eRNAs Identify Immune Microenvironment Patterns and Provide a Novel Prognostic Tool in Acute Myeloid Leukemia

被引:2
作者
Jiang, Ziming [1 ,2 ]
Long, Junyu [3 ]
Deng, Kaige [3 ]
Zheng, Yongchang [3 ]
Chen, Miao [1 ]
机构
[1] Peking Union Med Coll & Chinese Acad Med Sci, Peking Union Med Coll, Dept Hematol, Beijing, Peoples R China
[2] Peking Union Med Coll & Chinese Acad Med Sci, 8 Year MD Program, Beijing, Peoples R China
[3] Chinese Acad Med Sci & Peking Union Med Coll, Dept Liver Surg, Peking Union Med Coll Hosp, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
acute myeloid leukemia; enhancer RNA; non-coding RNA; bone marrow microenvironment; immunotherapy; ICI therapy; prognosis; SIGNATURE; REVEALS; IDENTIFICATION; MACROPHAGE; LANDSCAPE; BLUEPRINT; T(8/21); UPDATE; ATLAS;
D O I
10.3389/fmolb.2022.877117
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Background: Enhancer RNAs (eRNAs) play an essential role in tumorigenesis as non-coding RNAs transcribed from enhancer regions. However, the landscape of eRNAs in acute myeloid leukemia (AML) and the potential roles of eRNAs in the tumor microenvironment (TME) remain unclear.Method: Gene expression data collected from The Cancer Genome Atlas (TCGA) project were combined with Histone ChIP-seq so as to reveal the comprehensive landscape of eRNAs. Single-sample gene set enrichment analysis algorithm (ssGSEA) and ESTIMATE were employed to enumerate immune cell infiltration and tumor purity.Results: Most prognostic eRNAs were enriched in immune-related pathways. Two distinct immune microenvironment patterns, the immune-active subtype and the immune-resistant subtype, were identified in AML. We further developed an eRNA-derived score (E-score) that could quantify immune microenvironment patterns and predict the response to immune checkpoint inhibitor (ICI) treatment. Finally, we established a prognostic nomogram combining E-score and other clinical features, which showed great discriminative power in both the training set [Harrell's concordance index (C index): 0.714 (0.651-0.777), p < 0.0001] and validation set [C index: 0.684 (0.614-0.755), p < 0.0001]. Calibration of the nomogram was also validated independently.Conclusion: In this study, we systematically understood the roles of eRNAs in regulating TME diversity and complexity. Moreover, our E-score model provided the first predictive model for ICI treatment in AML.
引用
收藏
页数:16
相关论文
共 65 条
[1]   BLUEPRINT to decode the epigenetic signature written in blood [J].
Adams, David ;
Altucci, Lucia ;
Antonarakis, Stylianos E. ;
Ballesteros, Juan ;
Beck, Stephan ;
Bird, Adrian ;
Bock, Christoph ;
Boehm, Bernhard ;
Campo, Elias ;
Caricasole, Andrea ;
Dahl, Fredrik ;
Dermitzakis, Emmanouil T. ;
Enver, Tariq ;
Esteller, Manel ;
Estivill, Xavier ;
Ferguson-Smith, Anne ;
Fitzgibbon, Jude ;
Flicek, Paul ;
Giehl, Claudia ;
Graf, Thomas ;
Grosveld, Frank ;
Guigo, Roderic ;
Gut, Ivo ;
Helin, Kristian ;
Jarvius, Jonas ;
Kueppers, Ralf ;
Lehrach, Hans ;
Lengauer, Thomas ;
Lernmark, Ake ;
Leslie, David ;
Loeffler, Markus ;
Macintyre, Elizabeth ;
Mai, Antonello ;
Martens, Joost H. A. ;
Minucci, Saverio ;
Ouwehand, Willem H. ;
Pelicci, Pier Giuseppe ;
Pendeville, Helene ;
Porse, Bo ;
Rakyan, Vardhman ;
Reik, Wolf ;
Schrappe, Martin ;
Schuebeler, Dirk ;
Seifert, Martin ;
Siebert, Reiner ;
Simmons, David ;
Soranzo, Nicole ;
Spicuglia, Salvatore ;
Stratton, Michael ;
Stunnenberg, Hendrik G. .
NATURE BIOTECHNOLOGY, 2012, 30 (03) :224-226
[2]   An atlas of active enhancers across human cell types and tissues [J].
Andersson, Robin ;
Gebhard, Claudia ;
Miguel-Escalada, Irene ;
Hoof, Ilka ;
Bornholdt, Jette ;
Boyd, Mette ;
Chen, Yun ;
Zhao, Xiaobei ;
Schmidl, Christian ;
Suzuki, Takahiro ;
Ntini, Evgenia ;
Arner, Erik ;
Valen, Eivind ;
Li, Kang ;
Schwarzfischer, Lucia ;
Glatz, Dagmar ;
Raithel, Johanna ;
Lilje, Berit ;
Rapin, Nicolas ;
Bagger, Frederik Otzen ;
Jorgensen, Mette ;
Andersen, Peter Refsing ;
Bertin, Nicolas ;
Rackham, Owen ;
Burroughs, A. Maxwell ;
Baillie, J. Kenneth ;
Ishizu, Yuri ;
Shimizu, Yuri ;
Furuhata, Erina ;
Maeda, Shiori ;
Negishi, Yutaka ;
Mungall, Christopher J. ;
Meehan, Terrence F. ;
Lassmann, Timo ;
Itoh, Masayoshi ;
Kawaji, Hideya ;
Kondo, Naoto ;
Kawai, Jun ;
Lennartsson, Andreas ;
Daub, Carsten O. ;
Heutink, Peter ;
Hume, David A. ;
Jensen, Torben Heick ;
Suzuki, Harukazu ;
Hayashizaki, Yoshihide ;
Mueller, Ferenc ;
Forrest, Alistair R. R. ;
Carninci, Piero ;
Rehli, Michael ;
Sandelin, Albin .
NATURE, 2014, 507 (7493) :455-+
[3]   Systematic RNA interference reveals that oncogenic KRAS-driven cancers require TBK1 [J].
Barbie, David A. ;
Tamayo, Pablo ;
Boehm, Jesse S. ;
Kim, So Young ;
Moody, Susan E. ;
Dunn, Ian F. ;
Schinzel, Anna C. ;
Sandy, Peter ;
Meylan, Etienne ;
Scholl, Claudia ;
Froehling, Stefan ;
Chan, Edmond M. ;
Sos, Martin L. ;
Michel, Kathrin ;
Mermel, Craig ;
Silver, Serena J. ;
Weir, Barbara A. ;
Reiling, Jan H. ;
Sheng, Qing ;
Gupta, Piyush B. ;
Wadlow, Raymond C. ;
Le, Hanh ;
Hoersch, Sebastian ;
Wittner, Ben S. ;
Ramaswamy, Sridhar ;
Livingston, David M. ;
Sabatini, David M. ;
Meyerson, Matthew ;
Thomas, Roman K. ;
Lander, Eric S. ;
Mesirov, Jill P. ;
Root, David E. ;
Gilliland, D. Gary ;
Jacks, Tyler ;
Hahn, William C. .
NATURE, 2009, 462 (7269) :108-U122
[4]   The CD300 molecules: an emerging family of regulators of the immune system [J].
Borrego, Francisco .
BLOOD, 2013, 121 (11) :1951-1960
[5]   S100 Proteins in Acute Myeloid Leukemia [J].
Brenner, Annette K. ;
Bruserud, Oystein .
NEOPLASIA, 2018, 20 (12) :1175-1186
[6]   Identification and Validation of an Immune-Related eRNA Prognostic Signature for Hepatocellular Carcinoma [J].
Cai, Shenglan ;
Hu, Xingwang ;
Chen, Ruochan ;
Zhang, Yiya .
FRONTIERS IN GENETICS, 2021, 12
[7]   annotatr: genomic regions in context [J].
Cavalcante, Raymond G. ;
Sartor, Maureen A. .
BIOINFORMATICS, 2017, 33 (15) :2381-2383
[8]   Pan-cancer Immunogenomic Analyses Reveal Genotype-Immunophenotype Relationships and Predictors of Response to Checkpoint Blockade [J].
Charoentong, Pornpimol ;
Finotello, Francesca ;
Angelova, Mihaela ;
Mayer, Clemens ;
Efremova, Mirjana ;
Rieder, Dietmar ;
Hackl, Hubert ;
Trajanoski, Zlatko .
CELL REPORTS, 2017, 18 (01) :248-262
[9]   A High-Resolution Map of Human Enhancer RNA Loci Characterizes Super-enhancer Activities in Cancer [J].
Chen, Han ;
Liang, Han .
CANCER CELL, 2020, 38 (05) :701-+
[10]   Efficacy, Safety, and Biomarkers of Response to Azacitidine and Nivolumab in Relapsed/Refractory Acute Myeloid Leukemia: A Nonrandomized, Open-Label, Phase II Study [J].
Daver, Naval ;
Garcia-Manero, Guillermo ;
Basu, Sreyashi ;
Boddu, Prajwal C. ;
Alfayez, Mansour ;
Cortes, Jorge E. ;
Konopleva, Marina ;
Ravandi-Kashani, Farhad ;
Jabbour, Elias ;
Kadia, Tapan ;
Nogueras-Gonzalez, Graciela M. ;
Ning, Jing ;
Pemmaraju, Naveen ;
DiNardo, Courtney D. ;
Andreeff, Michael ;
Pierce, Sherry A. ;
Gordon, Tauna ;
Kornblau, Steven M. ;
Flores, Wilmer ;
Alhamal, Zainab ;
Bueso-Ramos, Carlos ;
Jorgensen, Jeffrey L. ;
Patel, Keyur P. ;
Blando, Jorge ;
Allison, James P. ;
Sharma, Padmanee ;
Kantarjian, Hagop .
CANCER DISCOVERY, 2019, 9 (03) :370-383