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Michiels, Stefan

https://orcid.org/0000-0002-6963-2968

Mayo Clinic

Inserm

Citations 13

Tumor-Infiltrating Lymphocytes in Patients With Stage I Triple-Negative Breast Cancer Untreated With Chemotherapy
Geurts, Veerle , Steenbruggen, Tessa G. , Siesling, Sabine , Leon‐Ferre, Roberto A. , Klar, Natalie , Salgado, Roberto , Kok, Marleen , Klar, Natalie J , Balduzzi, Sara , Linn, Sabine C. , Badve, Sunil , DeMichele, Angela , Ignatiadis, Michail , Goetz, Matthew P. , Wolff, Antonio C. , Michiels, Stefan , Loi, Sherene , Adams, Sylvia , Horlings, Hugo , Sonke, Gabe S.

JAMA Oncology | June 27, 2024 | Volume: 10 | Issue: 8 | Pages: 1077

10.1001/jamaoncol.2024.1917 Get It

ImportanceThe absolute benefit of chemotherapy for all patients with stage I triple-negative breast cancer (TNBC) is unclear, and biomarkers are not currently available for selecting patients with an excellent outcome for whom neoadjuvant or adjuvant chemotherapy may have negligible benefit. High levels of stromal tumor-infiltrating lymphocytes (sTILs) are associated with favorable survival in TNBC, but data solely in stage I TNBC are lacking.ObjectiveTo examine the outcomes of patients of all ages with stage I TNBC solely and who received neither neoadjuvant nor adjuvant chemotherapy, according to centrally reviewed sTIL levels at prespecified cutoffs.Design, Setting, and ParticipantsThis cohort study used the Netherlands Cancer Registry to identify patients diagnosed with stage I TNBC between January 1, 2005, and December 31, 2015, who were not treated with chemotherapy. Only patients who did not receive neoadjuvant and/or adjuvant chemotherapy were selected. The clinical data were matched with their corresponding pathology data provided by the Dutch Pathology Registry. Data analysis was performed between February and October 2023.Main Outcomes and MeasuresThe primary end point was breast cancer–specific survival (BCSS) at 5, 10, and 15 years for the prespecified sTIL level cutoffs of 30%, 50%, and 75%. Hematoxylin and eosin–stained slides were used for central review of histologic subtype, grade, and lymphovascular invasion. The International Immuno-Oncology Biomarker Working Group guidelines were used to score the sTIL levels; these levels were determined for 1041 patients.ResultsOf a total of 4511 females with stage I TNBC, patients who were not treated with chemotherapy were selected and tissue blocks requested; sTILs were scored in 1041 patients (mean [SD] age at diagnosis, 64.4 [11.1] years, median follow-up 11.4 [95% CI, 10.9-11.9] years) who were included in the analyses.. Most tumors (952 [91.5%]) were invasive carcinomas of nonspecial histologic subtype. Most patients (548 [52.6%]) had pT1cN0 tumors. Median (range) sTIL level was 5% (1%-99%). A total of 775 patients (74.4%) had sTIL levels below 30%, 266 (25.6%) had 30% or greater, 203 (19.5%) had 50% or greater, and 141 (13.5%) had 75% or greater. Patients with pT1abN0 tumors had a more favorable outcome vs patients with pT1cN0 tumors, with a 10-year BCSS of 92% (95% CI, 89%-94%) vs 86% (95% CI, 82%-89%). In the overall cohort, sTIL levels of at least 30% were associated with better BCSS compared with sTIL levels less than 30% (96% and 87%, respectively; hazard ratio [HR], 0.45; 95% CI, 0.26-0.77). High sTIL levels of 50% or greater were associated with a better outcome than low sTIL levels of less than 50% (HR, 0.27; 95% CI, 0.10-0.74) in patients with pT1C tumors, with a 10-year BCSS of 95% increasing to 98% with sTIL levels of 75% or greater.Conclusions and RelevanceResults of this study showed that patients with stage I TNBC and high level of sTILs who did not receive neoadjuvant or adjuvant chemotherapy had excellent 10-year BCSS. The findings further support the role of sTILs as integral biomarkers in prospective clinical trials of therapy optimization for this patient population.
Tumor-Infiltrating Lymphocytes in Triple-Negative Breast Cancer
Leon‐Ferre, Roberto A. , Jonas, Sarah Flora , Salgado, Roberto, Loi, Sherene , Jong, Vincent de, Carter, Jodi M. , Leung, Samuel , Riaz, Nazia , Chia, Stephen , Jules-Clément, Gérôme , Curigliano, Giuseppe , Linderholm, Barbro, Deurzen, Carolien H. M. van , Timmermans, Anne, Yazaki, Shu, Yoshida, Masayuki , Bataillon, Guillaume , Kok, Marleen , Group, International Immuno-Oncology Biomarker Working, Curigliano, Giuseppe , Loi, Sherene , Carter, Jodi , Salgado, Roberto , Nielsen, Torsten O. , Criscitiello, Carmen , Cockenpot, Vincent , Lambertini, Matteo , Suman, Vera J. , Linderholm, Barbro Kristina , Martens, John W.M. , Timmermans, A. Mieke, Shimoi, Tatsunori , Kim, Sung-Bae , Lee, Hee Jin , Dieci, Maria Vittoria , Vincent‐Salomon, Anne , André, Fabrice , Linn, Sabine C. , Goetz, Matthew P. , Michiels, Stefan , Group, International Immuno-Oncology Biomarker Working

JAMA | April 2, 2024 | Volume: 331 | Issue: 13 | Pages: 1135

10.1001/jama.2024.3056 Get It

Importance The association of tumor-infiltrating lymphocyte (TIL) abundance in breast cancer tissue with cancer recurrence and death in patients with early-stage triple-negative breast cancer (TNBC) who are not treated with adjuvant or neoadjuvant chemotherapy is unclear. Objective To study the association of TIL abundance in breast cancer tissue with survival among patients with early-stage TNBC who were treated with locoregional therapy but no chemotherapy. Design, Setting, and Participants Retrospective pooled analysis of individual patient-level data from 13 participating centers in North America (Rochester, Minnesota; Vancouver, British Columbia, Canada), Europe (Paris, Lyon, and Villejuif, France; Amsterdam and Rotterdam, the Netherlands; Milan, Padova, and Genova, Italy; Gothenburg, Sweden), and Asia (Tokyo, Japan; Seoul, Korea), including 1966 participants diagnosed with TNBC between 1979 and 2017 (with follow-up until September 27, 2021) who received treatment with surgery with or without radiotherapy but no adjuvant or neoadjuvant chemotherapy. Exposure TIL abundance in breast tissue from resected primary tumors. Main Outcomes and Measures The primary outcome was invasive disease-free survival [iDFS]. Secondary outcomes were recurrence-free survival [RFS], survival free of distant recurrence [distant RFS, DRFS], and overall survival. Associations were assessed using a multivariable Cox model stratified by participating center. Results This study included 1966 patients with TNBC (median age, 56 years [IQR, 39-71]; 55% had stage I TNBC). The median TIL level was 15% (IQR, 5%-40%). Four-hundred seventeen (21%) had a TIL level of 50% or more (median age, 41 years [IQR, 36-63]), and 1300 (66%) had a TIL level of less than 30% (median age, 59 years [IQR, 41-72]). Five-year DRFS for stage I TNBC was 94% (95% CI, 91%-96%) for patients with a TIL level of 50% or more, compared with 78% (95% CI, 75%-80%) for those with a TIL level of less than 30%; 5-year overall survival was 95% (95% CI, 92%-97%) for patients with a TIL level of 50% or more, compared with 82% (95% CI, 79%-84%) for those with a TIL level of less than 30%. At a median follow-up of 18 years, and after adjusting for age, tumor size, nodal status, histological grade, and receipt of radiotherapy, each 10% higher TIL increment was associated independently with improved iDFS (hazard ratio [HR], 0.92 [0.89-0.94]), RFS (HR, 0.90 [0.87-0.92]), DRFS (HR, 0.87 [0.84-0.90]), and overall survival (0.88 [0.85-0.91]) (likelihood ratio test, P < 10e-6). Conclusions and Relevance In patients with early-stage TNBC who did not undergo adjuvant or neoadjuvant chemotherapy, breast cancer tissue with a higher abundance of TIL levels was associated with significantly better survival. These results suggest that breast tissue TIL abundance is a prognostic factor for patients with early-stage TNBC.
Image‐based multiplex immune profiling of cancer tissues: translational implications. A report of the International Immuno‐oncology Biomarker Working Group on Breast Cancer
Jahangir, Chowdhury Arif , Page, David B. , Broeckx, Glenn , Gonzalez, Claudia Aura, Burke, Caoimbhe, Murphy, Clodagh, Reis‐Filho, Jorge S. , Gupta, Rajarsi , Vieth, Michael, Hida, Akira I. , Kahila, Mohamed M. , Kos, Zuzana , Verbandt, Sara , Thagaard, Jeppe , Khiroya, Reena, Haab, Gabriela Acosta , Ács, Balázs , Alvarado‐Cabrero, Isabel , Baharun, Nurkhairul Bariyah, Bellolio, Enrique , Bheemaraju, Vydehi, Blenman, Kim RM, Fujimoto, Luciana Botinelly Mendonça , Burgues, Octavio, Cheang, Maggie C.U. , Ciompi, Francesco , Cooper, Lee , Coosemans, An , Corredor, Germán, Portela, Flávio Luis Dantas , Deman, Frederik , Dudgeon, Sarah , Elghazawy, Mahmoud , Fernandez‐Martín, Claudio , Fineberg, Susan , Gnjatic, Sacha , Halama, Niels , Hanna, Matthew G, Harbhajanka, Aparna , Hartman, Johan , Hewitt, Stephen M. , Husain, Zaheed, Irshad, Sheeba , Kataoka, Tatsuki R. , Kawaguchi, Kosuke, Khramtsov, Andrey , Kirtani, Pawan , Korski, Konstanty, Scott, Ely, Lænkholm, Anne‐Vibeke , Lang‐Schwarz, Corinna , Larsimont, Denis , Lennerz, Jochen K. , Li, Xiaoxian , Maley, Sai, Narasimhamurthy, Vidya Manur, Marks, Douglas K. , Mehrotra, Ravi , Durga, Kharidehal, Mittal, Shachi , Mushtaq, Shamim , Hussain, Nighat , Papathomas, Thomas , Perera, Rashindrie , Pinard, Christopher J. , Pinto‐Cardenas, Juan Carlos , Rau, Tilman T. , Ribeiro, Joana , Hytopoulos, Evangelos, Mahon, Sarah, Siziopikou, Kalliopi P. , Sotiriou, Christos, Stenzinger, Albrecht , Symmans, Fraser, Tanaka, Sunao , Taxter, Timothy , Tejpar, Sabine , Thompson, E. Aubrey , Tramm, Trine , Tran, William T, Verghese, Gregory , Viale, Giuseppe , Wahab, Noorul , Walter, Thomas , Waumans, Yannick , Wen, Hannah Y. , Yang, Wentao , Bartlett, John M.S. , Loibl, Sibylle , Loi, Sherene , Stovgaard, Elisabeth Specht , Salgado, Roberto , Gupta, Rajarsi R , Chardas, Alexandros , Dantas Portela, Flavio Luis , Elghazawy, Mahmoud , Gonzalez-Ericsson, Paula I , Grigoriadis, Anita , Hart, Steven N , Hartman, Johan , Kataoka, Tatsuki R , Rau, Tilman T , Rimm, David , Verghese, Gregory E , Wahab, Noorul , Gnjatic, Sacha , Broeckx, Glenn , Cheang, Maggie Chon U , Lennerz, Jochen , Loi, Sherene , Reis-Filho, Jorge S , Acs, Balazs , Walter, Thomas , Irshad, Sheeba , McDonald, Elizabeth S. , Ly, Amy , Harms, Paul W. , Diest, P. J. van , AbdulJabbar, Khalid , Adams, Sylvia , Almeida, Jonas S. , Ardalan, Farid Azmoudeh , Badve, Sunil , Hardas, Alexandros , Corredor, Germán , Demaria, Sandra , Fox, Stephen B. , Giltnane, Jennifer Margaret , González-Ericsson, Paula I. , Hart, Steven N. , Horlings, Hugo , Janssen, Emiel A. M. , Kawaguchi, Kosuke , Kiraz, Umay , Kodach, Liudmila L. , Aktürk, Güray , Kovács, Anikó , Lerousseau, Marvin , Madabhushi, Anant , Michiels, Stefan , Minhas, Fayyaz , Moore, David , Penault-Llorca, Frederique Madeleine , Pruneri, Giancarlo , Pusztai, Lajos , Rajpoot, Nasir , Rapoport, Bernardo L. , Rimm, David L. , Vincent‐Salomon, Anne , Saltz, Joel , Sayed, Shahin , Sughayer, Maher A. , Sur, Daniel Genel , Symmans, W. Fraser , Teuwen, Jonas , Tran, William T, Laak, Jeroen van der , Yuan, Yinyin , Denkert, Carsten , Savas, Peter Stephen , Gallagher, William M. , Rahman, Arman

The Journal of Pathology | January 17, 2024 | Volume: 262 | Issue: 3 | Pages: 271-288

10.1002/path.6238 Get It

Abstract Recent advances in the field of immuno‐oncology have brought transformative changes in the management of cancer patients. The immune profile of tumours has been found to have key value in predicting disease prognosis and treatment response in various cancers. Multiplex immunohistochemistry and immunofluorescence have emerged as potent tools for the simultaneous detection of multiple protein biomarkers in a single tissue section, thereby expanding opportunities for molecular and immune profiling while preserving tissue samples. By establishing the phenotype of individual tumour cells when distributed within a mixed cell population, the identification of clinically relevant biomarkers with high‐throughput multiplex immunophenotyping of tumour samples has great potential to guide appropriate treatment choices. Moreover, the emergence of novel multi‐marker imaging approaches can now provide unprecedented insights into the tumour microenvironment, including the potential interplay between various cell types. However, there are significant challenges to widespread integration of these technologies in daily research and clinical practice. This review addresses the challenges and potential solutions within a structured framework of action from a regulatory and clinical trial perspective. New developments within the field of immunophenotyping using multiplexed tissue imaging platforms and associated digital pathology are also described, with a specific focus on translational implications across different subtypes of cancer. © 2024 The Authors. The Journal of Pathology published by John Wiley & Sons Ltd on behalf of The Pathological Society of Great Britain and Ireland.
Spatial analyses of immune cell infiltration in cancer: current methods and future directions: A report of the International Immuno‐Oncology Biomarker Working Group on Breast Cancer
Page, David B. , Broeckx, Glenn , Jahangir, Chowdhury Arif , Verbandt, Sara , Gupta, Rajarsi , Thagaard, Jeppe , Khiroya, Reena, Kos, Zuzana , Haab, Gabriela Acosta , Ács, Balázs , Alvarado‐Cabrero, Isabel , Baharun, Nurkhairul Bariyah, Bellolio, Enrique , Bheemaraju, Vydehi, Blenman, Kim RM, Fujimoto, Luciana Botinelly Mendonça , Bouchmaa, Najat , Burgues, Octavio, Cheang, Maggie C.U. , Ciompi, Francesco , Cooper, Lee , Coosemans, An , Corredor, Germán, Portela, Flávio Luis Dantas , Deman, Frederik , Dudgeon, Sarah , Elghazawy, Mahmoud , Ely, Scott , Fernandez‐Martín, Claudio , Fineberg, Susan , Gnjatic, Sacha , Halama, Niels , Hanna, Matthew G, Harbhajanka, Aparna , Hardas, Alexandros , Hartman, Johan , Hewitt, Stephen M. , Hida, Akira I. , Husain, Zaheed, Hytopoulos, Evangelos, Irshad, Sheeba , Janssen, Emiel A. M., Kahila, Mohamed, Kataoka, Tatsuki R. , Kawaguchi, Kosuke, Durga, Kharidehal, Khramtsov, Andrey , Kirtani, Pawan, Korski, Konstanty, Lænkholm, Anne‐Vibeke , Lang‐Schwarz, Corinna , Larsimont, Denis , Lennerz, Jochen K. , Li, Xiaoxian , Maley, Sai, Narasimhamurthy, Vidya Manur, Marks, Douglas K. , Mehrotra, Ravi , Michiels, Stefan, Mittal, Shachi , Mushtaq, Shamim , Hussain, Nighat , Papathomas, Thomas , Perera, Rashindrie , Pinard, Christopher J. , Pinto‐Cardenas, Juan Carlos , Rau, Tilman T. , Ribeiro, Joana , Salto‐Tellez, Manuel , Siziopikou, Kalliopi P. , Sotiriou, Christos, Stenzinger, Albrecht , Sughayer, Maher A. , Symmans, Fraser, Tanaka, Sunao , Taxter, Timothy , Tejpar, Sabine , Teuwen, Jonas, Thompson, E. Aubrey , Tramm, Trine , Tran, William T, Laak, Jeroen van der , Verghese, Gregory , Viale, Giuseppe , Vieth, Michael, Wahab, Noorul , Walter, Thomas , Waumans, Yannick , Wen, Hannah Y. , Yang, Wentao , Yuan, Yinyin, Bartlett, John Mark Seaverns, Loibl, Sibylle , Loi, Sherene , Salgado, Roberto , Stovgaard, Elisabeth Specht , Symmans, W. Fraser , Kahila, Mohamed M. , Gupta, Rajarsi R , Dantas Portela, Flavio Luis , Elghazawy, Mahmoud , Gonzalez-Ericsson, Paula I , Grigoriadis, Anita , Chardas, Alexandros , Hart, Steven N , Hartman, Johan , Kataoka, Tatsuki R , Rau, Tilman T , Reis-Filho, Jorge S , Rimm, David , Verghese, Gregory E , Wahab, Noorul , Gnjatic, Sacha , Broeckx, Glenn , Cheang, Maggie Chon U , Symmans, W Fraser , Lennerz, Jochen , Loi, Sherene , Acs, Balazs , Walter, Thomas , Irshad, Sheeba , McDonald, Elizabeth S. , AbdulJabbar, Khalid , Aktürk, Güray , Almeida, Jonas S. , Ardalan, Farid Azmoudeh , Badve, Sunil, Corredor, Germán , Demaria, Sandra , Fox, Stephen B. , Gallagher, William M. , Giltnane, Jennifer Margaret , González-Ericsson, Paula I. , Hart, Steven N. , Horlings, Hugo , Kawaguchi, Kosuke , Kiraz, Umay , Kodach, Liudmila L. , Kovács, Anikó , Lerousseau, Marvin , Ly, Amy , Madabhushi, Anant , Michiels, Stefan , Minhas, Fayyaz , Moore, David , Penault-Llorca, Frederique Madeleine , Pruneri, Giancarlo , Pusztai, Lajos , Rahman, Arman , Rajpoot, Nasir , Rapoport, Bernardo L. , Reis‐Filho, Jorge S. , Rimm, David L. , Vincent‐Salomon, Anne , Saltz, Joel , Sayed, Shahin , Sur, Daniel Genel , Tran, William T, Diest, P. J. van , Yuan, Yinyin , Adams, Sylvia , Bartlett, John M.S. , Denkert, Carsten , Savas, Peter Stephen

The Journal of Pathology | August 23, 2023 | Volume: 260 | Issue: 5 | Pages: 514-532

10.1002/path.6165 Get It

Abstract Modern histologic imaging platforms coupled with machine learning methods have provided new opportunities to map the spatial distribution of immune cells in the tumor microenvironment. However, there exists no standardized method for describing or analyzing spatial immune cell data, and most reported spatial analyses are rudimentary. In this review, we provide an overview of two approaches for reporting and analyzing spatial data (raster versus vector‐based). We then provide a compendium of spatial immune cell metrics that have been reported in the literature, summarizing prognostic associations in the context of a variety of cancers. We conclude by discussing two well‐described clinical biomarkers, the breast cancer stromal tumor infiltrating lymphocytes score and the colon cancer Immunoscore, and describe investigative opportunities to improve clinical utility of these spatial biomarkers. © 2023 The Pathological Society of Great Britain and Ireland.
Pitfalls in machine learning‐based assessment of tumor‐infiltrating lymphocytes in breast cancer: A report of the International Immuno‐Oncology Biomarker Working Group on Breast Cancer
Thagaard, Jeppe , Broeckx, Glenn , Page, David B. , Jahangir, Chowdhury Arif , Verbandt, Sara , Kos, Zuzana , Gupta, Rajarsi , Khiroya, Reena, Haab, Gabriela Acosta , Ács, Balázs , Alvarado‐Cabrero, Isabel , Baharun, Nurkhairul Bariyah, Balslev, Eva , Bellolio, Enrique , Bheemaraju, Vydehi, Blenman, Kim RM, Fujimoto, Luciana Botinelly Mendonça , Bouchmaa, Najat , Burgues, Octavio, Cheang, Maggie C.U. , Ciompi, Francesco , Cooper, Lee , Coosemans, An , Corredor, Germán, Dahl, Anders Bjorholm , Portela, Flávio Luis Dantas , Deman, Frederik , Hansen, Johan Doré, Dudgeon, Sarah , Ebstrup, Thomas, Elghazawy, Mahmoud , Fernandez‐Martín, Claudio , Gnjatic, Sacha , Halama, Niels , Hanna, Matthew G, Harbhajanka, Aparna , Hartman, Johan , Hauberg, Søren , Hewitt, Stephen M. , Hida, Akira I. , Husain, Zaheed, Hytopoulos, Evangelos, Irshad, Sheeba , Janssen, Emiel A. M., Kahila, Mohamed M. , Kataoka, Tatsuki R. , Kawaguchi, Kosuke, Durga, Kharidehal, Khramtsov, Andrey , Kirtani, Pawan , Korski, Konstanty, Lænkholm, Anne‐Vibeke , Lang‐Schwarz, Corinna , Larsimont, Denis , Lennerz, Jochen K. , Li, Xiaoxian , Maley, Sai, Narasimhamurthy, Vidya Manur, Marks, Douglas K. , Mehrotra, Ravi , Mittal, Shachi , Moore, David A. , Mushtaq, Shamim , Hussain, Nighat , Papathomas, Thomas , Penault‐Llorca, Frédérique, Perera, Rashindrie , Pinard, Christopher J. , Pinto‐Cardenas, Juan Carlos , Rau, Tilman T. , Ribeiro, Joana , Roslind, Anne, Salto‐Tellez, Manuel , Scott, Ely, Siziopikou, Kalliopi P. , Sotiriou, Christos, Stenzinger, Albrecht , Sughayer, Maher A. , Fineberg, Susan , Symmans, Fraser, Tanaka, Sunao , Taxter, Timothy , Tejpar, Sabine , Thompson, E. Aubrey , Tramm, Trine , Tran, William T, Laak, Jeroen van der , Verghese, Gregory , Viale, Giuseppe , Vieth, Michael, Wahab, Noorul , Walter, Thomas , Waumans, Yannick , Wen, Hannah Y. , Yang, Wentao , Zin, Reena Md, Bartlett, John M.S. , Loibl, Sibylle , Loi, Sherene , Salgado, Roberto , Stovgaard, Elisabeth Specht , Symmans, W. Fraser , Acs, Balazs , Chardas, Alexandros , Dantas Portela, Flavio Luis , Gonzalez-Ericsson, Paula I , Grigoriadis, Anita , Hart, Steven N , Kataoka, Tatsuki R , Rau, Tilman T , Reis-Filho, Jorge S , Rimm, David , Verghese, Gregory E , Wahab, Noorul , Gnjatic, Sacha , Broeckx, Glenn , Cheang, Maggie Chon U , Symmans, W Fraser , Lennerz, Jochen , Loi, Sherene , Hartman, Johan , Walter, Thomas , Irshad, Sheeba , McDonald, Elizabeth S. , AbdulJabbar, Khalid , Aktürk, Güray , Almeida, Jonas S. , Amgad, Mohamed T. , Ardalan, Farid Azmoudeh , Badve, Sunil , Hardas, Alexandros , Corredor, Germán , Demaria, Sandra , Fox, Stephen B. , Gallagher, William M. , Giltnane, Jennifer Margaret , González-Ericsson, Paula I. , Hart, Steven N. , Horlings, Hugo , Kawaguchi, Kosuke , Kiraz, Umay , Kodach, Liudmila L. , Kovács, Anikó , Lerousseau, Marvin , Ly, Amy , Madabhushi, Anant , Michiels, Stefan , Minhas, Fayyaz , Penault-Llorca, Frederique Madeleine , Pruneri, Giancarlo , Pusztai, Lajos , Rahman, Arman , Rajpoot, Nasir , Rapoport, Bernardo L. , Reis‐Filho, Jorge S. , Rimm, David L. , Vincent‐Salomon, Anne , Saltz, Joel , Sayed, Shahin , Sur, Daniel Genel , Teuwen, Jonas , Tran, William T, Diest, P. J. van , Yuan, Yinyin , Adams, Sylvia , Denkert, Carsten , Savas, Peter Stephen

The Journal of Pathology | August 23, 2023 | Volume: 260 | Issue: 5 | Pages: 498-513

10.1002/path.6155 Get It

AbstractThe clinical significance of the tumor‐immune interaction in breast cancer is now established, and tumor‐infiltrating lymphocytes (TILs) have emerged as predictive and prognostic biomarkers for patients with triple‐negative (estrogen receptor, progesterone receptor, and HER2‐negative) breast cancer and HER2‐positive breast cancer. How computational assessments of TILs might complement manual TIL assessment in trial and daily practices is currently debated. Recent efforts to use machine learning (ML) to automatically evaluate TILs have shown promising results. We review state‐of‐the‐art approaches and identify pitfalls and challenges of automated TIL evaluation by studying the root cause of ML discordances in comparison to manual TIL quantification. We categorize our findings into four main topics: (1) technical slide issues, (2) ML and image analysis aspects, (3) data challenges, and (4) validation issues. The main reason for discordant assessments is the inclusion of false‐positive areas or cells identified by performance on certain tissue patterns or design choices in the computational implementation. To aid the adoption of ML for TIL assessment, we provide an in‐depth discussion of ML and image analysis, including validation issues that need to be considered before reliable computational reporting of TILs can be incorporated into the trial and routine clinical management of patients with triple‐negative breast cancer. © 2023 The Authors. The Journal of Pathology published by John Wiley & Sons Ltd on behalf of The Pathological Society of Great Britain and Ireland.
Abstract PD9-05: Stromal tumor-infiltrating lymphocytes identify early-stage triple-negative breast cancer patients with favorable outcomes at 10-year follow-up in the absence of systemic therapy: a pooled analysis of 1835 patients
Leon‐Ferre, Roberto A. , Jonas, Sarah Flora , Salgado, Roberto, Jong, Vincent de, Nielson, Torsten, Leung, Samuel , Riaz, Nazia , Linderholm, Barbro, Deurzen, Carolien HM van, Timmermans, Mieke, Yazaki, Shu, Yoshida, Masayuki , Kok, Marleen , Salgado, Roberto , Loi, Sherene , Carter, Jodi M. , Curigliano, Giuseppe , Criscitiello, Carmen , Cockenpot, Vincent , Lambertini, Matteo , Suman, Vera J. , Linderholm, Barbro Kristina , Martens, John W.M. , Deurzen, Carolien HM van, Shimoi, Tatsunori , Kim, Sung-Bae , Lee, Hee Jin , Dieci, Maria Vittoria , Bataillon, Guillaume , Vincent‐Salomon, Anne , André, Fabrice , Linn, Sabine C. , Goetz, Matthew P. , Michiels, Stefan

Cancer Research | March 2, 2023 | Volume: 83 | Issue: 5_Supplement | Pages: PD9-05-PD9-05

10.1158/1538-7445.sabcs22-pd9-05 Get It

Abstract Background: The prognostic value of stromal tumor-infiltrating lymphocytes (TILs) as a biomarker for triple-negative breast cancer (TNBC) has been extensively demonstrated in patients (pts) receiving (neo)adjuvant systemic therapy. In addition, several small studies suggest that a subset of pts with early-stage TNBC and high TILs have excellent long-term outcomes, even in the absence of systemic therapy [1-3]. However, data on the absolute risk of TNBC recurrence according to TIL levels in the absence of systemic therapy are limited and critical to inform the design of future systemic therapy de-escalation clinical trials. Methods: We conducted an individual patient data pooled analysis of 12 international cohorts of pts with TNBC treated with locoregional therapy but no systemic therapy. TNBC was defined as tumors with estrogen and progesterone receptor of < 1% and HER2 negative (IHC 0, 1+ or IHC 2+ and FISH negative) per local evaluation. TILs were locally assessed in hematoxylin & eosin-stained slides according to the International Immuno-Oncology Biomarker Working Group guidelines (www.tilsinbreastcancer.org). We used the Kaplan-Meier method to assess survival outcomes according to prespecified TIL thresholds: 30% and 50%. Confidence intervals (CI) for survival probabilities were calculated using a percentile bootstrap method. The primary endpoint was invasive disease-free survival (iDFS, STEEP 2.0 definition). Key secondary outcomes included recurrence-free survival (RFS), distant disease-free survival (DDFS) and overall survival (OS). Results: 1,835 pts diagnosed with TNBC between 1982 and 2017 who did not receive systemic therapy were included. The median age at diagnosis was 56 (IQR 38-71). Menopausal status was known in 1,184 women, of whom 78% were post-menopausal. The median tumor size was 2.0 cm (IQR 1.2-2.6). Most pts (87%) had no axillary lymph node involvement (N0). Most tumors were invasive ductal carcinoma (74%) and grade 3 (70%). The median level of TILs was 15% (IQR 5-40). The median duration of follow-up was 30.4 years (95% CI 29.9, 31.1). A total of 950 (52%) iDFS, 828 (45%) RFS, 767 (42%) DDFS events, and 604 (33%) deaths were observed. In multivariable analyses, higher TILs were independently associated with improved iDFS, RFS, DDFS, and OS beyond clinicopathological factors (likelihood ratio p< 10e-6). Each 10% increment in stromal TILs was associated with an 8% (95% CI: 6-11), 10% (95% CI: 7-13), and 13% (95% CI: 10-15) reduction in the risk of experiencing an iDFS, RFS or DDFS event, and with a 12% (95% CI: 9-15) reduction in the risk of death. iDFS, RFS, DDFS and OS rates according to different TIL thresholds and nodal status are shown in the Table. Of note, the RFS estimates (which exclude second non-breast primaries and contralateral breast cancers) were consistently higher than the iDFS counterparts (which include both), consistent with a high rate of contralateral breast cancers and second primary tumors in this cohort. Notably, patients with node-negative—and especially stage I—TNBC with high TILs had excellent survival rates at 10-year follow-up. Conclusion: TILs are highly prognostic in pts with systemically untreated early-stage TNBC. Pts with pN0 (and especially stage I) TNBC with high TILs exhibited very favorable long-term outcomes even in the absence of systemic therapy. These data define the natural history of TIL-rich TNBC pts and are crucial to identifying the optimal patient population for future chemotherapy and immunotherapy de-escalation clinical trials. References: [1] Leon-Ferre et al, 2017, PMID: 28913760 [2] Park et al, 2019, PMID: 31566659 [3] de Jong et al, 2022, PMID: 35353548 Table 5 and 10-year survival endpoints according TIL level, nodal status, and stage Citation Format: Roberto A. Leon-Ferre, Sarah Flora Jonas, Roberto Salgado, Sherene Loi, Vincent De Jong, Jodi M. Carter, Torsten Nielson, Samuel Leung, Nazia Riaz, Giuseppe Curigliano, Carmen Criscitiello, Vincent Cockenpot, Matteo Lambertini, Vera Suman, Barbro Linderholm, John WM Martens, Carolien HM van Deurzen, Mieke Timmermans, Tatsunori Shimoi, Shu Yazaki, Masayuki Yoshida, Sung-Bae Kim, Hee Jin Lee, Maria Vittoria Dieci, Guillaume Bataillon, Anne Salomon, Fabrice Andre, Marleen Kok, Sabine Linn, Matthew P. Goetz, Stefan Michiels. Stromal tumor-infiltrating lymphocytes identify early-stage triple-negative breast cancer patients with favorable outcomes at 10-year follow-up in the absence of systemic therapy: a pooled analysis of 1835 patients [abstract]. In: Proceedings of the 2022 San Antonio Breast Cancer Symposium; 2022 Dec 6-10; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2023;83(5 Suppl):Abstract nr PD9-05.
Prognostic value of deep learning based mitotic count in hormonal receptor- and HER2-positive breast cancer
Mercan, Caner , Tessier, Leslie, Tellez, David , Salgado, Roberto , Joensuu, Heikki , Loi, Sherene , Michiels, Stefan , Larsimont, Denis , Wegscheider, Anne-Sophie , Niendorf, Axel, Laak, Jeroen van der , Joensuu, Heikki , Loi, Sherene , Balkenhol, Maschenka C. A. , Sherman, Mark E. , Bult, Peter , Ciompi, Francesco

No container title available | February 3, 2023 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-2408990/v1 Get It

Abstract The discovery of molecular subtypes has corroborated the heterogeneity of breast cancers. But in clinical routine, treatment selection relies on measuring the aggressiveness of the tumor via histopathology, which is routinely based on grading, a prognostic yet laborious, poorly reproducible, and subjective procedure defined more than 30 years ago, before molecular subtypes existed. In this paper, we present an interpretable deep learning-based computer-aided diagnosis method to automate mitotic count, one of the components of grading; the method complies with current guidelines and automates hot-spot finding on full digital whole-slide images of routinely prepared pathologic slides stained with hematoxylin and eosin. We use the computer model to query the current “one-size-fits-all” mitotic count procedure by investigating subtype-specific prognostic value of mitotic count using an external independent large-scale multicentric dataset of 1,709 breast cancers. We show that for human epidermal growth factor-2 (HER2) positive tumors, mitotic count was not prognostic. In hormone-receptor positive/HER2 negative cancers, an average mitotic count density different from clinically used cut offs predicted worse recurrence free survival in multivariable analysis, adjusted for known clinical prognosticators. We provided some first experimental evidence that the prognostic role of mitotic count should be reviewed.
The path to a better biomarker: application of a risk management framework for the implementation of PD‐L1 and TILs as immuno‐oncology biomarkers in breast cancer clinical trials and daily practice
González-Ericsson, Paula I. , Stovgaard, Elisabeth Specht , Reisenbichler, Emily , Kos, Zuzana , Carter, Jodi M. , Michiels, Stefan , Quesne, John Le , Lænkholm, Anne‐Vibeke , Adam, Julien , Bartlett, John MS, Rimm, David L. , Quinn, Cecily , Cree, Ian A. , Hida, Akira I. , Haynes, Harry R. , Frahm, Isabel, Acosta‐Haab, Gabriela, Balancin, Marcelo Luiz , Bellolio, Enrique , Yang, Wentao , Kirtani, Pawan , Sugie, Tomoharu , Ehinger, Anna , Castaneda, Carlos, Kok, Marleen , McArthur, Heather L. , Siziopikou, Kalliopi P. , Fineberg, Susan , Gown, Allen M. , Viale, Giuseppe , Schnitt, Stuart J. , Pruneri, Giancarlo , Penault‐Llorca, Frederique, Hewitt, Stephen M. , Thompson, E. Aubrey , Allison, Kimberly H. , Symmans, W. Fraser , Bellizzi, Andrew M. , Brogi, Edi , Moore, David A. , Larsimont, Denis , Dillon, Deborah , Broeckx, Glenn , Bairi, Khalid El , Cimino‐Mathews, Ashley , Adams, Sylvia , Liu, S, Loibl, Sibylle , Chen, I‐Chun , Juco, Jonathan, Blackley, Elizabeth F. , Demaria, Sandra , Leon‐Ferre, Roberto A. , Zardavas, Dimitrios, Emancipator, Kenneth , Ely, Scott , Loi, Sherene , Salgado, Roberto , Group, International Immuno‐Oncology Biomarker Working, Cree, Ian , Haynes, Harry R , Balancin, Marcelo , Ehinger, Anna , Lazar, Alexander J , Broeckx, Glenn , El Bairi, Khalid , Leon-Ferre, Roberto, Gonzalez-Ericsson, Paula I , Bellizzi, Andrew M , Symmans, W Fraser , Loi, Sherene , Pruneri, Giancarlo , Rimm, David , Carter, Jodi , Sua, Luz Fernanda , Nielsen, Torsten O. , Fox, Stephen B. , Bartlett, John MS, Peeters, Dieter J. E. , Dieci, Maria Vittoria , Vincent‐Salomon, Anne , Balko, Justin M. , Badve, Sunil , Penault-Llorca, Frederique Madeleine , Lazar, Alexander J. , Lien, Huang‐Chun , Goetz, Matthew P. , Harbeck, Nadia , Sotiriou, Christos P. , Lakhani, Sunil R. , Denkert, Carsten , Gluz, Oleg , Sanders, Melinda E. , Group, International Immuno‐Oncology Biomarker Working

The Journal of Pathology | March 4, 2020 | Volume: 250 | Issue: 5 | Pages: 667-684

10.1002/path.5406 Get It

AbstractImmune checkpoint inhibitor therapies targeting PD‐1/PD‐L1 are now the standard of care in oncology across several hematologic and solid tumor types, including triple negative breast cancer (TNBC). Patients with metastatic or locally advanced TNBC with PD‐L1 expression on immune cells occupying ≥1% of tumor area demonstrated survival benefit with the addition of atezolizumab to nab‐paclitaxel. However, concerns regarding variability between immunohistochemical PD‐L1 assay performance and inter‐reader reproducibility have been raised. High tumor‐infiltrating lymphocytes (TILs) have also been associated with response to PD‐1/PD‐L1 inhibitors in patients with breast cancer (BC). TILs can be easily assessed on hematoxylin and eosin–stained slides and have shown reliable inter‐reader reproducibility. As an established prognostic factor in early stage TNBC, TILs are soon anticipated to be reported in daily practice in many pathology laboratories worldwide. Because TILs and PD‐L1 are parts of an immunological spectrum in BC, we propose the systematic implementation of combined PD‐L1 and TIL analyses as a more comprehensive immuno‐oncological biomarker for patient selection for PD‐1/PD‐L1 inhibition‐based therapy in patients with BC. Although practical and regulatory considerations differ by jurisdiction, the pathology community has the responsibility to patients to implement assays that lead to optimal patient selection. We propose herewith a risk‐management framework that may help mitigate the risks of suboptimal patient selection for immuno‐therapeutic approaches in clinical trials and daily practice based on combined TILs/PD‐L1 assessment in BC. © 2020 Pathological Society of Great Britain and Ireland. Published by John Wiley & Sons, Ltd.
Assessing Tumor-infiltrating Lymphocytes in Solid Tumors: A Practical Review for Pathologists and Proposal for a Standardized Method From the International Immunooncology Biomarkers Working Group: Part 1: Assessing the Host Immune Response, TILs in Invasiv
Hendry, Shona , Salgado, Roberto , Gevaert, Thomas, Russell, Prudence A. , John, Tom, Thapa, Bibhusal , Estrada, Mónica V. , González-Ericsson, Paula I. , Solomon, Benjamin , Solinas, Cinzia , Eynden, Gert G. G. M. Van den, Preusser, Matthias , Hainfellner, Johannes A. , Pruneri, Giancarlo , Vingiani, Andrea , Demaria, Sandra , Symmans, Fraser, Nucíforo, Paolo , Comerma, Laura , Thompson, E. Aubrey , Kim, Seong-Rim , Schnitt, Stuart J. , Colpaert, Cécile , Scherer, Stefan, Viale, Giuseppe , Sirtaine, Nicolas , Penault‐Llorca, Frédérique, Sugie, Tomohagu, Fineberg, Susan , Paik, Soonmyung , Richardson, Andrea L., Wang, Yihong , Chmielik, Ewa , Brock, Jane B. , Johnson, Douglas B. , Wienert, Stephan, Bossuyt, Veerle , Michiels, Stefan , Ternès, Nils, Burchardi, Nicole, Klauschen, Frederick , Watson, Peter H. , Nelson, Brad H. , O’Toole, Sandra A., Larsimont, Denis , Wind, Roland de, Curigliano, Giuseppe , André, Fabrice , Vijver, Marc J. van de , Rojo, Federico , Floris, Giuseppe , Bedri, Shahinaz , Sparano, Joseph A. , Rimm, David L. , Kos, Zuzana , Hewitt, Stephen M. , Farshid, Gelareh , Loibl, Sibylle , Allison, Kimberly H. , Adams, Sylvia , Willard‐Gallo, Karen , Gandhi, Leena , Moreira, André L. , Hirsch, Fred R. , Dieci, Maria Vittoria , Urbanowicz, María, Brčić, Iva , Korski, Konstanty, Gaire, Fabien, Koeppen, Hartmut , Lo, Amy, Rebelatto, Marlon C., Steele, Keith E. , Zha, Jiping, Emancipator, Kenneth , Juco, Jonathan, Loi, Sherene , Fox, Stephen B. , Symmans, W. Fraser , John, Thomas , Wang, Yihong , Gonzalez-Ericsson, Paula I , Curigliano, Giuseppe , Sparano, Joseph A , Nelson, Brad H , Preusser, Matthias , André, Fabrice , Symmans, W Fraser , Loi, Sherene , John, Tom, Christie, Michael , Van de Vijver, Koen , Sanders, Melinda E. , Allory, Yves , Lakhani, Sunil R. , Sotiriou, Christos P. , Ignatiadis, Michail , Badve, Sunil , Pierce, Robert Hamilton , Srinivasan, Ashok , Richardson, Andrea L. , Balko, Justin M. , Luen, Stephen James , Savas, Peter Stephen , Criscitiello, Carmen , Lacroix‐Triki, Magali , Nielsen, Torsten O. , Singh, Baljit , Tung, Nadine , Horlings, Hugo , Lo, Amy, Giltnane, Jennifer Margaret , Denkert, Carsten , Reis‐Filho, Jorge S. , Pruneri, Giancarlo , Rimm, David , Dieci, Maria Vittoria , Nuciforo, Paolo , Solomon, Benjamin J

Advances in Anatomic Pathology | August 2, 2017 | Volume: 24 | Issue: 5 | Pages: 235-251

10.1097/pap.0000000000000162 Get It

Assessment of tumor-infiltrating lymphocytes (TILs) in histopathologic specimens can provide important prognostic information in diverse solid tumor types, and may also be of value in predicting response to treatments. However, implementation as a routine clinical biomarker has not yet been achieved. As successful use of immune checkpoint inhibitors and other forms of immunotherapy become a clinical reality, the need for widely applicable, accessible, and reliable immunooncology biomarkers is clear. In part 1 of this review we briefly discuss the host immune response to tumors and different approaches to TIL assessment. We propose a standardized methodology to assess TILs in solid tumors on hematoxylin and eosin sections, in both primary and metastatic settings, based on the International Immuno-Oncology Biomarker Working Group guidelines for TIL assessment in invasive breast carcinoma. A review of the literature regarding the value of TIL assessment in different solid tumor types follows in part 2. The method we propose is reproducible, affordable, easily applied, and has demonstrated prognostic and predictive significance in invasive breast carcinoma. This standardized methodology may be used as a reference against which other methods are compared, and should be evaluated for clinical validity and utility. Standardization of TIL assessment will help to improve consistency and reproducibility in this field, enrich both the quality and quantity of comparable evidence, and help to thoroughly evaluate the utility of TILs assessment in this era of immunotherapy.
Assessing Tumor-Infiltrating Lymphocytes in Solid Tumors: A Practical Review for Pathologists and Proposal for a Standardized Method from the International Immuno-Oncology Biomarkers Working Group: Part 2: TILs in Melanoma, Gastrointestinal Tract Carcinoma
Hendry, Shona , Salgado, Roberto , Gevaert, Thomas, Russell, Prudence A. , John, Tom, Thapa, Bibhusal , Estrada, Mónica V. , González-Ericsson, Paula I. , Sanders, Melinda, Solomon, Benjamin , Solinas, Cinzia , Eynden, Gert G. G. M. Van den, Preusser, Matthias , Hainfellner, Johannes A. , Pruneri, Giancarlo , Vingiani, Andrea , Demaria, Sandra , Symmans, Fraser, Nucíforo, Paolo , Comerma, Laura , Thompson, E. Aubrey , Kim, Seong-Rim , Schnitt, Stuart J. , Colpaert, Cécile , Scherer, Stefan, Viale, Giuseppe , Sirtaine, Nicolas , Sugie, Tomohagu, Fineberg, Susan , Paik, Soonmyung , Richardson, Andrea L., Wang, Yihong , Chmielik, Ewa , Brock, Jane, Johnson, Douglas B. , Wienert, Stephan, Bossuyt, Veerle , Michiels, Stefan , Ternès, Nils, Burchardi, Nicole, Savas, Peter, Klauschen, Frederick , Watson, Peter H. , Nelson, Brad H. , O’Toole, Sandra A., Larsimont, Denis , Wind, Roland de, Curigliano, Giuseppe , André, Fabrice , Vijver, Marc J. van de , Rojo, Federico , Floris, Giuseppe , Bedri, Shahinaz , Sparano, Joseph A. , Rimm, David L. , Kos, Zuzana , Hewitt, Stephen M. , Farshid, Gelareh , Loibl, Sibylle , Allison, Kimberly H. , Adams, Sylvia , Willard‐Gallo, Karen , Gandhi, Leena , Hirsch, Fred R. , Dieci, Maria Vittoria , Urbanowicz, María, Brčić, Iva , Korski, Konstanty, Gaire, Fabien, Koeppen, Hartmut , Lo, Amy, Rebelatto, Marlon C., Steele, Keith E. , Zha, Jiping, Emancipator, Kenneth , Juco, Jonathan, Loi, Sherene , Fox, Stephen B. , Symmans, W. Fraser , John, Thomas , Wang, Yihong , Gonzalez-Ericsson, Paula I , Curigliano, Giuseppe , Sparano, Joseph A , Nelson, Brad H , Preusser, Matthias , André, Fabrice , Symmans, W Fraser , Loi, Sherene , John, Tom, Christie, Michael , Van de Vijver, Koen , Allory, Yves , Lakhani, Sunil R. , Sotiriou, Christos P. , Ignatiadis, Michail , Badve, Sunil , Pierce, Robert Hamilton , Penault-Llorca, Frederique Madeleine , Srinivasan, Ashok , Richardson, Andrea L. , Balko, Justin M. , Luen, Stephen James , Savas, Peter Stephen , Criscitiello, Carmen , Lacroix‐Triki, Magali , Nielsen, Torsten O. , Singh, Baljit , Tung, Nadine , Horlings, Hugo , Moreira, Andre M. , Lo, Amy, Giltnane, Jennifer Margaret , Denkert, Carsten , Reis‐Filho, Jorge S. , Pruneri, Giancarlo , Rimm, David , Dieci, Maria Vittoria , Nuciforo, Paolo , Solomon, Benjamin J

Advances in Anatomic Pathology | August 2, 2017 | Volume: 24 | Issue: 6 | Pages: 311-335

10.1097/pap.0000000000000161 Get It

Assessment of the immune response to tumors is growing in importance as the prognostic implications of this response are increasingly recognized, and as immunotherapies are evaluated and implemented in different tumor types. However, many different approaches can be used to assess and describe the immune response, which limits efforts at implementation as a routine clinical biomarker. In part 1 of this review, we have proposed a standardized methodology to assess tumor-infiltrating lymphocytes (TILs) in solid tumors, based on the International Immuno-Oncology Biomarkers Working Group guidelines for invasive breast carcinoma. In part 2 of this review, we discuss the available evidence for the prognostic and predictive value of TILs in common solid tumors, including carcinomas of the lung, gastrointestinal tract, genitourinary system, gynecologic system, and head and neck, as well as primary brain tumors, mesothelioma and melanoma. The particularities and different emphases in TIL assessment in different tumor types are discussed. The standardized methodology we propose can be adapted to different tumor types and may be used as a standard against which other approaches can be compared. Standardization of TIL assessment will help clinicians, researchers and pathologists to conclusively evaluate the utility of this simple biomarker in the current era of immunotherapy.