersburg, MD; and Maria I. Harrell and Elizabeth M. Swisher, University of Washington, Seattle, WA
| | - Elizabeth M Swisher
- Jung-Min Lee, Cody J. Peer, Alexandra Zimmer, Stanley Lipkowitz, Christina M. Annunziata, Liang Cao, Nicole Houston, Dana-Adriana Botesteanu, Jeffers Nguyen, William D. Figg, and Elise C. Kohn, Center for Cancer Research, National Cancer Institute, Bethesda; Ashley Cimino-Mathews, Janis M. Taube, Elizabeth Thompson, Aleksandra Ogurtsova, and Haiying Xu, The Johns Hopkins Medical Institution, Baltimore; and Tony W. Ho, AstraZeneca, Gaithersburg, MD; and Maria I. Harrell and Elizabeth M. Swisher, University of Washington, Seattle, WA
| | - Nicole Houston
- Jung-Min Lee, Cody J. Peer, Alexandra Zimmer, Stanley Lipkowitz, Christina M. Annunziata, Liang Cao, Nicole Houston, Dana-Adriana Botesteanu, Jeffers Nguyen, William D. Figg, and Elise C. Kohn, Center for Cancer Research, National Cancer Institute, Bethesda; Ashley Cimino-Mathews, Janis M. Taube, Elizabeth Thompson, Aleksandra Ogurtsova, and Haiying Xu, The Johns Hopkins Medical Institution, Baltimore; and Tony W. Ho, AstraZeneca, Gaithersburg, MD; and Maria I. Harrell and Elizabeth M. Swisher, University of Washington, Seattle, WA
| | - Dana-Adriana Botesteanu
- Jung-Min Lee, Cody J. Peer, Alexandra Zimmer, Stanley Lipkowitz, Christina M. Annunziata, Liang Cao, Nicole Houston, Dana-Adriana Botesteanu, Jeffers Nguyen, William D. Figg, and Elise C. Kohn, Center for Cancer Research, National Cancer Institute, Bethesda; Ashley Cimino-Mathews, Janis M. Taube, Elizabeth Thompson, Aleksandra Ogurtsova, and Haiying Xu, The Johns Hopkins Medical Institution, Baltimore; and Tony W. Ho, AstraZeneca, Gaithersburg, MD; and Maria I. Harrell and Elizabeth M. Swisher, University of Washington, Seattle, WA
| | - Janis M Taube
- Jung-Min Lee, Cody J. Peer, Alexandra Zimmer, Stanley Lipkowitz, Christina M. Annunziata, Liang Cao, Nicole Houston, Dana-Adriana Botesteanu, Jeffers Nguyen, William D. Figg, and Elise C. Kohn, Center for Cancer Research, National Cancer Institute, Bethesda; Ashley Cimino-Mathews, Janis M. Taube, Elizabeth Thompson, Aleksandra Ogurtsova, and Haiying Xu, The Johns Hopkins Medical Institution, Baltimore; and Tony W. Ho, AstraZeneca, Gaithersburg, MD; and Maria I. Harrell and Elizabeth M. Swisher, University of Washington, Seattle, WA
| | - Elizabeth Thompson
- Jung-Min Lee, Cody J. Peer, Alexandra Zimmer, Stanley Lipkowitz, Christina M. Annunziata, Liang Cao, Nicole Houston, Dana-Adriana Botesteanu, Jeffers Nguyen, William D. Figg, and Elise C. Kohn, Center for Cancer Research, National Cancer Institute, Bethesda; Ashley Cimino-Mathews, Janis M. Taube, Elizabeth Thompson, Aleksandra Ogurtsova, and Haiying Xu, The Johns Hopkins Medical Institution, Baltimore; and Tony W. Ho, AstraZeneca, Gaithersburg, MD; and Maria I. Harrell and Elizabeth M. Swisher, University of Washington, Seattle, WA
| | - Aleksandra Ogurtsova
- Jung-Min Lee, Cody J. Peer, Alexandra Zimmer, Stanley Lipkowitz, Christina M. Annunziata, Liang Cao, Nicole Houston, Dana-Adriana Botesteanu, Jeffers Nguyen, William D. Figg, and Elise C. Kohn, Center for Cancer Research, National Cancer Institute, Bethesda; Ashley Cimino-Mathews, Janis M. Taube, Elizabeth Thompson, Aleksandra Ogurtsova, and Haiying Xu, The Johns Hopkins Medical Institution, Baltimore; and Tony W. Ho, AstraZeneca, Gaithersburg, MD; and Maria I. Harrell and Elizabeth M. Swisher, University of Washington, Seattle, WA
| | - Haiying Xu
- Jung-Min Lee, Cody J. Peer, Alexandra Zimmer, Stanley Lipkowitz, Christina M. Annunziata, Liang Cao, Nicole Houston, Dana-Adriana Botesteanu, Jeffers Nguyen, William D. Figg, and Elise C. Kohn, Center for Cancer Research, National Cancer Institute, Bethesda; Ashley Cimino-Mathews, Janis M. Taube, Elizabeth Thompson, Aleksandra Ogurtsova, and Haiying Xu, The Johns Hopkins Medical Institution, Baltimore; and Tony W. Ho, AstraZeneca, Gaithersburg, MD; and Maria I. Harrell and Elizabeth M. Swisher, University of Washington, Seattle, WA
| | - Jeffers Nguyen
- Jung-Min Lee, Cody J. Peer, Alexandra Zimmer, Stanley Lipkowitz, Christina M. Annunziata, Liang Cao, Nicole Houston, Dana-Adriana Botesteanu, Jeffers Nguyen, William D. Figg, and Elise C. Kohn, Center for Cancer Research, National Cancer Institute, Bethesda; Ashley Cimino-Mathews, Janis M. Taube, Elizabeth Thompson, Aleksandra Ogurtsova, and Haiying Xu, The Johns Hopkins Medical Institution, Baltimore; and Tony W. Ho, AstraZeneca, Gaithersburg, MD; and Maria I. Harrell and Elizabeth M. Swisher, University of Washington, Seattle, WA
| | - Tony W Ho
- Jung-Min Lee, Cody J. Peer, Alexandra Zimmer, Stanley Lipkowitz, Christina M. Annunziata, Liang Cao, Nicole Houston, Dana-Adriana Botesteanu, Jeffers Nguyen, William D. Figg, and Elise C. Kohn, Center for Cancer Research, National Cancer Institute, Bethesda; Ashley Cimino-Mathews, Janis M. Taube, Elizabeth Thompson, Aleksandra Ogurtsova, and Haiying Xu, The Johns Hopkins Medical Institution, Baltimore; and Tony W. Ho, AstraZeneca, Gaithersburg, MD; and Maria I. Harrell and Elizabeth M. Swisher, University of Washington, Seattle, WA
| | - William D Figg
- Jung-Min Lee, Cody J. Peer, Alexandra Zimmer, Stanley Lipkowitz, Christina M. Annunziata, Liang Cao, Nicole Houston, Dana-Adriana Botesteanu, Jeffers Nguyen, William D. Figg, and Elise C. Kohn, Center for Cancer Research, National Cancer Institute, Bethesda; Ashley Cimino-Mathews, Janis M. Taube, Elizabeth Thompson, Aleksandra Ogurtsova, and Haiying Xu, The Johns Hopkins Medical Institution, Baltimore; and Tony W. Ho, AstraZeneca, Gaithersburg, MD; and Maria I. Harrell and Elizabeth M. Swisher, University of Washington, Seattle, WA
| | - Elise C Kohn
- Jung-Min Lee, Cody J. Peer, Alexandra Zimmer, Stanley Lipkowitz, Christina M. Annunziata, Liang Cao, Nicole Houston, Dana-Adriana Botesteanu, Jeffers Nguyen, William D. Figg, and Elise C. Kohn, Center for Cancer Research, National Cancer Institute, Bethesda; Ashley Cimino-Mathews, Janis M. Taube, Elizabeth Thompson, Aleksandra Ogurtsova, and Haiying Xu, The Johns Hopkins Medical Institution, Baltimore; and Tony W. Ho, AstraZeneca, Gaithersburg, MD; and Maria I. Harrell and Elizabeth M. Swisher, University of Washington, Seattle, WA
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Kaunitz G, Cottrell T, Lilo M, Esandrio J, Berry S, Xu H, Ogurtsova A, Gerstenblith M, Thompson C, Cuda J, Lipson E, Taube J. 781 Melanoma subtypes demonstrate distinct PD-L1 expression profiles. J Invest Dermatol 2017. [DOI: 10.1016/j.jid.2017.02.806] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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Sunshine JC, Nguyen PL, Kaunitz GJ, Cottrell TR, Berry S, Esandrio J, Xu H, Ogurtsova A, Bleich KB, Cornish TC, Lipson EJ, Anders RA, Taube JM. PD-L1 Expression in Melanoma: A Quantitative Immunohistochemical Antibody Comparison. Clin Cancer Res 2017; 23:4938-4944. [PMID: 28428193 DOI: 10.1158/1078-0432.ccr-16-1821] [Citation(s) in RCA: 107] [Impact Index Per Article: 15.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2016] [Revised: 03/05/2017] [Accepted: 04/17/2017] [Indexed: 12/25/2022]
Abstract
Purpose: PD-L1 expression in the pretreatment tumor microenvironment enriches for response to anti-PD-1/PD-L1 therapies. The purpose of this study was to quantitatively compare the performance of five monoclonal anti-PD-L1 antibodies used in recent landmark publications.Experimental Design: PD-L1 IHC was performed on 34 formalin-fixed paraffin-embedded archival melanoma samples using the 5H1, SP142, 28-8, 22C3, and SP263 clones. The percentage of total cells (including melanocytes and immune cells) demonstrating cell surface PD-L1 staining, as well as intensity measurements/H-scores, were assessed for each melanoma specimen using a computer-assisted platform. Staining properties were compared between antibodies.Results: Strong correlations were observed between the percentage of PD-L1(+) cells across all clones studied (R2 = 0.81-0.96). When present, discordant results were attributable to geographic heterogeneity of the melanoma tissue section rather than differences in PD-L1 antibody staining characteristics. PD-L1 intensity/H-scores strongly correlated with percentage of PD-L1(+) cells (R2 > 0.78, all clones).Conclusions: The 5H1, SP142, 28-8, 22C3, and SP263 clones all demonstrated similar performance characteristics when used in a standardized IHC assay on melanoma specimens. Reported differences in PD-L1 IHC assays using these antibodies are thus most likely due to assay characteristics beyond the antibody itself. Our findings also argue against the inclusion of an intensity/H-score in chromogenic PD-L1 IHC assays. Clin Cancer Res; 23(16); 4938-44. ©2017 AACR.
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Affiliation(s)
- Joel C Sunshine
- Department of Dermatology, Johns Hopkins University and the Bloomberg Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Peter L Nguyen
- Department of Dermatology, Johns Hopkins University and the Bloomberg Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Genevieve J Kaunitz
- Department of Dermatology, Johns Hopkins University and the Bloomberg Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Tricia R Cottrell
- Department of Pathology, Johns Hopkins University and the Bloomberg Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Sneha Berry
- Department of Oncology, Johns Hopkins University and the Bloomberg Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Jessica Esandrio
- Department of Dermatology, Johns Hopkins University and the Bloomberg Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Haiying Xu
- Department of Dermatology, Johns Hopkins University and the Bloomberg Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Aleksandra Ogurtsova
- Department of Dermatology, Johns Hopkins University and the Bloomberg Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Karen B Bleich
- Department of Radiation Oncology, Johns Hopkins University and the Bloomberg Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Toby C Cornish
- Department of Pathology, Johns Hopkins University and the Bloomberg Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Evan J Lipson
- Department of Radiation Oncology, Johns Hopkins University and the Bloomberg Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Robert A Anders
- Department of Pathology, Johns Hopkins University and the Bloomberg Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
| | - Janis M Taube
- Department of Dermatology, Johns Hopkins University and the Bloomberg Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland. .,Department of Pathology, Johns Hopkins University and the Bloomberg Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland.,Department of Radiation Oncology, Johns Hopkins University and the Bloomberg Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland
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18
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Lipson EJ, Lilo MT, Ogurtsova A, Esandrio J, Xu H, Brothers P, Schollenberger M, Sharfman WH, Taube JM. Basal cell carcinoma: PD-L1/PD-1 checkpoint expression and tumor regression after PD-1 blockade. J Immunother Cancer 2017; 5:23. [PMID: 28344809 PMCID: PMC5360064 DOI: 10.1186/s40425-017-0228-3] [Citation(s) in RCA: 102] [Impact Index Per Article: 14.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2017] [Accepted: 02/17/2017] [Indexed: 12/25/2022] Open
Abstract
Monoclonal antibodies that block immune regulatory proteins such as programmed death-1 (PD-1) have demonstrated remarkable efficacy in controlling the growth of multiple tumor types. Unresectable or metastatic basal cell carcinoma, however, has largely gone untested. Because PD-Ligand-1 (PD-L1) expression in other tumor types has been associated with response to anti-PD-1, we investigated the expression of PD-L1 and its association with PD-1 expression in the basal cell carcinoma tumor microenvironment. Among 40 basal cell carcinoma specimens, 9/40 (22%) demonstrated PD-L1 expression on tumor cells, and 33/40 (82%) demonstrated PD-L1 expression on tumor-infiltrating lymphocytes and associated macrophages. PD-L1 was observed in close geographic association to PD-1+ tumor infiltrating lymphocytes. Additionally, we present, here, the first report of an objective anti-tumor response to pembrolizumab (anti-PD-1) in a patient with metastatic PD-L1 (+) basal cell carcinoma, whose disease had previously progressed through hedgehog pathway-directed therapy. The patient remains in a partial response 14 months after initiation of therapy. Taken together, our findings provide a rationale for testing anti-PD-1 therapy in patients with advanced basal cell carcinoma, either as initial treatment or after acquired resistance to hedgehog pathway inhibition.
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MESH Headings
- Adult
- Aged
- Antibodies, Monoclonal/administration & dosage
- Antibodies, Monoclonal/adverse effects
- Antibodies, Monoclonal, Humanized/administration & dosage
- Antibodies, Monoclonal, Humanized/adverse effects
- B7-H1 Antigen/antagonists & inhibitors
- B7-H1 Antigen/immunology
- Carcinoma, Basal Cell/drug therapy
- Carcinoma, Basal Cell/genetics
- Carcinoma, Basal Cell/immunology
- Carcinoma, Basal Cell/pathology
- Female
- Gene Expression Regulation, Neoplastic/drug effects
- Hedgehog Proteins/antagonists & inhibitors
- Hedgehog Proteins/genetics
- Humans
- Lymphocytes, Tumor-Infiltrating/drug effects
- Male
- Middle Aged
- Programmed Cell Death 1 Receptor/antagonists & inhibitors
- Programmed Cell Death 1 Receptor/immunology
- Signal Transduction/drug effects
- Tumor Microenvironment/drug effects
- Tumor Microenvironment/immunology
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Affiliation(s)
- Evan J. Lipson
- Department of Oncology, Johns Hopkins University School of Medicine, Sidney Kimmel Comprehensive Cancer Center, and Bloomberg ~ Kimmel Institute for Cancer Immunotherapy, Baltimore, MD USA
- Melanoma and Cancer Immunology Programs, Johns Hopkins University School of Medicine, 1550 Orleans Street, Room 507, Baltimore, MD 21231 USA
| | - Mohammed T. Lilo
- Department of Pathology, Johns Hopkins University School of Medicine, Sidney Kimmel Comprehensive Cancer Center, and Bloomberg ~ Kimmel Institute for Cancer Immunotherapy, Baltimore, MD USA
| | - Aleksandra Ogurtsova
- Department of Dermatology, Johns Hopkins University School of Medicine, Sidney Kimmel Comprehensive Cancer Center, and Bloomberg ~ Kimmel Institute for Cancer Immunotherapy, Baltimore, MD USA
| | - Jessica Esandrio
- Department of Pathology, Johns Hopkins University School of Medicine, Sidney Kimmel Comprehensive Cancer Center, and Bloomberg ~ Kimmel Institute for Cancer Immunotherapy, Baltimore, MD USA
| | - Haiying Xu
- Department of Dermatology, Johns Hopkins University School of Medicine, Sidney Kimmel Comprehensive Cancer Center, and Bloomberg ~ Kimmel Institute for Cancer Immunotherapy, Baltimore, MD USA
| | - Patricia Brothers
- Department of Oncology, Johns Hopkins University School of Medicine, Sidney Kimmel Comprehensive Cancer Center, and Bloomberg ~ Kimmel Institute for Cancer Immunotherapy, Baltimore, MD USA
| | - Megan Schollenberger
- Department of Oncology, Johns Hopkins University School of Medicine, Sidney Kimmel Comprehensive Cancer Center, and Bloomberg ~ Kimmel Institute for Cancer Immunotherapy, Baltimore, MD USA
| | - William H. Sharfman
- Department of Oncology, Johns Hopkins University School of Medicine, Sidney Kimmel Comprehensive Cancer Center, and Bloomberg ~ Kimmel Institute for Cancer Immunotherapy, Baltimore, MD USA
| | - Janis M. Taube
- Department of Oncology, Johns Hopkins University School of Medicine, Sidney Kimmel Comprehensive Cancer Center, and Bloomberg ~ Kimmel Institute for Cancer Immunotherapy, Baltimore, MD USA
- Department of Pathology, Johns Hopkins University School of Medicine, Sidney Kimmel Comprehensive Cancer Center, and Bloomberg ~ Kimmel Institute for Cancer Immunotherapy, Baltimore, MD USA
- Department of Dermatology, Johns Hopkins University School of Medicine, Sidney Kimmel Comprehensive Cancer Center, and Bloomberg ~ Kimmel Institute for Cancer Immunotherapy, Baltimore, MD USA
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19
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Sunshine JC, Berry S, Esandrio J, Xu H, Ogurtsova A, Cornish T, Lipson EJ, Anders RA, Taube JM. Measurement of PD-L1 in melanoma: a quantitative antibody comparison. J Immunother Cancer 2015. [PMCID: PMC4645465 DOI: 10.1186/2051-1426-3-s2-p107] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
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