Citations
106 citation(s) found for "Zhang, Yang".
Follicular Lymphoma Tumor-Cell Transcriptional Programs Associate with Distinct Somatic Alterations and Tumor-Immune Microenvironments
Wenzl, Kerstin , Hopper, Melissa A. , Sarangi, Vivekananda , Ansell, Stephen M. , King, Rebecca L. , Novak, Anne J. , Krull, Jordan E. , Manske, Michelle K. , Larson, Melissa C. , Maurer, Matthew J. , Yang, Zhi-Zhang , Rimsza, Lisa M. , Link, Brian K. , Habermann, Thomas M. , Cerhan, James R.
Blood | November 23, 2021 | Volume: 138 | Issue: Supplement 1 | Pages: 1327-1327
Abstract Background: Follicular lymphoma (FL) exhibits significant clinical, cellular, molecular, and genetic heterogeneity. Our understanding of FL biology and molecular classifications of FL, to date, has largely been driven by pathologic classification (Grade 1-3b), genetic classification (m7-FLIPI), or gene expression profiling (IR-1/2; Huet-23), along with limited studies on small cohorts or targeted panels. In order to further understand the biological underpinnings and complexity of FL, large-scale and integrated whole exome sequencing (WES) and RNA sequencing (RNAseq) studies are needed. Using a highly-annotated cohort of 93 FL tumors with matched RNAseq, WES, and CyTOF data, we have explored the transcriptomic signature of purified FL B cells and identified unique molecular subsets that are defined by distinct pathway activation, immune content, and genomic signatures. Methods: Frozen cell suspensions from 93 untreated FL (Grade 1-3b) patients' tumor biopsies, enrolled in the University of Iowa/Mayo Clinic Lymphoma SPORE, were used for the study. DNA was isolated from whole tumor cell suspensions, and RNA was isolated from both whole tumor and B cell-enriched cell suspensions. RNAseq and WES were performed in the Mayo Clinic Genome Analysis Core. RNAseq and WES data were processed using a standard pipeline and novel driver genes were identified using Chasm+ driver analysis. Copy number variants were identified from WES data using GISTIC 2.0. NMF clustering and single sample gene set testing for B cell lineage and tumor microenvironment (TME) signatures were performed in R using the NMF and singscore packages. Results: Unsupervised clustering of RNAseq data identified three distinct expression programs which separated patient B cell samples into 3 groups: Group 1 (G1, n=20), Group 2 (G2, n=24), Group 3 (G3, n=43). While no clinical attributes were defined by any single group, G1 consisted of cases that had less aggressive characteristics (63% Stage I-II, 79% FLIPI 0-1). To identify unique transcriptional pathways driving the three expression programs, we scored gene level contributions to NMF expression programs and employed gene set enrichment analysis. This revealed significant pathway association with type-I IFN signaling (G1), DNA repair and stress response (G2), and epigenetic modulation (G3) as differentiating programs between the 3 groups (FDR q<0.001). VIPER master regulator activity inferencing revealed that these pathways were likely being controlled by differential activity in NF-kB, IRFs, STAT1, BCL6, and FOXO1. Each program significantly enriched for, but were not defined by, portions of specific germinal center programs, such as pre-memory (G1), light-zone-to-dark-zone transition (G2), and a pre-light-zone intermediate (G3). We next assessed the connection between B cell programs and the tumor microenvironment (TME) using available paired CyTOF data on 67 cases, which revealed an active TME in G1, with an abundance of CD8 T cell and NK cell populations, a wide variety of immune content in G2 that consisted mostly of Tfh and myeloid cells, and a poorly populated immune compartment in G3 compared to G1 and G2. Finally, somatic driver mutations and copy number alterations from WES were identified and associated with the three clusters. The three groups distinguished themselves by significant enrichment of copy number alterations (TNFAIP3-loss , 1q23-gain, 1q32-gain) in G2, while 10q-loss and mutations in BCL2 and chromatin modifiers (KMT2D and CREBBP) enriched in G3. G1, overall, had lower alteration burden and had weak associations with any specific alterations, suggesting an alternative mechanism for driving the G1 program. Conclusion: In this study, we have identified three unique FL tumor B cell groups, defined by specific transcriptional programs. Pathways such as inflammation, DNA damage response, and chromatin modification contribute most to the differences between B cell samples and group membership. Additionally, each program associated with specific genetic events as well as TME composition, highlighting potential drivers of these B cell states. This study improves the understanding of the mechanisms driving FL tumors and motivates further investigation into transcriptional consequences of genetic events as well as potential tumor intrinsic factors that may influence the TME. Figure 1 Figure 1. Disclosures Maurer: BMS: Research Funding; Genentech: Research Funding; Morphosys: Membership on an entity's Board of Directors or advisory committees, Research Funding; Kite Pharma: Membership on an entity's Board of Directors or advisory committees; Pfizer: Membership on an entity's Board of Directors or advisory committees; Nanostring: Research Funding. Rimsza: NanoString Technologies: Other: Fee-for-service contract. Link: MEI: Consultancy; Genentech/Roche: Consultancy, Research Funding; Novartis, Jannsen: Research Funding. Habermann: Tess Therapeutics: Other: Data Monitoring Committee; Seagen: Other: Data Monitoring Committee; Incyte: Other: Scientific Advisory Board; Morphosys: Other: Scientific Advisory Board; Loxo Oncology: Other: Scientific Advisory Board; Eli Lilly & Co.,: Other: Scientific Advisor. Ansell: Bristol Myers Squibb, ADC Therapeutics, Seattle Genetics, Regeneron, Affimed, AI Therapeutics, Pfizer, Trillium and Takeda: Research Funding. King: Celgene/BMS: Research Funding. Cerhan: Genentech: Research Funding; Regeneron Genetics Center: Other: Research Collaboration; Celgene/BMS: Other: Connect Lymphoma Scientific Steering Committee, Research Funding; NanoString: Research Funding. Novak: Celgene/BMS: Research Funding.
Complete Remissions to PD-1 Blockade in Combination with Reduced-Dose ICE Chemotherapy in Two Cases of Relapsed or Refractory Classical Hodgkin Lymphoma with Bulky Lung Involvement after Failed PD-1 Blockade
Xiu, Bing, Xiao, Gangfeng, Luo, Xiu, Liang, Aibin , Li, Bing , Zhu, Xinyu , Luo, Xiu , Yang, Zhi-Zhang
Blood | November 23, 2021 | Volume: 138 | Issue: Supplement 1 | Pages: 4368-4368
Abstract Objective: To report 2 cases of relapsed or refractory classical Hodgkin lymphoma with bulky lung involvement who failed PD-1 blockade, obtained long-term complete remission after treatment with PD-1 blockade in combination with ICE chemotherapy, and provide an alternative regimen for this kind of patient. Methods: The clinical data of 2 patients suffering refractory or relapsed Hodgkin's lymphoma with bulky lung involvement who were resistant to PD-1 monoclonal antibody were collected, the treatment processes, efficacy and toxic side effects of the patients were summarized. Results: Both HL patients relapsed after multi-line chemotherapies and radiotherapy. One patient relapsed after autologous hematopoietic stem cell transplantation. The main manifestations were cough and dyspnea caused by large lung masses. Both patients received 3 kinds of PD-1 blockade. One progressed after stopping Nivolumab and enrolled the clinical trial of decitabine and Camrelizumab for 6 courses and got stable disease（SD）, then changed to Camrelizumab combined with ICE for 4 cycles and obtain complete metabolic remission（CMR）. The other patient progressed with Nivolumab or Camrelizumab combined with A (B) VD regimen, and 2 courses of BV. She was then treated with Sintilimab combined with ICE for 4 cycles and obtain CMR. Both patients' cough and dyspnea were significantly improved, and lung lesions were significantly reduced after receiving 1 cycle of PD-1 blockade with ICE regimen and the quality of life was greatly improved. After 4 courses of treatment, the PET/CT assessment achieved CMR. The main side effect was a second-degree bone marrow suppression and can be tolerable for the patient. Conclusion: PD-1 blockade combined with ICE regimen chemotherapy has significant curative effect and mild adverse reactions, can be used to treat cases of relapsed or refractory classic HL with bulky lung involvement resistant to PD-1 blockade. Figure 1 Figure 1. Disclosures No relevant conflicts of interest to declare.
Expression of KLRG1 and CD127 defines distinct CD8+ subsets that differentially impact patient outcome in follicular lymphoma
Tang, Xinyi , Jalali, Shahrzad , Pritchett, Joshua C. , Novak, Anne J. , Yang, Zhi-Zhang , Ansell, Stephen M. , Yang, Zhi-Zhang , Pritchett, Joshua , Wu, Hongyan , Kim, Hyo Jin , Villasboas, José C.
Journal for ImmunoTherapy of Cancer | July 5, 2021 | Volume: 9 | Issue: 7 | Pages: e002662
10.1136/jitc-2021-002662
| PMID 34226281
Background CD8+ T-lymphocyte subsets defined by killer lectin-like receptor G1 (KLRG1) and CD127 expression have been reported to have an important role in infection, but their role in the setting of lymphoid malignancies, specifically follicular lymphoma (FL), has not been studied. Methods To characterize the phenotype of KLRG1/CD127-defined CD8+ subsets, surface and intracellular markers were measured by flow cytometry and Cytometry by time of flight (CyTOF), and the transcriptional profile of these cells was determined by CITE-Seq (Cellular Indexing of Transcriptomes and Epitopes by Sequencing). The functional capacity of each subset was determined, as was their impact on overall survival (OS) and event-free survival (EFS) of patients with FL. Results We found that intratumoral CD8+ cells in FL are skewed toward effector cell subsets, particularly KLRG+CD127- and KLRG1-CD127- cells over memory cell subsets, such as KLRG1-CD127+ and KLRG1+CD127+ cells. While effector subsets exhibited increased capacity to produce cytokines/granules when compared with memory subsets, their proliferative capacity and viability were found to be substantially inferior. Clinically, a skewed distribution of intratumoral CD8+ T cells favoring effector subtypes was associated with an inferior outcome in patients with FL. Increased numbers of CD127+KLRG1- and CD127+KLRG1+ were significantly associated with a favorable OS and EFS, while CD127-KLRG1- correlated with a poor EFS and OS in patients with FL. Furthermore, we demonstrated that interleukin (IL)-15 promotes CD127-KLRG1+ cell development in the presence of dendritic cells via a phosphoinositide 3-kinase (PI3K)-dependent mechanism, and treatment of CD8+ T cells with a PI3K inhibitor downregulated the transcription factors responsible for CD127-KLRG1+ differentiation. Conclusions Taken together, these results reveal not only a biological and prognostic role for KLRG1/CD127-defined CD8+ subsets in FL but also a potential role for PI3K inhibitors to manipulate the differentiation of CD8+ T cells, thereby promoting a more effective antitumor immune response.
Abstract 1612: Tumor intrinsic changes determine immune-checkpoint response in Richter's transformation
Yang, Lu , Zhang, Yang Zhi, Secreto, Charla, Ansell, Stephen M. , Wang, Lili , Iyer, Prajish Sundaram , Zhang, Yang Zhi, Kim, Hyo Jin , Sinha, Sutapa , Kay, Neil E. , Ding, Wei
Cancer Research | July 1, 2021 | Volume: 81 | Issue: 13_Supplement | Pages: 1612-1612
Abstract Richter's transformation (RT) is a clinically challenging and aggressive transformation of CLL (Chronic lymphocytic leukemia) to lymphoma. Immune-checkpoint therapy has improved outcomes in selective lymphoma types. Nearly 40% of RT patients respond to anti-PD1, while the underlying CLL do not show any response, and 10% of CLL patients progress post-anti-PD1 treatment. Previous studies mostly focused on T-cell responses elicited by anti-PD1, however, intrinsic changes in CLL and RT B-cells induced by the treatment remains elusive. We hypothesized that pre-existing active transcriptional circuitry and distinct B-cell subsets in the CLL and RT B-cells may determine the response to anti-PD1 treatment. Peripheral blood mononuclear cells (PBMCs) from 3 patients who received pembrolizumab(anti-PD1) as a single agent. Samples were obtained at baseline and 3 months post-treatment initiation. Among these patients, 2 are progressors while 1 is a responder. We performed single-cell RNAseq (10X Genomics) on B-cells enriched from PBMCs derived from 3 samples (1 Responder: RS2, 2 progressors: CLL14 and CLL17) before and after treatment using chromium single cell 3' gene expression library. A total of ~10000 cells were captured with an average detection of 1000 genes/sample. To delineate the transcriptional changes upon the anti-PD1 treatment, we first integrated the single-cell data from 6 samples (before and after Pembro) and performed unsupervised clustering analysis using UMAP (Uniform Manifold Approximation and projection). We identified 8 different clusters based on highly expressed marker genes. Cluster 2(C2) was increased in the responder as compared to the progressors post-pem treatment. To determine the activated pathways in each cluster, we performed gene-set enrichment analysis (GSEA) using the Enrichr method. This analysis revealed upregulation of distinct pathways related to IFNG/MYC(C1), IFNG(C2), ER stress(C3), B-cell dependent T cell activation related pathway(C4), MYC targets/TNFα(C5,6,7) indicating intra-tumor transcriptional heterogeneity. To decipher the intratumor cell differentiation changes, we performed pseudotime trajectory analysis using Monocle 2 coupled with B cell developmental stage markers. We identified 7 different states, with distinct changes of state in responder sample RS2 (State 4,5, 6, and 7 were increased in RS2 post-treatment) while CLL samples(progressors) did not have distinct changes. Integration with B cell development revealed that aggressive B cells with CD38 expression were highly induced upon anti-PD1 in responder RS2 while regulatory (CD1d) and memory B cells (CD27) remained the same, suggesting PD1 induced intrinsic changes contributing to the disease response. We identified distinct transcriptional states in B cells within responders and progressors which may govern the intra-tumor and inter-tumor heterogeneity to the anti-PD1 response. Citation Format: Prajish Sundaram Iyer, Lu Yang, Yang Zhi Zhang, Hyo Jin Kim, Charla Secreto, Sutapa Sinha, Neil Kay, Stephen Ansell, Wei Ding, Lili Wang. Tumor intrinsic changes determine immune-checkpoint response in Richter's transformation [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2021; 2021 Apr 10-15 and May 17-21. Philadelphia (PA): AACR; Cancer Res 2021;81(13_Suppl):Abstract nr 1612.
SOMATIC ALTERATIONS IN FOLLICULAR LYMPHOMA ASSOCIATE WITH UNIQUE TUMOR‐CELL TRANCRIPTIONAL STATES AND TUMOR‐IMMUNE MICROENVIRONMENTS
Wenzl, Kerstin , Hopper, Melissa A. , Sarangi, Vivekananda , Barman, Poulami , Serres, MaKayla R., Khan, Shakila P. , Novak, Anne J. , Ansell, Stephen M. , King, Rebecca L. , Krull, Jordan E. , Manske, Michelle K. , Larson, Melissa C. , Maurer, Matthew J. , Yang, Zhi-Zhang , Rimsza, Lisa M. , Link, Brian K. , Habermann, Thomas M. , Cerhan, James R. , Novak, Joseph P.
Hematological Oncology | June 17, 2021 | Volume: 39 | Issue: S2 | Pages: No page available
Guidelines for the use and interpretation of assays for monitoring autophagy (4th edition) 1
Klionsky, Daniel J., Abdel‐Aziz, Amal Kamal , Abdellatif, Mahmoud , Abdoli, Asghar , Abel, Steffen , Abeliovich, Hagai , Abildgaard, Marie H. , Abudu, Yakubu Princely , Acevedo‐Arozena, Abraham , Adamopoulos, Iannis E. , Adeli, Khosrow , Adolph, Timon E. , Adornetto, Annagrazia , Aflaki, Elma, Agam, Galila , Aggarwal, Bharat B. , Agnello, Maria, Agostinis, Patrizia , Agrewala, Javed N. , Agrotis, Alexander , Aguilar, Patricia V., Ahmad, S. Tariq, Ahumada-Castro, Ulises , Aits, Sonja , Aizawa, Shu, Akkoç, Yunus , Akoumianaki, Tonia, Akpinar, Hafize Aysin , Al‐Abd, Ahmed M. , Al-Akra, Lina, Gharaibeh, Abeer , Alaoui‐Jamali, Moulay A. , Alberti, Simon , Alessandri, Cristiano , Alonso, Alicia , Altan‐Bonnet, Nihal , Álvarez, Élida, Alves, Sara , Costa, Cristine Alvès da , Alzaharna, Mazen M. , Amadio, Marialaura , Amantini, Consuelo , Amaral, Cristina , Ambrosio, Susanna , Amer, Amal O. , Ammanathan, Veena , An, Zhenyi, Andrabi, Shaida A. , Andres, Allen M. , Ann, David K. , Anozie, Uche C. , Ansari, Mohammad Y. , Antas, Pedro , Antebi, Adam , Antón, Zuriñe , Anwar, Tahira , Apétoh, Lionel , Araki, Toshiyuki , Araki, Yasuhiro , Araya, Jun , Arévalo, María‐Ángeles , Argüelles, Sandro , Arias, Esperanza , Arikkath, Jyothi , Ariosa, Aileen, Aroca, Ángeles , Arroyo, Daniela S., Arsov, Ivica, Artero, Rubén , Asaro, Dalia Maria Lucia, Ashur‐Fabian, Osnat , Atanasov, Atanas G. , Au, Alicia K. , Auberger, Patrick , Auner, Holger W. , Aurelian, Laure , Avagliano, Laura , Ávalos, Yenniffer , Aveleira, Célia A. , Aydın, Yücel , Ayyadevara, Srinivas , Azzopardi, Maria , Baba, Misuzu, Backer, Jonathan , Bae, Soo Han , Baehrecke, Eric H. , Bagetta, Giacinto , Bagniewska‐Zadworna, Agnieszka , Bai, Hua , Bai, Xiyuan , Bairagi, Nandadulal , Baksi, Shounak , Balbi, Teresa , Ballester, María , Balazadeh, Salma , Balzan, Rena , Bandopadhyay, Rina , Banerjee, Sulagna , Bánréti, Ágnes , Baracca, Alessandra , Barbati, Cristiana , Bargiela, Ariadna , Barilà, Daniela , Barlow, Peter G. , Barmada, Sami J. , Barreiro, Esther , Bártek, Jiří , Bartel, Bonnie , Bartolomé, Alberto , Barve, Gaurav , Bassham, Diane C. , Baulieu, E.E. , Baumgarner, Bradley L. , Bayry, Jagadeesh , Beale, Rupert , Beau, Isabelle , Beaumatin, Florian , Bechara, Luiz Roberto Grassmann , Beck, George R. , Beers, Michael F. , Begun, Jakob , Behrends, Christian , Bejarano, Eloy , Bel, Shai , Belaïd, Amine , Belgareh‐Touzé, Naïma, Bellarosa, Cristina , Belleudi, Francesca , Belló-Pérez, Melissa , Beltran, Jackeline Soares de Oliveira , Beltran, Sebastián, Benbrook, Doris M. , Bendorius, Mykolas , Benítez, Bruno A. , Benito‐Cuesta, Irene , Bensalem, Julien , Berchtold, Martin W. , Berezowska, Sabina , Bergamaschi, Daniele , Berliocchi, Laura , Berlioz‐Torrent, Clarisse , Bernard, Amélie , Besirli, Cagri G. , Besteiro, Sébastien , Betin, Virginie M.S., Beyaert, Rudi , Bezbradica, Jelena S. , Bhaskar, Kiran , Bhatia‐Kiššová, Ingrid, Bhattacharya, Sujoy , Bhuiyan, Md. Shenuarin , Bi, Xiaolin , Biden, Trevor J. , Bijian, Krikor , Billes, Viktor , Binart, Nadine , Bincoletto, Cláudia , Blanco, Gonzalo , Blas‐García, Ana , Błasiak, Janusz , Blomgran, Robert , Blum, Janice S. , Boada-Romero, Emilio, Boban, Mirta , Boeuf, Philippe , Boland, Barry , Bomont, Pascale , Bonaldo, Paolo , Bonam, Srinivasa Reddy , Bonfili, Laura , Bootman, Martin D. , Bordi, Matteo , Borner, Christoph , Bornhäuser, Beat , Bose, Santanu , Botas, Juan , Boulanger, Chantal M. , Bourgeois, Benjamin , Bourke, Nollaig M. , Bousquet, Guilhem , Boya, Patricia , Bozhkov, Peter V. , Bozi, Luiz H. M. , Bozkurt, Tolga O. , Pedro, José Manuel Bravo‐San , Brest, Patrick , Bringer, Marie-Agnès , Briones‐Herrera, Alfredo , Broaddus, V. Courtney, Brodersen, Peter , Brodsky, Jeffrey L. , Bronson, Paola G. , Bronstein, Jeff M. , Brown, Rhoderick E. , Brum, Patrı́cia C. , Bruno, Daniele , Bryson‐Richardson, Robert J. , Bucci, Cecilia , Buchrieser, Carmen , Bueno, Marta , Buchan, J. Ross , Buckingham, Erin M., Budak, Hikmet , Budini, Mauricio , Bultynck, Geert , Burada, Florin , Burgoyne, Joseph R. , Burón, María I. , Bustos, Victor , Büttner, Sabrina , Byrd, Aaron , Cabas, Isabel , Cabrera, Sandra , Cadwell, Ken , Cai, Jingjing , Cai, Lu , Cai, Qian , Calbet, José A. L. , Caldwell, Guy A. , Call, Jarrod A. , Calvani, Riccardo , Calvo, Ana Cristina , Calvo‐Rubio, Miguel , Câmara, Niels Olsen Saraiva , Camonis, Jacques , Camougrand, Nadine , Campanella, Michelangelo , Campbell, Edward M. , Campos, Juliane C. , Camuzard, Olivier , Cancino, Jorge , Caniggia, Isabella , Canonico, Barbara , Cantı́, Carles , Cao, Bin , Caramés, B. , Cardenal‐Muñoz, Elena , Cárdenas, César , Cárdenas, Luis , Cardoso, Sandra M. , Carew, Jennifer S. , Carle, Georges F. , Carleton, Gillian , Carloni, Silvia , Carneiro, Letícia A. M. , Carosi, Julian M. , Carra, Serena , Carrier, Alice , Carter, A. Brent, Carvalho, Andreia Neves , Casanova, Magali , Casas, Josefina , Cassioli, Chiara , Castillo, Karen , Castillo‐Lluva, Sonia , Castoldi, Francesca , Castori, Marco , Castro, Ariel F. , Castro‐Hernández, Javier , Cavadas, Cláudia , Cavaliere, Federica, Cavallini, Gabriella , Cavinato, Maria , Rica, Paula Cebollada , Cechowska‐Pasko, Marzanna , Cerqueira, João , Cerutti, Janete M. , Çetintaş, Vildan Bozok , Cetrullo, Silvia , Chagin, Andrei S. , Chai, Chee‐Yin , Chakrabarti, Gopal , Chakraborty, Tapas , Chakraborty, Trinad , Chami, Mounia , Chamilos, Georgios , Chan, David W. , Chan, Edmond Y. W., Chan, Ho Yin Edwin , Chan, Helen H., Chan, Hung , Chan, Matthew T.V. , Chan, Yau Sang , Chang, Hao‐Chun , Chang, Kai , Chao, Jie , Charlet‐Berguerand, Nicolas , Chatterjee, Samrat , Chaube, Shail K. , Chaudhary, Anu , Chauhan, Santosh , Chaum, Edward , Checler, Frédéric , Cheetham, Michael E. , Chen, Chang‐Shi , Chen, Jian‐Fu , Chen, Liam L., Chen, Mingliang , Chen, Mu‐Kuan , Chen, Ning , Chen, Wei , Chen, Xinming , Chen, Xiongwen , Chen, Yan , Chen, Ye‐Guang , Chen, Yingyu , Chen, Yongqiang , Chen, Zhefan Stephen , Chen, Zhihua , Cheng, Xiu‐Tang , Cheng, Yiyun , Cheng, Zhiyong , Cheong, Jit Kong , Cherry, Sara , Cheung, Chi F., Cheung, Chun Hei Antonio , Cheung, King‐Ho , Chevet, Éric , Chi, Richard J., Chiaradonna, Ferdinando , Chiariello, M , Chica, Nathalia , Chiocca, Susanna , Chiong, Mario , Chiou, Shih‐Hwa , Chiramel, Abhilash I., Chiurchiù, Valerio , Cho, Dong-Hyung, Choe, Seong‐Kyu , Choi, Augustine M.K. , Choi, Mary E. , Choudhury, Kamalika Roy , Chow, Norman , Chua, Jason P. , Chua, John Jia En , Chung, Hyewon , Chung, Kin Pan , Chung, So‐Hyang , Chung, Yuen-Li, Ciechomska, Iwona A. , Cinque, Laura , Çırak, Sebahattin , Clarke, Robert , Clementi, Emilio , Coccia, Eliana M. , Codogno, Patrice , Colasanti, Tania , Colasuonno, Fiorella , Colbert, Robert A. , Colell, Anna , Coll, Núria S. , Collins, Mark O. , Colombo, Marı́a I. , Colón‐Ramos, Daniel A. , Cominetti, Márcia R. , Consiglio, Antonella , Conte, A. , Contu, Viorica Raluca , Cookson, Mark , Coombs, Kevin M. , Costa, Maria do Carmo , Costantino, Sarah , Costelli, Paola , Criollo, Alfredo , Crippa, V. , Cristofani, Riccardo , Csizmadia, Tamás , Cui, Bing , Cui, Yixian , Culetto, Emmanuel , Cumino, Andrea C. , Cybulsky, Andrey V. , Czaja, Mark J. , Czuczwar, Stanisław J. , D’Adamo, Stefania , D’Amelio, Marcello , D’Orazi, Gabriella , Silva, James Almada da , Dafsari, Hormos Salimi , Daglia, Maria , Dai, Xiaoxia , Dai, Yun , Dai, Yuyuan , Col, Jessica Dal , Dalhaimer, Paul , Valle, Luisa Dalla , Dallenga, Tobias , Dalmasso, Guillaume , Dando, Ilaria , Das, Hiranmoy , Dasari, Santosh K. , Dash, Srikanta, Dauphinee, Adrian N. , Davies, Jeffrey S. , Dávila, Valeria A. , Davis, Roger J. , Naidu, Sharadha Dayalan , Bosscher, Karolien De , Leonibus, Chiara De , Barbosa, Mayara Garcia de Mattos , Meyer, Guido R.Y. De , Palma, Clara De , Virgilio, Claudio De , Zio, Daniela De , Decuypere, Jean-Paul , Deehan, Mark , Deflorian, Gianluca , Dehay, Benjamin , Delaney, Joe R. , Delorme‐Axford, Elizabeth , Demers, Nicholas D. , Deng, Hongbin , Dengjel, Jörn , Dent, Paul, DePamphilis, Melvin L., Descoteaux, Albert , Devis, Laura , Devkota, Sushil , Devuyst, Olivier , Dewson, Grant , Dharmasivam, Mahendiran , Domenico, Fabio Di , Fazio, Pietro Di , Fonzo, Alessio Di , Guardo, Giovanni Di , Guglielmo, Gianni M. Di , Leo, Luca Di , Malta, Chiara Di , Nardo, Alessia Di, Rienzo, Martina Di , Diao, Jiajie , Diaz-Araya, Guillermo, Díaz‐Laviada, Inés , Dickinson, Jared M. , Diederich, Marc , Dieudé, Mélanie , Ding, Shiping , Ding, Wen-Xing, Dinić, Jelena , Dinić, Miroslav , Dinkova‐Kostova, Albena T. , Distler, Jörg H. W. , Đokić, Jelena , Emre, Serap , Dong, Xiaonan , Dong, Zhiwu , Dorn, Gerald W. , Dou, Juan, Dowaidar, Moataz , Drucker, Liat , Du, Ailian , Du, Guangwei , Du, Hai‐Ning , Toit, André du , Duan, Shao-Bin , Duan, Xiaoqiong , Duarte, Sónia , Dupont, Nicolas , Durán, Raúl V. , Dyshlovoy, Sergey A. , Ebrahimi‐Fakhari, Darius , Eckhart, Leopold , Edelstein, Charles L. , Efferth, Thomas , Eid, Nabil , Eisenberg, Tobias , Eissa, N. Tony, Ejarque, Miriam , Andaloussi, Abdeljabar El, El‐Hage, Nazira , Eleuteri, Anna Maria , El‐Shafey, Eman S. , Elgendy, Mohamed , Elizalde, María Mercedes , Elsässer, Hans‐Peter , Elsherbiny, Eslam S. , Emre, N. C. Tolga , Eng, Christina H. , Engedal, Nikolai , Engelsen, Agnete S. T. , Enserink, Jorrit M. , Escalante, Ricardo , Esclatine, Audrey , Eskelinen, Eeva‐Liisa , Espert, Lucile , Eusebio, Makandjou-Ola , Facchiano, Antonio , Facchiano, Francesco , Fadeel, Bengt , Fader, Claudio M., Faesen, Alex C. , Fairlie, W. Douglas , Falcó, Alberto , Fan, Daping , Fan, Jie , Fang, Evandro Fei , Fang, Yanshan , Fang, Yognqi, Farfel‐Becker, Tamar, Faure, Mathias , Fazeli, Gholamreza , Fedele, Anthony O., Feldman, Arthur M. , Feng, Jiachun , Feng, Lifeng , Feng, Wei , Araujo, Thaís Fenz , Ferguson, Thomas A., Fernández, Álvaro F. , Fernández‐Veledo, Sonia , Fernie, Alisdair R. , Ferrante, Anthony W. , Ferraresi, Alessandra , Ferrari, M , Ferreira, Julio Cesar Batista , Ferro‐Novick, Susan , Figueras, António , Filadi, Riccardo , Filigheddu, Nicoletta , Fimia, Gian María , Finetti, Francesca , Finkbeiner, Steven , Fisher, Edward A. , Fisher, Paul B. , Fliesler, Steven J. , Flo, Trude Helen , Florance, Ida , Florey, Oliver , Florio, Tullio , Fodor, Erika , Forlino, Antonella , Fortini, Paola , Fracassi, Anna , Franconi, Flavia , Frankel, Lisa B. , Fröhlich, Leopold F. , Fuentes, José M. , Fujiki, Yukio , Fulda, Simone , Furuya, Norihiko , Gack, Michaela U. , Gaffke, Lidia , Galadari, Sehamuddin , Galasso, Alessia , Galindo, Marı́a F. , Kankanamalage, Sachith Gallolu , Galluzzi, Lorenzo, Galy, Vincent , Gammoh, Noor , Ganley, Ian G. , Gao, Feng , Gao, Minghui , Gao, Ping , Gao, Wentao , Gao, Xiaobo , Garcerá, Ana , Garcia, María Noé , García, Verónica , Portillo, Francisco Garcı́a-del , García‐Escudero, Vega , García‐García, Aracely , García‐Macía, Marina , García‐Moreno, Diana , García‐Ruiz, Carmen , García‐Sanz, Patricia , Garg, Abhishek D. , Garofalo, Tina , Gassen, Nils C. , Gatica, Damián , Geiss‐Friedlander, Ruth , Genschik, Pascal , Gerbino, Valeria , Gerhardt, Christoph , Germain, Kyla , Germain, Marc , Afshar, Elham Ghasemipour, Ghavami, Saeid , Ghosh, Manosij , Giamas, Georgios , Giatromanolaki, Alexandra , Gibson, Gary E. , Ginet, Vanessa, Girardin, Stephen E. , Giridharan, Mridhula, Giuliano, Sandy , Giulivi, Cecilia , Giuriato, Sylvie , Giustiniani, Julien , Gluschko, Alexander , Goder, Veit , Goginashvili, Alexander , Gołąb, Jakub , Golebiewska, Anna , Gomes, Luciana Rodrigues, Gomez, Rodrigo Enrique, Gómez‐Sánchez, Rubén , Gómez‐Sintes, Raquel , Gong, Qingqiu , González‐Gallego, Javier , González‐Polo, Rosa A. , González‐Reyes, José A. , González-Rodríguez, Patricia , Goping, Ing Swie , Gorbunov, Nikolai V., Görgülü, Kıvanç , Gorojod, Roxana Mayra , Gorski, Sharon M. , Gotor, Cecilia , Gözüaçık, Devrim , Graef, Martin , Gräler, Markus H. , Granatiero, Veronica, Grasso, Daniel , Gray, Joshua P. , Greenhough, Alexander , Gregory, Stephen L. , Griffin, Edward F., Gros, Frédéric , Grose, Charles , Gross, Angelina S. , Грубер, Флориан , Grumati, Paolo , Gu, Xueyan , Guan, Jun‐Lin , Guardia, Carlos M. , Guda, Kishore , Guerra, Flora , Guerri, Consuelo , Guha, Prasun , Guillén, Carlos , Gujar, Shashi , Gukovskaya, Anna S. , Gukovsky, Ilya , Gunst, Jan , Günther, Andreas , Guo, Chuanyong , Guo, Chun , Guo, Hongqing , Guo, Ming , Gupta, Pawan , Gupta, Swapnil , Gupta, Veer Bala , Gupta, Vivek , Gutterman, David D. , H.B., Ranjitha, Haber, James E. , Hać, Aleksandra , Haidar, Mansour , Halldén, Gunnel , Hamacher‐Brady, Anne , Hamasaki, Maho , Hansen, Malene , Hao, Zijian, Harada, Masaru , Harhaji‐Trajkovic, Ljubica , Hariharan, Nirmala , Haspel, Jeffrey A. , Haucke, Volker , Hawkins, Wayne D. , Haynes, Cole M. , Hays, Thomas S. , He, Congcong , He, Qin , He, Rong‐Rong , He, You‐Wen , Heakal, Yasser, Heberle, Alexander Martin , Hejtmancik, J. Fielding , Henkel, Vanessa, Herb, Marc , Herman-Antosiewicz, Anna , Hernández, Agustín , Hernández, Carlos , Hernández-Díaz, Sergio , Hernández–Gea, Virginia , Herpin, Amaury , Herreros, Judit , Hervás, Javier H. , Hesselson, Daniel , Hetz, Claudio , Higuchi, Yujiro , Hilfiker, Sabine , Hill, Joseph A., Ho, Emmanuel A. , Ho, Idy H. T. , Ho, Philip Wing‐Lok , Ho, Shu‐Leong , Ho, Wan Yun, Hoet, Peter , Hofius, Daniel , Höhn, Annika , Hong, Yi-Ren Hong Chang-Won, Hooper, Lora V. , Hsin, I‐Lun , Hu, Bing , Hu, Dong , Hu, Wei , Hu, Zhuowei , Hua, Jinlian, Huan, Chongmin , Huang, Chuanshu , Huang, Chunling , Huang, Haishan , Huang, Michael , Huang, Shan , Huang, Tianzhi , Huang, Xing , Huang, Yuxiang , Hubert, Virginie , Hübner, Christian A. , Hughes, Stephanie M. , Hughes, William E. , Hummer, Gerhard , Hurley, James H. , Hussain, Sabah N. A. , Hussain, Salik , Hutabarat, Martina , Hwang, Hui-Yun, Ieni, Antonio , Ikeda, Fumiyo , Imagawa, Yusuke , Imbriano, Carol , Imoto, Masaya , Inman, Denise M. , Inoki, Ken , Iozzo, Renato V. , Iribarren, Pablo , Ishaq, Mohd , Ishimwe, Nestor , Ismail, Nahed , Issazadeh‐Navikas, Shohreh , Itakura, Eisuke , Ito, Daisuke , Ivankovic, Davor , Ivanova, Saška , Iyer, Anand Krishnan V. , Izquierdo, José M. , Jacobo‐Herrera, Nadia , Jacquin, Élise , Jadiya, Pooja , Jaeschke, Hartmut , Jagannath, Chinnaswamy, Jakobsson, Johan , Janji, Bassam , Jansen‐Dürr, Pidder , Jansson, Patric J. , Januszewski, Sławomir, Jeltsch‐David, Hélène , Jenny, Andreas , Jensen, Thomas E. , Jessen, Niels , Jia, Lijun , Jia, Rui , Jiang, Qing , Jiang, Richeng , Jiang, Teng , Jiang, Xuejun , Jiang, Yu , Jiménez-Sánchez, María , Jin, Fengyan , Jin, Li , Jin, Luqi, Jin, Si , Joffre, Carine , Johnston, Simon A. , Jokitalo, Eija , Juárez, Esmeralda , Juhász, Gábor , Jun, Youngsoo , Jung, Chang Hwa , Jung, Sung‐Chul , Jungbluth, Heinz , Jungverdorben, Johannes , Just, Steffen , Kaasik, Allen , Kaganovich, Daniel , Kain, Renate , Kajimura, Shingo , Kalamvoki, Maria , Kalia, Manjula , Kalinowski, Danuta S. , Kaludercic, Nina , Kalvari, Ioanna , Kamińska, Joanna , Kanamori, Hiromitsu , Kang, Chanhee , Kang, Rui , Kang, Sang Sun , Kaniyappan, Senthilvelrajan , Kanki, Tomotake , Kanneganti, Thirumala‐Devi , Kanthasamy, Arthi , Kantorow, Marc , Kapuy, Orsolya , Karim, Md. Razaul , Kato, Masaru , Kauppinen, Anu , Kaushal, Gur P. , Kawasaki, Kiyoshi, Kazan, Kemal , Keber, Ursula , Keller, Kate E. , Kenific, Candia M. , Kepp, Oliver , Kern, Andreas , Keulers, Tom G. , Khalfin, Boris , Khalil, Hany , Khan, Shahid Y. , Khandelwal, Vinoth Kumar Megraj, Khandia, Rekha , Kho, Widuri , Khobrekar, Noopur V. , Khuansuwan, Sataree , Khundadze, Mukhran , Killackey, Samuel A. , Kim, Dasol , Kim, Deok Ryong, Kim, Do‐Hyung , Kim, Dong‐Eun , Kim, Eun‐Kyoung , Kim, Hak-Rim, Kim, Hee-Sik , Kim, Hyung-Ryong, Kim, Jeong Hun , Kim, Joungmok , Kim, Seong‐Jun , Kimball, Scot R., Kimchi, Adi , Kimmelman, Alec , Kimura, Tomonori , King, Matthew, Kinsey, Conan G. , Kirshenbaum, Lorrie A. , Kishi, Shuji , Kitamoto, Katsuhiko , Kitaoka, Yasushi , Kitazato, Kaio, Kitsis, Richard N. , Kjærulff, Ole , Klein, Peter S. , Klopstock, Thomas , Klucken, Jochen , Knævelsrud, Helene , Ko, Fred , Kobayashi, Satoru, Koch, Ina , Koch, Jan Christoph , Kögel, Donat , Koh, Young Ho , Kocatürk, Nur Mehpare , Komatsu, Masaaki, König, Jeannette , Kono, Toru, Korkmaz, Gözde , Korsnes, Mónica Suárez , Koskela, Ali , Kota, Janaiah , Kotake, Yaichiro , Kotler, Monica L., Kou, Yanjun , Koukourakis, Michael I., Koustas, Evangelos , Kovács, Tibor , Kovács, Tibor, Kraft, Claudine , Krainc, Dimitri, Krämer, Helmut, Krasnodembskaya, Anna , Kretz‐Remy, Carole , Kroemer, Guido, Kuenen, Sabine , Kuerschner, Lars , Kukar, Thomas , Kumar, Ajay , Kumar, Deepak, Kumar, Dhiraj, Kumar, Sharad , Kume, Shinji , Kumsta, Caroline , Kundu, Chanakya Nath , Kundu, Mondira, Kunnumakkara, Ajaikumar B. , Kutlu, Özlem , Kwak, SeongAe , Kwon, Yong Tae , Spada, Albert La, Labonté, Patrick , Ladoire, Sylvain , Laface, Ilaria, Lafont, Frank , Lagace, Diane C. , Lahiri, Vikramjit , Lai, Zhibing, Laird, Angela S. , Lakkaraju, Aparna , Lan, Sheng‐Hui , Landajuela, Ane , Lane, Darius J.R. , Lange, Carsten , Langer, Rupert , Lapaquette, Pierre, Laporte, Jocelyn , Lastres-Becker, Isabel, Lau, Wilson Chun Yu , Laurie, Gordon W. , Le, Weidong, Stunff, Hervé Le , Leary, Alexandre Y , Lebrun, Jean-Jacques, Leck, Lionel , Lee, Changwook , Lee, Chung‐Pei , Lee, Da-Hye , Lee, Edward B., Lee, Erinna F. , Lee, Gyun Min, Lee, He-Jin, Lee, Heung Kyu , Lee, Jason S. , Lee, Jin-A, Lee, Joo‐Yong , Lee, Michael , Lee, Min Goo , Lee, Min Jae, Lee, Myung‐Shik , Lee, Sangyoon , Lee, Stella Y. , Lee, Sung, Lee, Won Hee , Lee, Yong‐ho , Lee, Youngil , Lei, Yu L., Lei, Yuchen , Leikin, Sergey , Lemus, Leticia , Leng, Shuilong, Lenoir, Olivia , Lenz, Guido , Lenz, Heinz Josef, Lenzi, Paola, León, Yolanda , Leschczyk, Christoph, Leskelä, Stina, Letellier, Elisabeth , Leung, Chi-Ting, Leung, Po Sing , Leventhal, Jeremy S. , Levine, Beth, Lewis, Patrick A. , Ley, Klaus , Li, Bin , Li, Da‐Qiang , Li, Jian‐Ming , Li, Jiong , Li, Liwu , Li, Mei , Li, Ming , Li, Mingchuan , Li, Pin‐Lan, Li, Ming‐Qing , Li, Qing , Li, Sheng , Li, Wei , Li, Wenming , Li, Xue , Li, Yi-Ping, Li, Yuan , Li, Zhiqiang, Li, Zhiyong , Li, Zhiyuan , Lian, Jiqin, Liang, Chengyu, Liang, Qiangrong, Liang, Weicheng , Liang, Yongheng, Liang, YongTian , Liao, Guanghong , Liao, Lujian , Liao, Yung-Feng, Librizzi, Mariangela, Lie, Pearl P.Y. , Lim, Hyunjung J., Lima, Thania Rios Rossi , Limana, Federica , Lin, Chao , Lin, Chih-Wen, Lin, Dar‐Shong , Lin, Fu‐Cheng , Lin, Jiandie D. , Lin, Kurt M., Lin, Kwang‐Huei , Lin, Qiong, Lin, Shaofeng , Lin, Su-Ju, Lin, Wenyu , Lin, Yao‐Xin , Lin, Yee‐Shin, Linden, Rafael, Lindner, Paula , Lipinski, Marta M. , Lipovšek, Saška, Lisiak, Natalia , Liton, Paloma B. , Liu, Chao , Liu, Ching‐Hsuan , Liu, Fang , Liu, Hua-feng , Liu, Huifang , Liu, Jia , Liu, Jing , Liu, Leyuan, Liu, Wei , Liu, Wende , Liu, Xiao-Hong, Liu, Xu , Liu, Yanfen , Liu, Yang, Liu, Yang, Liu, Yueyang , Liu, Yule , Livingston, J. Andrew, Lizcano, José M. , Ljubojević-Holzer, Senka , Lleonart, Matilde E. , Llobet‐Navàs, David , Llorente, Alicia, Lo, Chih Hung , Lobato‐Márquez, Damián , Long, Yun , Loos, Ben , Loos, Julia A. , López-Doménech, Guillermo, López‐Guerrero, José Antonio , López-Jiménez, Ana T. , López-Pérez, Óscar , López-Valero, Israel, Lorenowicz, Magdalena J. , Lorente, Mar , Lossi, Laura , Lotersztajn, Sophie , Lovell, Jonathan F., Lovy, Alenka , Lőw, Péter, Lu, Guang , Lu, Haocheng , Lu, Jiahong , Lu, Mengji, Lu, Shuyan, Luciani, Alessandro , Lucocq, John M., Ludovico, Paula , Luftig, Micah A. , Luhr, Morten, Luis-Ravelo, Diego , Lum, Julian J., Luna-Dulcey, Liany, Lund, Anders H. , Lund, Viktor K. , Lüningschrör, Patrick , Luo, Honglin, Luo, Rongcan , Luo, Zhi , Luparello, Claudio , Lüscher, Bernhard , Luu, Luan , Lyakhovich, Alex , Lyamzaev, Konstantin G. , Lystad, Alf Håkon , Lytvynchuk, Lyubomyr , Alvin, C. H. , Ma, Ning-Fang, Ma, Quanhong , Ma, Xinliang , Ma, Yueyun , Ma, Zhenyi , MacDougald, Ormond A. , MacIntosh, Gustavo C. , Macleod, Kay F. , Maday, Sandra , Madeo, Frank , Madesh, Muniswamy , Madl, Tobias , Madrigal‐Matute, Julio , Maeda, Akiko, Maejima, Yasuhiro , Magariños, Marta , Mahavadi, Poornima , Maiani, Emiliano , Maiese, Kenneth , Maiti, Panchanan , Maiuri, Maria Chiara , Major, Michael Ben, Makareeva, Elena , Malik, Fayaz , Mallilankaraman, Karthik , Maloyan, Alina , Mammadova, Najiba, Man, Gene Chi Wai , Manai, Federico , Mancias, Joseph D. , Mandelkow, Eva‐Maria , Manfredi, Angelo A. , Manshian, Bella B. , Manzano, Raquel , Marchese, Chiara , Marchetti, Sandrine , Marcucci, F, Mardente, Stefania , Mareninova, Olga A. , Mari, Muriel , Marinelli, Sara , Mariño, Guillermo , Mariotto, Sofia , Martin, Alexandre , Martin, Katie R. , Martin, Sara L. , Martín‐Segura, Adrián , Martin-Burriel, Inmaculada, Martín-Rincón, Marcos , Martín‐Sanz, Paloma , Martinez, Aitor , Martı́nez, Ana , Martinez-Lopez, Nuria, Martínez‐Vicente, Marta , Martins, Daniel Oliveira , Martins, Joilson O. , Martins, Waleska K. , Martins-Marques, Tania, Marzetti, Emanuele , Masaldan, Shashank , Masclaux-Daubresse, Celine, Mashek, Douglas G. , Massa, Valentina , Massieu, Lourdes , Masyuk, Anatoliy I. , Masyuk, Tetyana V., Matheu, Ander , Matoba, Satoaki , Matsuzaki, Sachiko , Mattar, Pamela , Mattè, Alessandro , Mauriz, José L., Mauthe, Mario , Maycotte, Paola , Mayer, Johanna , Mazzoni, Cristina , Mazzulli, Joseph R. , McCarty, Nami , McGill, Mitchell R. , McKenna, Sharon L. , McLoughlin, Fionn , McNiven, Mark A., McWilliams, Thomas G. , Medeiros, Tania , Medina, Diego L., Megeney, Lynn A. , Megyeri, Klára , Mehrpour, Maryam , Mehta, Jawahar L. , Meijer, Alfred J., Mejlvang, Jakob , Meléndez, Alicia , Melk, Annette, Memişoğlu, Gönen , Mendes, A.F. , Meng, Delong , Meng, Fei, Mercier, A., Mergny, Jean‐Louis , Merkley, Seth D. , Meske, Volker, Mestre, Ana Cecilia, Metur, Shree Padma, Meyer, C., Meyer, Hemmo , Mi, Wenyi , Mialet‐Perez, Jeanne , Miao, Jun‐Ying, Micale, Lucia , Miki, Yasuo, Milan, Enrico , Milczarek, Małgorzata , Miller, Samuel I. , Millward, Steven W. , Mirzaei, Hamed, Mirzaei, Hamid Reza , Mirzaei, Mehdi , Mishra, Amit , Mishra, Nandita , Mishra, Paras Kumar, Misirkić, Maja , Misasi, Roberta, Misra, Amit , Misso, Gabriella , Mitchell, Claire H. , Mitou, Géraldine, Miura, Tetsuji , Miyazaki, Makoto, Miyazaki, Mitsunori , Miyazaki, Taiga , Miyazawa, Keisuke, Mizushima, Noboru , Mogensen, Trine H. , Mohammadinejad, Reza , Mohamud, Yasir , Mohanty, Abhishek , Möhlmann, Torsten , Moley, Kelle H. , Möller, Andreas, Mollereau, Bertrand , Mollinedo, Faustino, Montagna, Costanza , Monteiro, Mervyn J. , Montella, Andrea , Montes, L. Ruth , Montico, Barbara , Mony, Vinod K., Compagnoni, Giacomo Monzio , Moore, Michael N. , Moosavi, Mohammad Amin , Morales‐Álamo, David , Moratalla, Rosario , Moreira, Paula I. , Morelli, Elena , Moreno-Blas, Daniel , Morgan, Alwena H. , Morin, Fabrice , Morishita, Hideaki , Moriyama, Mariko , Moriyasu, Yuji, Morleo, Manuela , Morselli, Eugenia , Moruno-Manchon, Jose F. , Moscat, Jorge , Motori, Elisa , Moura, Andréa Felinto , Mrakovcic, Maria, Muciño-Hernández, Gabriel, Mukherjee, Anupam , Mukhopadhyay, Subhadip , Levy, Jean M. Mulcahy , Mulero, Victoriano, Muller, Sylviane, Münch, Christian , Muñoz-Cánoves, Pura, Muñoz‐Galdeano, Teresa , Murakawa, Tomokazu , Murphy, Brona M. , Murthy, Aditya, Myöhänen, Timo T. , Mysorekar, Indira U. , Mytych, Jennifer , Nabavi, Seyed Mohammad , Nagy, Péter , Nahimana, Aimable , Nakagawa, Ichiro, Nakamura, Ken , Nandi, Shyam Sundar , Nanjundan, Meera, Nanni, Monica , Napolitano, Gennaro , Narita, Masashi, Nassif, Melissa , Nathan, Ilana , Natsumeda, Manabu , Naudé, Ryno J., Naumann, Christin , Naveiras, Olaia , Navid, Fatemeh , Nawrocki, Steffan T., Nazarko, Taras Y. , Nazio, Francesca , Negoita, Florentina , Neill, Thomas , Neisch, Amanda L. , Netea, Mihai G. , Neubert, Patrick , Neumann, Dietbert , Neutzner, Albert , Newton, Phillip T. , Ney, Paul A., Ng, Charlene Cheuk Wing, Ng, T.B., Nguyen, Hang Thi Thu , Nguyen, Long T. , Ni, Hong-Min, Cheallaigh, Clíona Ní , Ni, Zhenhong , Nicolao, M. Celeste, Nicoli, Francesco , Nieto‐Díaz, Manuel , Niranjan, Rituraj , Nishimune, Hiroshi , Niso-Santano, Mireia, Nixon, Ralph A. , Nobili, Annalisa , Noda, Takeshi , Nogueira-Recalde, Uxía , Nombela, Iván , Novak, Ivana, Novoa, Beatriz , Nukina, Nobuyuki , Nussbaum-Krammer, Carmen, Nylandsted, Jesper , O’Donovan, Tracey R. , O’Leary, Seónadh M. , O’Rourke, Eyleen J. , O’Sullivan, Mary P. , O’Sullivan, Timothy E., Oddo, Salvatore , Oehme, Ina, Ogawa, Michinaga , Ogier‐Denis, Éric , Ögmundsdóttir, Margrét H. , Öğretmen, Besim , Oh, Goo Taeg , Oh, Seon‐Hee , Oh, Young J. , Ohama, Takashi, Ohashi, Yohei , Ohmuraya, Masaki, Oikonomou, Vasileios , Ojha, Rani , Okazawa, Hitoshi , Oku, M., Oliván, Sara , Oliveira, Jorge M.A. , Ollmann, Michael, Olzmann, James A. , Omari, Shakib , Önal, Gizem, Ondrej, Martin , Ong, Sang‐Bing , Onnis, Anna , Orellana, Juan , Orellana‐Muñoz, Sara , Ortega-Villaizán, María del Mar , Ortiz‐González, Xilma R. , Osiewacz, Heinz D. , Osman, Abdel‐Hamid K. , Otsu, Kinya, Ott, Christiane , Ou, Jing-hsiung James, Outeiro, Tiago F., Öztürk, Melek , Pagès, Gilles, Pahari, Susanta , Pajares, Marta, Pal, Rituraj, Paladino, Simona , Palmieri, Michela , Palmisano, Giuseppe , Pan, Qingjun , Pan, Xin , Panasyuk, Ganna , Pandey, Rahul , Pandey, Udai B., Pandya, Vrajesh , Paneni, Francesco , Pang, Shirley Yin-Yu, Papademetrio, Daniela L. , Papinski, Daniel, Papp, Diana , Park, Hwan Tae , Park, Ji-Man, Park, Jong‐In , Park, Junsoo, Park, Sang-Youel, Pasquier, Adrien , Pasquier, Benoit , Passos, João F. , Pastore, Nunzia , Patschan, Daniel , Pattingre, Sophie , Pedraza‐Alva, Gustavo , Pedraza-Chaverri, Jose, Pedrozo, Zully , Pei, Gang , Pei, Jianming , Peled-Zehavi, Hadas, Pellegrini, Joaquín Miguel , Pelletier, Joffrey , Peñalva, Miguel A., Peng, Di , Peng, Ying , Pennuto, Maria , Pentimalli, Francesca , Pereira, Cláudia MF, Pereira, Gustavo J.S. , Pereira, Lílian Cristina , Almeida, Luís Pereira de , Perera, Nirma D. , Pérez-Lara, Ángel, Pérez‐Oliva, Ana B. , Perl, András , Pestell, Richard G. , Petrache, I., Petrovski, Goran , Pfirrmann, Thorsten , Pfister, Astrid S., Pi, Huifeng , Pickrell, Alicia M. , Picot, Sandy, Pierantoni, Giovanna Maria , Pierre, Philippe , Pierrefite‐Carle, Valérie , Pierzynowska, Karolina , Pietruczuk, Mirosława , Pimentel-Muiños, Felipe X., Pinar, Mario , Pinheiro, Roberta Olmo , Pinkas‐Kramarski, Ronit , Pircs, Karolina , Piya, Sujan , Pizzo, Paola , Platta, Harald W. , Plomann, Markus , Pocock, Roger , Pöggeler, Stefanie , Pohl, Christian, Poirot, Marc , Poletti, Angelo , Ponpuak, Marisa , Popelka, Hana , Popova, Bilyana , Porta, Helena, Alcón, Soledad Porte , Portilla-Fernández, Eliana , Potts, Malia B. , Powers, Ted, Prahlad, Veena , Prajsnar, Tomasz K. , Praticò, Domenico , Prencipe, Rosaria, Priault, Muriel , Proikas‐Cezanne, Tassula , Puertollano, Rosa , Puglielli, Luigi, Pulinilkunnil, Thomas , Puri, Deepika , Puri, Rajat, Puyal, Julien , Qi, Yongmei , Quadrilatero, Joe , Quarleri, Jorge, Raben, Nina, Rabinowich, Hannah, Ragona, Debora, Rahmati, Marveh , Raia, Valeria, Raimundo, Nuno , Rajasekaran, Namakkal-Soorappan, Rao, Sriganesh Ramachandra , Rami, Abdelhaq, Ramírez‐Pardo, Ignacio , Ramsden, D. , Randow, Felix , Ranieri, Danilo , Rao, Hai , Rao, Rekha , Rathore, Sumit , Ratnayaka, J. Arjuna , Ratovitski, Edward A., Ravanan, Palaniyandi, Ravegnini, Gloria , Ray, Swapan K. , Rebecca, Vito, Reggiori, Fulvio , Reigada, David , Reiling, Jan H., Rein, Theo , Reipert, Siegfried , Rekha, Rokeya Sultana , Ren, Hongmei, Ren, Jun , Ren, Weichao , Renault, Tristan, Renga, Giorgia , Reue, Karen, Rewitz, Kim , Ramos, Bruna Ribeiro de Andrade , Riazuddin, S. Amer, Ribeiro‐Rodrigues, Teresa , Riccio, Victoria , Richardson, Des R. , Risbud, Makarand V. , Risueño, Ruth M. , Ritis, Konstantinos, Rizza, Salvatore , Rizzuto, Rosario , Roberts, Scott J. , Roberts, Luke D., Robinson, Katherine J. , Rocchi, Stéphane , Rodrigues, Tiago , Silva, Vagner Ramon Rodrigues , Rodriguez-Barrueco, Ruth, Rodríguez‐Henche, Nieves , Rogers, Robert S. , Rogov, Vladimir V., Rojo, Ana I. , Romanello, Vanina, Romani, Luigina , Romano, Alessandra , Romano, Patricia Silvia , Romeo-Guitart, David, Romero, Luís C. , Romero, Montserrat , Roney, Joseph C. , Rongo, Christopher , Rosenfeldt, Mathias T. , Rosenstiel, Philip , Rosenwald, Anne , Roth, Steven, Rouschop, Kasper M.A. , Roussel, Benoit D. , Roux, Sophie , Rovere–Querini, Patrizia, Roy, Ajit , Rozières, Aurore , Ruano, Diego , Rubtsova, Maria P. , Ruckdeschel, Klaus, Ruckenstuhl, Christoph , Rudolf, Emil, Rudolf, Rüdiger, Ruggieri, Alessandra , Ruparelia, Avnika A. , Rusmini, P. , Russell, Ryan R., Russo, Gian Luigi , Russo, Maria , Russo, Rossella , Ryabaya, O. O. , Sabater-Arcis, María , Sacher, M, Sachse, Carsten , Sadhu, Abhishek , Säftig, Paul , Sahebkar, Amirhossein, Şahin, Mustafa , Şahin, Özgür , Saito, Nayuta , Saito, Tsunenori , Sakai, Yasuyoshi , Sakamaki, Jun-Ichi , Saksela, Kalle , Salazar, Gloria , Salazar-Degracia, Anna, Salekdeh, Ghasem Hosseini , Saluja, Ashok K. , Sampaio‐Marques, Belém , Sánchez, Marı́a C. , Sánchez-Alcázar, José A., Sanchez‐Vera, Victoria , Sancho‐Shimizu, Vanessa , Santambrogio, Laura , Santana, Magda M., Santoni, G, Sanz, Alberto , Saran, Shweta , Sardiello, Marco, Sargeant, Timothy J. , Sarin, Apurva , Sarkar, Chinmoy, Sarkar, Sovan , Sarrias, Maria-Rosa, Sarkar, Surajit , Sarmah, Dipanka Tanu, Sarparanta, J. , Sathyanarayan, Aishwarya , Ranganayaki, S. , Scaglione, K. Matthew , Scatozza, Francesca , Schafer, Zachary T. , Schaible, Ulrich E., Schapira, Anthony H.V. , Scharl, Michael , Schein, Catherine H. , Schiaffino, Maria Vittoria , Schiappacassi, Mónica , Schindl, Rainer , Schlattner, Uwe , Schmidt, Oliver, Schmitt, Roland , Schmidt, Stephen D., Schmitz, Ingo , Schmukler, Eran, Schneider, Anja , Schneider, Bianca E. , Schober, Romana , Schoijet, Alejandra C. , Schramm, M., Schröder, Bernd , Schuh, Kai , Schüller, Christoph , Schulze, Ryan J. , Schürmanns, Lea , Schwamborn, Jens C. , Schwarten, Melanie , Scott, Melanie J. , Scotto, Kathleen W., Scrima, Andrea , Scrivo, Aurora , Sebastián, David , Sebti, Salwa , Sedej, Simon , Segev, Nava , Seglen, Per O., Selleck, Scott B. , Selsby, Joshua, Sendtner, Michael , Şentürk, Şerif , Seranova, Elena, Sergi, Consolato M., Serra-Moreno, Ruth , Sesaki, Hiromi , Settembre, Carmine, Setty, Subba Rao Gangi , Sgarbi, Gianluca , Sha, Ou , Shacka, John J., Shah, Javeed A. , Shang, Dantong, Shao, Feng, Sharbati, Soroush , Sharkey, Lisa M. , Sharma, Dipali , Sharma, Gaurav, Sharma, Kulbhushan , Sharma, Pawan , Sharma, Surendra, Shen, Han‐Ming , Shen, Hongtao , Shen, Jiangang , Shen, Ming , Shen, Weili , Shen, Zheni, Sheng, Rui , Sheng, Zu-Hang, Shi, Jianjian , Shi, Ying–Hong , Shiba‐Fukushima, Kahori, Shieh, Jeng‐Jer , Shimada, Yohta , Shimizu, Shigeomi, Shimozawa, Makoto , Shintani, Takahiro , Shoemaker, Christopher J. , Shojaei, Shahla, Shoji, Ikuo , Shravage, Bhupendra V. , Shridhar, Viji, Shu, Chih‐Wen , Shu, Hong-Bing, Shui, Ke, Shukla, Arvind Kumar , Shutt, Timothy E. , Sica, Valentina , Siddiqui, Aleem , Sierra-Torre, Virginia, Signorelli, Santiago , Silva, Bruno Jorge de Andrade , Silva, Johnatas D. , Silva-Pavez, Eduardo , Silvente‐Poirot, Sandrine , Simmonds, Rachel E. , Singh, Anurag K. , Singh, Rajat Kumar , Singh, Shivendra V. , Singh, Shrawan Kumar , Singh, Sudha , Singh, Sunaina , Singh, Surinder Pal , Sinha, Debasish, Sinha, Rohit A. , Sinha, Sangita, Sirko, Agnieszka , Sivridis, Efthimios L., Skendros, Panagiotis , Sohn, Eun Jung , Sok, Sophia P. M. , Soldati, Thierry , Soler, Rosa M. , Somarelli, Jason A. , Sonawane, Avinash , Song, Fuyong, Song, Hyun Kyu , Song, Kunhua , Sorice, Maurizio , Soukas, Alexander A. , Soukup, Sandra‐Fausia , Sousa, Diana , Sousa, Nadia, Bharath, M. M. Srinivas , Clair, Daret St., Stagni, Venturina, Staiano, Leopoldo , Stankov, Metodi V. , Stathopulos, Peter B. , Stefan, Katja, Stefan, Sven Marcel , Stefanis, Leonidas, Steffan, Joan S. , Steinkasserer, Alexander , Stenmark, Harald, Sterneckert, Jared , Stevens, Craig , Storch, Stephan , Strappazzon, Flavie , Strohecker, Anne M. , Stupack, Dwayne G., Su, Huanxing , Su, Ling‐Yan , Suarez-Fontes, Ana Márcia , Subirada, Paula V., Sudhandiran, Ganapasam, Sue, Carolyn M. , Sui, Xinbing , Summers, Corey M., Sun, Guangchao , Sun, Zhongjie , Sunahara, Karen K. S. , Susztak, Katalin, Šutovský, Peter , Suzuki, Hidekazu , Sweeney, Gary , Symons, J. David , Sze, Stephen Cho Wing , Szewczyk, Nathaniel J. , Tabęcka-Łonczynska, Anna, Tabolacci, Claudio , Taegtmeyer, Heinrich, Tagaya, Mitsuo , Tai, Haoran , Tait, Stephen W. G., Takahashi, Yoshinori , Tam, Chit , Tam, Shing Yau , Tampellini, Davide , Tamura, Atsushi , Tan, Eng-King, Tan, Ya‐Qin , Tanaka, Masaki , Tang, Daolin , Tang, Jingfeng , Tang, Tie-Shan , Tao, Zhipeng , Taouis, Mohammed , Tavernarakis, Nektarios, Taylor, Allen, Teixeira, Natércia , Tekirdağ, Kumsal Ayşe, Tencomnao, Tewin , Tenreiro, Sandra , Tharaux, Pierre‐Louis , Thedieck, Kathrin , Thekkinghat, Arvind A. , Thinwa, Josephine , Thirumalaikumar, Venkatesh P. , Thomes, Paul G. , Thorburn, Andrew , Thum, Thomas, Thumm, Michael , Tian, Ling, Tichý, Aleš , Timmerman, Vincent , Titorenko, Vladimir I. , Toivonen, Janne M. , Tomaipitinca, Luana , Tomar, Dhanendra , Tomás‐Zapico, Cristina , Tomić, Sergej , Tong, Chao, Tong, Xin , Torgersen, Maria L., Torii, Satoru , Torres-López, Liliana , Torriglia, Alicia , Towers, Christina G. , Towns, Roberto, Tran, Quynh‐Giao , Travassos, Leonardo H. , Tremel, Shirley , Trougakos, Ioannis P., Tsao, Betty P. , Tse, Tak Fu, Tsvetkov, Andrey S. , Tumbarello, David A. , Tyler, Jessica K., Tyutereva, Elena V. , Uchiyama, Yasuo , Ugun‐Klusek, Aslihan , Uhlig, Holm H. , Ułamek-Kozioł, Marzena, Ulasov, Ilya V. , Umekawa, Midori, Ungermann, Christian , Urbe, Sylvie, Uribe-Carretero, Elisabet , Uversky, Vladimir N. , Vaccaro, María I. , Vahsen, Björn F. , Vakifahmetoglu-Norberg, Helin, Valdor, Rut , Valente, Maria João , Valko, Ayelén , Vallée, Richard, Valverde, Ángela M. , Berghe, Greet Van den, Veen, Stijn van der , Kaer, Luc Van , Loosdregt, Jorg van , Wijk, Sjoerd J. L. van , Vandenberghe, Wim , Vanhorebeek, Ilse , Vannier-Santos, Marcos A., Vannini, Nicola , Vanrell, M. Cristina, Vantaggiato, Chiara , Varela‐Nieto, Isabel , Varga, Máté , Vasconcelos, M. Helena , Vats, Somya , Vega-Rubín-de-Celis, Silvia , Velasco, Guillermo , Velázquez, Ariadna P., Vellai, Tibor , Vellenga, Edo , Verdier, Mireille , Verginis, Panayotis , Vergne, Isabelle , Verkade, Paul , Verma, Manish , Verstreken, Patrik , Vervliet, Tim , Vervoorts, Jörg , Víctor, Víctor M., Vidoni, Chiara , Vieira, Otília V. , Vierstra, Richard D., Viganò, Sonia , Vihinen, Helena , Vijayan, Vinoy, Vila, Miquel , Villalba, José M., Villalobo, Antonio , Villarejo‐Zori, Beatriz , Vincent, Olivier , Vindis, Cécile , Viret, Christophe , Vocadlo, David J. , Voitsekhovskaja, Olga V. , Volonté, Cinzia , Volta, Mattia , Vomero, Marta , Haefen, Clarissa von, Vooijs, Marc , Voos, Wolfgang , Vučićević, Ljubica , Waguri, Satoshi , Waite, Kenrick A., Wakatsuki, Shuji , Walker, David W., Walker, Mark J. , Walter, Jochen, Wandosell, Francisco , Wang, Bo , Wang, Chao-Yung, Wang, Chen , Wang, Chenran, Wang, Chenwei , Wang, Cun-Yu, Wang, Fengming, Wang, Han, Wang, Hexiang , Wang, Hong‐Gang , Wang, Jianrong, Wang, Jigang , Wang, Jun-Dong , Wang, Kui , Wang, Lianrong, Wang, Liming , Wang, Maggie Haitian, Wang, Meiqing , Wang, Nanbu , Wang, Pengwei , Wang, Ping , Wang, Ping, Wang, Q., Wang, Qiong , Wang, Wentao , Wang, Xinnan, Wang, Xuejun , Wang, Yan, Wang, Yanchang , Wang, Yanzhuang , Wang, Yihua , Wang, Yu , Wang, Yuqi , Wang, Zhe, Wang, Zhenyu , Wang, Zhouguang , Watanabe, Eizo, Watchon, Maxinne , Wawrzyńska, Anna , Weaver, Timothy E., Węgrzyn, Grzegorz, Wehman, Ann M. , Wei, Huafeng , Wei, Taotao , Wei, Yongjie, Weiergräber, Oliver H. , Weihl, Conrad C., Weindl, Günther , Weiskirchen, Ralf , Wen, Runxia H. , Werner, Antonia, Weykopf, Beatrice , Whitton, J. Lindsay , Wiktorska, Katarzyna , Wildenberg, Manon E. , Wileman, Tom, Wilkinson, Simon , Williams, Brett, Williams, Robin S. B. , Williamson, Peter R. , Wilson, Richard A. , Winsor, Nathaniel J. , Wodrich, Harald , Woehlbier, Ute , Wollert, Thomas , Wong, Richard W., Wong, Vincent Kam Wai , Wong, W. Wei-Lynn, Wu, Anguo , Wu, Kenneth K., Wu, Shan‐Ying , Wu, William Ka Kei , Wu, Shufang, Wu, Xiaoqing , Wu, Yao‐Wen , Wu, Yihua , Xavier, Ramnik J. , Xia, Hongguang , Xia, Lixin , Xia, Zhengyuan , Ge, Xiang , Xiang, Jin , Xiang, Mingliang , Xiang, Wei , Xiao, Guozhi , Xiao, Hengyi , Xiao, Hongtao , Xiao, Jian, Xiao, Lan , Xiao, Shi , Xiao, Yin , Xie, Baoming, Xie, Zhiping , Xie, Min , Xie, Yuxiang , Xie, Zhonglin, Xilouri, Maria , Xu, En , Xu, Jin‐Rong , Xu, Liang , Xu, Xiulong , Xue, Yu , Yakhine-Diop, Sokhna M. S. , Yamaguchi, Masamitsu , Yamamoto, Ai , Yamashina, Shunhei, Yan, Shengmin , Yan, Shian-Jang, Yan, Zhen , Yang, Chuanbin , Yang, Dun-Sheng, Yang, Huan , Yang, Huang-Tian, Yang, Hui , Yang, Jing , Yang, Jingyu , Yang, Ling , Liu, Yang , Yang, Ming , Yang, Seungwon, Yang, Shu , Yang, Shun-Fa , Yang, Wannian, Yang, Wei , Yang, Xiaoyong , Yang, Yi , Yao, Xiaoqiang , Yao, Yong-Gang , Yao, Yong-ming, Yasui, Takahiro , Yazdankhah, Meysam, Yi, Cong , Yin, Xiao-Ming , Yin, Yanhai , Yin, Zhangyuan , Yin, Ziyi , Ying, Meidan , Ying, Zheng, Yip, Calvin K. , Yiu, Stephanie Pei Tung , Yoo, Young Hyun , Yoshimori, Tamotsu, Yousefi, Bahman, Yu, Boxuan , Yu, Haiyang , Yu, Jun, Li, Yu , Yu, Ming‐Lung , Yu, Seong-Woon, Yu, Victor C. , Yu, Zhengping, Yuan, Junying , Yuan, Ling‐Qing , Yuan, Shilin , Yuan, Yanggang , Yuan, Zengqiang , Yue, Jianbo , Yue, Zhenyu , Yung, Raymond , Zacks, David, Zaffagnini, Gabriele , Zambelli, Vanessa O. , Zanella, Isabella , Zang, Qun S. , Zanivan, Sara , Zappavigna, Silvia , Zaragoza, P. , Zarbalis, Konstantinos S., Zarebkohan, Amir , Zarrouk, Amira , Zeitlin, Scott, Zeng, Jialiu , Zeng, Judeng , Žerovnik, Eva , Zhan, Lixuan , Zhang, Donna D., Zhang, Hong , Zhang, Honghe , Zhang, Huafeng , Zhang, Huaye, Zhang, Huiling , Zhang, Jianbin , Zhang, Jingpu , Zhang, Kalin Yanbo , Zhang, Leshuai W. , Zhang, Lu , Zhang, Luoying , Zhang, Menghuan, Zhang, Peng , Zhang, Sheng , Zhang, Xiangnan, Zhang, Xiao-Wei, Zhang, Xiaolei , Zhang, Xiaoyan , Zhang, Xin , Zhang, Xinxin , Zhang, Yang, Zhang, Yi , Zhang, Yingdong , Zhang, Yuanyuan , Zhang, Yuchen , Zhang, Zhe , Zhang, Zhibing , Zhang, Zili , Zhao, Haobin, Zhao, Lei , Zhao, Shuang , Zhao, Tongbiao , Zhao, Ying, Zhao, Yongchao , Zhao, Yongliang , Zhao, Yuting , Zheng, Guoping , Zheng, Kai, Zheng, Ling , Zheng, Shizhong , Zheng, Xi‐Long , Zheng, Zu‐Guo , Zhivotovsky, Boris, Zhong, Qing , Zhou, Ao, Zhou, Ben , Zhou, Cefan , Zhou, Gang , Zhou, Hongbo , Zhou, Kailiang, Zhou, Rongjia , Zhou, Yanshuang, Zhou, Yinghong , Zhou, Yubin , Zhou, Zhengyu, Zhou, Zhou , Zhu, Binglin , Zhu, Changlian , Zhu, Guo‐Qing , Zhu, Haining , Zhu, Hongxin, Zhu, Yanping , Zhu, Yushan , Zhuang, Haixia , Zhuang, Xiaohong , Zimmermann, Christine , Żołądek, Teresa , Zong, Wei‐Xing, Zorov, Dmitry B. , Zorzano, Antonio, Zou, Weiping, Zou, Zhen , Zou, Zhengzhi, Zuryn, Steven , Kenchappa, Chandra Shekar, Li, Zuguo , Lin, Yong , Sluimer, Judith C. , Stallings, Christina L. , Tong, Chun-Kit, Wang, Ping , Hu, Bo , Lee, Edward B. , Tse, Hung‐Fat , Suszták, Katalin , Lei, Yu Leo , Yu, M-L , Dai, Yun , Bartolome, Alberto , Brown, Rhoderick E , Passos, João F , Paneni, Francesco , Sahin, Özgür , Pereira de Almeida, Luis , Ren, Jun , Bornhauser, Beat , Kumar, Sharad , Sampaio-Marques, Belém , Ludovico, Paula , Luftig, Micah , Begun, Jakob , Krasnodembskaya, Anna D , Dafsari, Hormos Salimi , Chevet, Eric , Tse, Hung-Fat , Barmada, Sami , Ebrahimi-Fakhari, Darius , Cavadas, Claudia , Sue, Carolyn M , Cardenal-Muñoz, Elena , Lee, Edward B , Golebiewska, Anna , Calbet, Jose A L , Boya, Patricia , Maday, Sandra , Klionsky, Daniel J. , Abdelfatah, Sara , Abdoli, Asghar , Agarwal, Anupam , Ahmed, Zubair M. , Alcocer‐Gómez, Elísabet , Ali, Muhammad , Al‐Bari, Md. Abdul Alim , Aliwaini, Saeb H. , Alizadeh, Javad , Almacellas, Eugènia , Almasan, Alexandru , Alonso, G. , Altieri, Dario C. , Andersen, Stig Uggerhøj , Andrade-Silva, Magaiver , Angelini, Sabrina , Apostolova, Nadezda , Arasaki, Kohei , Araújo, Wagner L. , Arden, Catherine , Arimoto, Hirokazu , Armstrong-James, Darius P. H. , Pelloquin, Laetitia , Aschner, Michael , Ashrafizadeh, Milad , Autelli, Riccardo , Aveic, Sanja , Avin‐Wittenberg, Tamar , Ayton, Scott , Backues, Steven K. , Bae, Dong-Hun , Bae, Ok‐Nam , Baek, Ahruem , Baek, Seung‐Hoon , Baek, Sung Hee , Bai, Jie , Bai, Yidong , Baldari, Cosima T. , Balduini, Walter , Ballabio, Andrea , Banerjee, Sreeparna , Bao, Yan , Baptista, Maurı́cio S. , Barreto, George Emilio , Basagoudanavar, Suresh H. , Bast, Robert C. , Basu, Alakananda , Batoko, Henri , Batten, Isabella , Behrens, Georg M. N. , Bei, Roberto , Behl, Christian , Bello‐Morales, Raquel , Beltrán, Sebastián , Bergami, Matteo , Bergmann, Andreas , Berthoux, Lionel , Bhattacharya, Resham , Bhattacharyya, Shalmoli , Bhutia, Sujit Kumar , Bi, Lanrong , Birgisdottir, Åsa Birna , Bjørkøy, Geir , Blomgren, Klas , Boada-Romero, Emilio , Boesze‐Battaglia, Kathleen , Bonifacino, Juan S. , Boone, Brian A. , Borthakur, Gautam , Bosch, Jürgen , Bose, Santanu , Botana, Luis Miguel , Boulton, Michael E. , Bourdenx, Mathieu , Brackney, Doug E. , Brandts, Christian , Braun, Ralf J. , Braus, Gerhard H. , Bravo, Roberto , Brody, Steven L. , Brown, Carolyn Nicole , Brumell, John Hunter , Brunetti‐Pierri, Nicola , Buitrago‐Molina, Laura Elisa , Buraschi, Simone , Buch, Shilpa J. , Butturini, Elena , Cairó, Montserrat , Caldwell, Kim A. , Campbell‐Valois, François‐Xavier , Campello, Silvia , Campesi, Ilaria , Almeida, Danilo Cândido de , Canesi, Laura , Caraglia, Michele , Carchman, Evie H. , Carmona‐Gutiérrez, Didac , Carnevali, Oliana , Carrier, Lucie , Carroll, Bernadette , Carter, A. Brent , Casas, Caty , Castillo, Eliseo F. , Castro‐Caldas, Margarida , Castro‐Obregón, Susana , Catz, Sergio , Cayuela, María Luisa , Cecarini, Valentina , Cecconi, Francesco , Cenci, Simone , Ceperuelo‐Mallafré, Victòria , Cervia, Davide , Chae, Han–Jung , Chakrabarti, Oishee , Chan, Edmond Y. W., Chan, Edward D. , Chandra, Partha Kumar , Chang, Chih‐Peng , Chang, Chunmei , Chapman, Tracey , Chen, Guang‐Chao , Chen, Leilei , Chen, Lin , Chen, Quan , Chen, Ruey‐Hwa , Chen, Shi , Chen, Wei‐Qiang , Chen, Xu , Chen, Yu-Jen , Chen, Yujie , Chen, Zhi , Chen, Zhijian J. , Chen, Zhixiang , Cheng, Hanhua , Cheng, Jun , Cheng, Shi‐Yuan , Cheng, Wei Nee , Cheng, Xiaodong , Chen, Zhong , Cheong, Heesun , Chernyak, Boris V. , Chi, Richard J., Chiang, Aks , Chiarelli, Roberto , Chu, Charleen T. , Chung, Seockhoon , Cianfanelli, Valentina , Cifuentes, Mariana , Cirone, Mara , Clague, Michael J. , Cohen, Ehud , Cohen, Mickaël M. , Čolić, Miodrag J , Combaret, Lydie , Comincini, Sergio , Conte, Andrea, Conti, Fabrizio , Coppens, Isabelle , Corasaniti, Maria Tiziana , Corkery, Dale , Cordes, Nils , Cortese, Katia , Coto‐Montes, Ana M. , Crack, Peter John , Crespo, José L. , Cuadrado, Antonio , Cui, Jun , Cui, Yong , D’Arcangelo, Daniela , D’Lugos, Andrew C. , Dagda, Ruben Karim , Dagdas, Yasin , Daμμe, Markus , Dantuma, Nico P. , Darling, April L. , Dasarathy, Srinivasan , Daumke, Oliver , Davis, Tanja , Amicis, Francesca De , Felice, Francesca De , Franceschi, Lucia De , Milito, Angelo De , Nunzio, Cosimo De , Santi, Mauro De , Debnath, Jayanta , DeBosch, Brian J. , DeGregori, James V. , Rio, Gabriel del , Delbridge, Lea M.D. , Delpino, M. Victoria , Demarchi, Francesca , Dembitz, Vilma , Deng, Zhiqiang , Denton, Donna , Der, Channing J , Deretić, Vojo , Dhiman, Rohan , Bernardo, Diego di , Cristina, Manlio Di , Nardo, Alessia Di, Sano, Federica Di , Diallinas, George , Diaz-Araya, Guillermo, Đikić, Ivan , Ding, Wen‐Xing , Dini, Luciana , Dionne, Marc , Diwan, Abhinav , Dixon, Ian , Djavaheri‐Mergny, Mojgan , Dobrinski, Ina , Dobrovinskaya, Oxana R. , Dobrowolski, Radek , Dobson, Renwick C. J. , Donadelli, Massimo , Dong, Bo, Dötsch, Volker , Dou, Huan , Dridi, Sami , Du, Caigan , Du, Li‐Lin , Dubrovska, Anna , Dunlop, Elaine A. , Dwarakanath, Bilikere Srinivasa Rao , Eftekharpour, Eftekhar , Eichinger, Ludwig , Eissa, N. 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Autophagy | March 24, 2021 | Volume: 17 | Issue: 1 | Pages: 1-382
High-Dimensional and Single-Cell Transcriptome Analysis of AITL Tumor Microenvironment Reveals Gross Expansion of Novel Dysfunctional CD8+ T Cell Populations, Global Shift in B Cell Phenotypes
Pritchett, Joshua C. , Ansell, Stephen M. , Pritchett, Joshua , Yang, Zhi-Zhang , Kim, Hyojin , Villasboas, José C. , Feldman, Andrew L. , Cerhan, James R.
Blood | February 6, 2021 | Volume: 136 | Issue: Supplement 1 | Pages: 42-43
BACKGROUND: Angioimmunoblastic T cell lymphoma (AITL) has a unique histological profile comprised of a relatively small number of malignant CD4+ T-cells of TFH phenotype inter-mixed with an extensive infiltrate of multi-lineage immune cells. In our study, we have utilized mass cytometry, high-dimensional analysis, and single-cell transcriptome analysis to provide novel insights into the unique phenotypes that comprise this intra-tumoral microenvironment. We then extended this work to explore clinical associations including peripheral serum analysis of AITL patients and normal controls. To our knowledge, this represents the first such analysis of its kind in AITL. METHODS: We designed two novel CyTOF antibody (Ab) panels to identify and characterize cells of T, B, NK, monocyte and fDC lineages. Samples analyzed included a cohort of 25 biopsy specimens from 8 histologically confirmed AITL patients (5 lymph node (LN), 3 spleen (SP)) and 17 normal controls across key comparator immune tissue types (7 LN, 6 SP, 4 tonsil (TL)). Extensive high-dimensional analysis of CyTOF data was then performed to provide novel insights into key phenotypes and trends of malignant and non-malignant populations in AITL. We then performed CITE-Seq on control and AITL samples to gain further insight into the RNA transcriptome of key T cell populations at the cellular level. Finally, peripheral serum analysis of cytokines, soluble immune receptors, and ligands were then measured by multiplex ELISA from a separate cohort of 22 samples (5 AITL, 17 control) distinct from the individuals analyzed in the original high-dimensional study cohort. RESULTS: While the presence of "reactive" CD8+ populations is a known histologic hallmark of AITL, we describe the gross expansion of novel CD8+ populations with distinctive immunophenotypic features which have not previously been detailed in this malignancy. Using single-cell protein expression data from CyTOF, these expanded CD8+ populations can be broadly categorized as "effector memory" (CCR7-, CD45RO+, CD45RA-) and further characterized phenotypically by markers of progressive exhaustion, checkpoint inhibition, and terminal differentiation (PD1++, TIGIT++, ICOS+, TIM3+). Further analysis of the single-cell transcriptome from these expanded CD8+ populations via CITE-Seq revealed an expression signature consistent with dysfunction and limited cytotoxic activity (including significant down-regulation of granzyme, perforin, and IFN-g) when compared to benign and malignant controls. Interestingly, when compared to CD8+ populations of identical phenotype found in control tissues, these cells also featured marked upregulation of XCL2 and XCL1 in AITL. Additionally, global shifts in infiltrating CD19+ B cell phenotypes were seen in AITL, marked specifically by diminished expression of both CXCR5 and CD73. Finally, soluble PD-1 and other key immune molecules implicated in the expanded tumor microenvironment were found to be significantly increased in the peripheral serum of AITL patients compared to controls (1567.9 pg/mL (1109.3 S.E.) in AITL vs 29.79 (8.84 S.E.) in controls; P<0.0001). CONCLUSIONS: High-dimensional and single-cell transcriptome analysis of the AITL microenvironment yielded several novel insights which have not been previously described in this malignancy. Highlights include the gross expansion of distinct CD8+ populations - the majority of which are of an exhausted, dysfunctional phenotype featuring marked upregulation of XCL2 and XCL1 - and the global loss of CXCR5 and CD73 expression among AITL CD19+ B cell populations. Taken together, this suggests the presence of aberrant non-malignant immune subsets within the AITL microenvironment which may contribute to novel mechanisms of immune escape. Disclosures Cerhan: NanoString: Research Funding; BMS/Celgene: Research Funding. Ansell:Bristol Myers Squibb: Research Funding; ADC Therapeutics: Research Funding; Seattle Genetics: Research Funding; Regeneron: Research Funding; Affimed: Research Funding; AI Therapeutics: Research Funding; Trillium: Research Funding; Takeda: Research Funding.
Pre-Existing T Cell Subsets Determine Anti-PD1 Blockade Response in Richter's Transformation
Yang, Lu , Secreto, Charla, Ansell, Stephen M. , Wang, Lili , Iyer, Prajish Sundaram , Yang, Zhi-Zhang , Sinha, Sutapa , Kay, Neil E. , Ding, Wei , Kim, Hyojin
Blood | November 4, 2020 | Volume: 136 | Issue: Supplement 1 | Pages: 42-43
Despite recent developments in the therapy of chronic lymphocytic leukemia (CLL), Richter's transformation (RT), an aggressive lymphoma, remains a clinical challenge. Immune checkpoint inhibitor (ICI) therapy has shown promise in selective lymphoma types, however, only 30-40% RT patients respond to anti-PD1 pembrolizumab; while the underlying CLL failed to respond and 10% CLL patients progress rapidly within 2 months of treatment. Studies indicate pre-existing T cells in tumor biopsies are associated with a greater anti-PD1 response, hence we hypothesized that pre-existing T cell subset characteristics and regulation in anti-PD1 responders differed from those who progressed in CLL. We used mass cytometry (CyTOF) to analyze T cell subsets isolated from peripheral blood mononuclear cells (PBMCs) from 19 patients with who received pembrolizumab as a single agent. PBMCs were obtained baseline(pre-therapy) and within 3 months of therapy initiation. Among this cohort, 3 patients had complete or partial response (responders), 2 patients had rapid disease progression (progressors) (Fig. A), and 14 had stable disease (non-responders) within the first 3 months of therapy. CyTOF analysis revealed that Treg subsets in responders as compared with progressors or non-responders (MFI -55 vs.30, p=0.001) at both baseline and post-therapy were increased (Fig. B). This quantitative analysis indicated an existing difference in Tregs and distinct molecular dynamic changes in response to pembrolizumab between responders and progressors. To delineate the T cell characteristics in progressors and responders, we performed single-cell RNA-seq (SC-RNA-seq; 10X Genomics platform) using T (CD3+) cells enriched from PBMCs derived from three patients (1 responder: RS2; 2 progressors: CLL14, CLL17) before and after treatment. A total of ~10000 cells were captured and an average of 1215 genes was detected per cell. Using a clustering approach (Seurat V3.1.5), we identified 7 T cell clusters based on transcriptional signature (Fig.C). Responders had a larger fraction of Tregs (Cluster 5) as compared with progressors (p=0.03, Fig. D), and these Tregs showed an IFN-related gene signature (Fig. E). To determine any changes in the cellular circuitry in Tregs between responders and progressors, we used FOXP3, CD25, and CD127 as markers for Tregs in our SC-RNA-seq data. We saw a greater expression of FOXP3, CD25, CD127, in RS2 in comparison to CLL17 and CLL14. Gene set enrichment analysis (GSEA) revealed the upregulation of genes involved in lymphocyte activation and FOXP3-regulated Treg development-related pathways in the responder's Tregs (Fig.F). Together, the greater expression of genes involved in Treg activation may reduce the suppressive functions of Tregs, which led to the response to anti-PD1 treatment seen in RS2 consistent with Tregs in melanoma. To delineate any state changes in T cells between progressors and responder, we performed trajectory analysis using Monocle (R package tool) and identified enrichment of MYC/TNF/IFNG gene signature in state 1 and an effector T signature in state 3 For RS2 after treatment (p=0.003), indicating pembrolizumab induced proliferative and functional T cell signatures in the responder only. Further, our single-cell results were supported by the T cell receptor (TCR beta) repertoire analysis (Adaptive Biotechnology). As an inverse measure of TCR diversity, productive TCR clonality in CLL14 and CLL17 samples was 0.638 and 0.408 at baseline, respectively. Fifty percent of all peripheral blood T cells were represented by one large TCR clone in CLL14(progressor) suggesting tumor related T-cell clone expansion. In contrast, RS2(responder) contained a profile of diverse T cell clones with a clonality of 0.027 (Fig. H). Pembrolizumab therapy did not change the clonality of the three patients during the treatment course (data not shown). In summary, we identified enriched Treg signatures delineating responders from progressors on pembrolizumab treatment, paradoxical to the current understanding of T cell subsets in solid tumors. However, these data are consistent with the recent observation that the presence of Tregs suggests a better prognosis in Hodgkin lymphoma, Follicular lymphoma, and other hematological malignancies. Figure 1 Disclosures Kay: Pharmacyclics: Membership on an entity's Board of Directors or advisory committees, Research Funding; Oncotracker: Membership on an entity's Board of Directors or advisory committees; Rigel: Membership on an entity's Board of Directors or advisory committees; Juno Theraputics: Membership on an entity's Board of Directors or advisory committees; Agios Pharma: Membership on an entity's Board of Directors or advisory committees; Cytomx: Membership on an entity's Board of Directors or advisory committees; Astra Zeneca: Membership on an entity's Board of Directors or advisory committees; Morpho-sys: Membership on an entity's Board of Directors or advisory committees; Tolero Pharmaceuticals: Membership on an entity's Board of Directors or advisory committees, Research Funding; Bristol Meyer Squib: Membership on an entity's Board of Directors or advisory committees, Research Funding; Acerta Pharma: Research Funding; Sunesis: Research Funding; Dava Oncology: Membership on an entity's Board of Directors or advisory committees; Abbvie: Research Funding; MEI Pharma: Research Funding. Ansell:AI Therapeutics: Research Funding; Takeda: Research Funding; Trillium: Research Funding; Affimed: Research Funding; Bristol Myers Squibb: Research Funding; Regeneron: Research Funding; Seattle Genetics: Research Funding; ADC Therapeutics: Research Funding. Ding:Astra Zeneca: Research Funding; Abbvie: Research Funding; Octapharma: Membership on an entity's Board of Directors or advisory committees; MEI Pharma: Membership on an entity's Board of Directors or advisory committees; alexion: Membership on an entity's Board of Directors or advisory committees; Beigene: Membership on an entity's Board of Directors or advisory committees; DTRM: Research Funding; Merck: Membership on an entity's Board of Directors or advisory committees, Research Funding. OffLabel Disclosure: pembrolizumab
Global Transcriptional States of Follicular Lymphoma B Cells Highlight Distinct Groups of Tumor Identity Associated with Somatic Alterations and Tumor Microenvironment
Wenzl, Kerstin , Hopper, Melissa A. , Sarangi, Vivekananda , Ansell, Stephen M. , King, Rebecca L. , Novak, Anne J. , Krull, Jordan E. , Manske, Michelle K. , Larson, Melissa C. , Maurer, Matthew J. , Yang, Zhi-Zhang , Rimsza, Lisa M. , Link, Brian K. , Habermann, Thomas M. , Cerhan, James R.
Blood | November 4, 2020 | Volume: 136 | Issue: Supplement 1 | Pages: 21-22
Background: Follicular Lymphoma (FL) is the second most common non-Hodgkin lymphoma and presents with significant clinical, cellular, molecular, and genetic heterogeneity. Despite the name and defining microanatomic location, the genetic and molecular identity and pathogenesis of the FL tumor cell is largely uncharacterized. Prior clinical and molecular classifications of FL have been primarily driven by pathologic classification (Grade 1-3b), genetic classification (M7-FLIPI), or gene expression profiling (IR-1/2). Using a unique cohort of 93 FL tumors, we have explored the transcriptomic signature of purified FL B cells, along with their matched whole tumor, and identified unique molecular subsets which are defined by distinct pathway activation, immune content, and genomic signatures identified through whole exome sequencing (WES). Methods: Frozen tumor biopsies from 93 untreated FL (Grade 1-3b) patients enrolled in the University of Iowa/Mayo Clinic Lymphoma SPORE were used for the study. DNA was isolated from whole tumor cell suspensions and RNA was isolated from both whole tumor and B cell enriched cell suspensions. RNA sequencing (RNAseq) and WES was performed in the Mayo Clinic Genome Analysis Core. RNAseq and WES data were processed using the Mayo Clinic standard pipeline and novel driver genes were identified using 20/20+ driver analysis. Copy number variants were identified using GISTIC 2.0. NMF clustering and single sample gene set testing, for B cell lineage and tumor microenvironment (TME) signatures, was performed in R using the NMF and SingScore packages. Results: NMF consensus clustering of FL B cell RNAseq data identified two distinct subsets, C1 (n=32) and C2 (n=57). Clinically, C1 was associated with being FL grade 3 (p<0.001) and more aggressive therapy (e.g. immunochemotherapy) at diagnosis while other clinical factors were similar between the groups. To determine the biologic underpinnings that drove the NMF analysis, the top NMF metagenes were incorporated (n=389 for C1 and n=293 for C2) for GO analysis. Among those genes were AICDA, IRF4, and EZH2 in C1, and BCL2 in C2. Additionally, we identified significant gene set enrichment with NMF metagenes and calculated differential gene set expression comparing C1, C2, and normal B cells (n=5). Together, these analyses suggest C1 displays significantly (p<0.05) enhanced DNA replication and metabolic activity, whereas C2 displays significantly enhanced cytoskeleton rearrangement, repressed inflammatory cytokine signaling, and NF-kB activity. Based on recent scRNAseq data suggesting that FL derives from distinct germinal center B cells, the B lineage difference between C1 and C2 was explored. Both subgroups were heterogeneous for dark (DZ), intermediate (INT), light (LZ) zones, and plasmablast (PBL) gene signatures. When compared to benign B cell samples, C1 was enriched for a pre-PBL (p<0.01), and C2 for an INT phenotype related to a LZ signature (p<0.01). To define if a genomic signature was associated with C1 and C2, mutations and copy number variants (>5% frequency) were examined. TNFAIP3, TP53, and BCL6 alterations were enriched in C1 samples, whereas C2 associated with alterations in BCL2, KMT2D, CREBBP, REL, and MYC. Finally, B cell clusters were analyzed for TME signatures. C1 samples displayed significant enrichment of macrophage, cytotoxic cell, gamma-delta-Tcell, and endothelial cell TME elements (p<0.05) consistent with an inflamed/hot tumor. In contrast, C2 samples exhibited significantly lower signatures (p<0.05) in all entities except for the fibroblast signature, compared to C1 and normal, consistent with an immune desert phenotype. Conclusion: Our results suggest that B cells from FL patients display two distinct transcriptomic signatures. C1 identifies an immunologically active tumor, driven by TNFAIP3 alterations, with pre-PBL characteristics, DNA replication and repair, inflammatory cytokine secretion/signaling, and hyper-metabolic characteristics. C2 identifies an immunologically quiet tumor, driven by alterations in BCL2 and chromatin modifiers, with an intermediate GC phenotype, repressed cytokine signaling, and active cell cycle progression and cytoskeleton rearrangement. This study improves our understanding of the mechanisms driving FL tumors and motivates further investigation into the relationship between tumor intrinsic factors that may influence the TME. Disclosures Maurer: Morphosys: Membership on an entity's Board of Directors or advisory committees; Kite: Membership on an entity's Board of Directors or advisory committees; Pfizer: Membership on an entity's Board of Directors or advisory committees; Nanostring: Research Funding; Celgene / BMS: Research Funding. Ansell:ADC Therapeutics: Research Funding; Trillium: Research Funding; Affimed: Research Funding; Regeneron: Research Funding; AI Therapeutics: Research Funding; Takeda: Research Funding; Seattle Genetics: Research Funding; Bristol Myers Squibb: Research Funding. Cerhan:NanoString: Research Funding; BMS/Celgene: Research Funding. Novak:Celgene/BMS: Research Funding.
High Dimensional Tissue-Based Spatial Analysis of the Tumor Microenvironment of Follicular Lymphoma Reveals Unique Immune Niches inside Malignant Follicles
Galkin, Ilia , Svekolkin, Viktor , Ovcharov, Pavel , Varlamova, Arina , Huet, Sarah , Tesson, Bruno , McGrath, Kaitlyn, Novak, Anne J. , Nowakowski, Grzegorz S. , Salles, Gilles , Ansell, Stephen M. , Salles, Gilles A , Villasboas, José C. , Mondello, Patrizia , Famà, Angelo , Larson, Melissa C. , Feldman, Andrew L. , Yang, Zhi-Zhang , Postovalova, Ekaterina , Bagaev, Alexander , Slager, Susan L. , Syrbu, Sergei , Habermann, Thomas M. , Witzig, Thomas E. , Cerhan, James R.
Blood | November 4, 2020 | Volume: 136 | Issue: Supplement 1 | Pages: 17-18
Background The importance of the immune system in modulating the trajectory of lymphoma outcomes has been increasingly recognized. We recently showed that CD4+ cells are associated with clinical outcomes in a prospective cohort of almost 500 patients with follicular lymphoma (FL). Specifically, we showed that the absence of CD4+ cells inside follicles was independently associated with increased risk of early clinical failure. These data suggest that the composition, as well as the spatial distribution of immune cells within the tumor microenvironment (TME), play an important role in FL. To further define the architecture of the TME in FL we analyzed a FL tumor section using the Co-Detection by Indexing (CODEX) multiplex immunofluorescence system. Methods An 8-micron section from a formalin-fixed paraffin-embedded block containing a lymph node specimen from a patient with FL was stained with a cocktail of 15 CODEX antibodies. Five regions of interest (ROIs) were imaged using a 20X air objective. Images underwent single-cell segmentation using a Unet neural network, trained on manually segmented cells (Fig 1A). Cell type assignment was done after scaling marker expression and clustering using Phenograph. Each ROI was manually masked to indicate areas inside follicles (IF) and outside follicles (OF). Relative and absolute frequencies of cell types were calculated for each region. Cellular contacts were measured as number and types of cell-cell contacts within two cellular diameters. To identify proximity communities, we clustered cells based on number and type of neighboring masks using Phenograph. The number of cell types and cellular communities were calculated inside and outside follicles after adjustment for total IF and OF areas. The significance of cell contact was measured using a random permutation test. Results We identified 13 unique cell subsets (11 immune, 1 endothelial, 1 unclassified) in the TME of our FL section (Fig. 1A). The unique phenotype of each subset was confirmed using a dimensionality reduction tool (t-SNE). The global composition of the TME varied minimally across ROIs and consisted primarily of B cells, T cells, and macrophages subsets - in decreasing order of frequency. Higher spatial heterogeneity across ROIs was observed in the frequency of T cell subsets in comparison to B cells subsets. Inspecting the spatial distribution of T cell subsets (Fig. 1B), we observed that cytotoxic T cells were primarily located in OF areas, whereas CD4+ T cells were found in both IF and OF areas. Notably, the majority of CD4+ T cells inside the follicles expressed CD45RO (memory phenotype), while most of the CD4+ T cells outside the follicles did not. Statistical analysis of the spatial distribution of CD4+ memory T cell subsets confirmed a significant increase in their frequency inside follicles compared to outside (20.4% vs 11.2%, p < 0.001; Fig. 1D). Cell-cell contact analysis (Fig 1C) showed increased homotypic contact for all cell types. We also found a higher frequency of heterotypic contact between Ki-67+CD4+ memory T cells and Ki-67+ B cells. Pairwise analysis showed these findings were statistically significant, indicating these cells are organized in niches rather than randomly distributed across image. Analysis of cellular communities (Fig. 1C) identified 13 niches, named according to the most frequent type of cell-cell contact. All CD4+ memory T cell subsets were found to belong to the same neighborhood (CD4 Memory community). Analysis of the spatial distribution of this community confirmed that these niches were more frequently located inside follicles rather than outside (26.3±4% vs 0.004%, p < 0.001, Fig. 1D). Conclusions Analysis of the TME using CODEX provides insights on the complex composition and unique architecture of this FL case. Cells were organized in a pattern characterized by (1) high degree of homotypic contact and (2) increased heterotypic interaction between activated B cells and activated CD4+ memory T cells. Spatial analysis of both individual cell subsets and cellular neighborhoods demonstrate a statistically significant increase in CD4+ memory T cells inside malignant follicles. This emerging knowledge about the specific immune-architecture of FL adds mechanistic details to our initial observation around the prognostic value of the TME in this disease. These data support future studies using modulation of the TME as a therapeutic target in FL. Figure 1 Disclosures Galkin: BostonGene: Current Employment, Patents & Royalties. Svekolkin:BostonGene: Current Employment, Current equity holder in private company, Patents & Royalties. Postovalova:BostonGene: Current Employment, Current equity holder in private company. Bagaev:BostonGene: Current Employment, Current equity holder in private company, Patents & Royalties. Ovcharov:BostonGene: Current Employment, Current equity holder in private company, Patents & Royalties. Varlamova:BostonGene: Current Employment, Current equity holder in private company, Patents & Royalties. Novak:Celgene/BMS: Research Funding. Witzig:AbbVie: Consultancy; MorphSys: Consultancy; Incyte: Consultancy; Acerta: Research Funding; Karyopharm Therapeutics: Research Funding; Immune Design: Research Funding; Spectrum: Consultancy; Celgene: Consultancy, Research Funding. Nowakowski:Nanostrings: Research Funding; Seattle Genetics: Consultancy; Curis: Consultancy; Ryvu: Consultancy, Membership on an entity's Board of Directors or advisory committees, Other; Kymera: Consultancy; Denovo: Consultancy; Kite: Consultancy; Celgene/BMS: Consultancy, Research Funding; Roche: Consultancy, Research Funding; MorphoSys: Consultancy, Research Funding. Cerhan:BMS/Celgene: Research Funding; NanoString: Research Funding. Ansell:Trillium: Research Funding; Takeda: Research Funding; Regeneron: Research Funding; Affimed: Research Funding; Seattle Genetics: Research Funding; Bristol Myers Squibb: Research Funding; AI Therapeutics: Research Funding; ADC Therapeutics: Research Funding.