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Abstract 5557: Patterns of oncogene co-expression at single cell resolution influence survival in diffuse large B-cell lymphoma

Background: Cancers often overexpress multiple clinically relevant oncogenes. However, it is not known if multiple oncogenes within a cancer combineuniquely in specific cellular sub-populations to influence clinical outcome.We studied this phenomenon using the prognostically relevantoncogenes MYC, B...

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Published in:Cancer research (Chicago, Ill.) Ill.), 2023-04, Vol.83 (7_Supplement), p.5557-5557
Main Authors: Hoppe, Michal M., Jaynes, Patrick, Fan, Shuangyi, Peng, Yanfen, Sridhar, Shruti, Hoang, Phuong Mai, Liu, Xin, de Mel, Sanjay, Poon, Limei, Chan, Esther, Lee, Joanne, Ong, Choon Kiat, Tang, Tiffany, Lim, Soon Thye, Nagarajan, Chandramouli, Grigoropoulos, Nicholas F., Tan, Soo-Yong, Hue, Susan Swee-Shan, Chang, Sheng-Tsung, Chuang, Shih-Sung, Li, Shaoying, Khoury, Joseph D., Choi, Hyungwon, Farinha, Pedro, Mottok, Anja, Scott, David W., Harris, Carl, Bottos, Alessia, Kumar, Gayatri, Kannan, Kasthuri, Gay, Laura J., Runge, Hendrik F., Moutsopoulos, Ilias, Mohorianu, Irina, Hodson, Daniel J., Lin, Yen-Chee, Chng, Wee-Joo, Ng, Siok-Bian, Tripodo, Claudio, Jeyasekharan, Anand D.
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container_end_page 5557
container_issue 7_Supplement
container_start_page 5557
container_title Cancer research (Chicago, Ill.)
container_volume 83
creator Hoppe, Michal M.
Jaynes, Patrick
Fan, Shuangyi
Peng, Yanfen
Sridhar, Shruti
Hoang, Phuong Mai
Liu, Xin
de Mel, Sanjay
Poon, Limei
Chan, Esther
Lee, Joanne
Ong, Choon Kiat
Tang, Tiffany
Lim, Soon Thye
Nagarajan, Chandramouli
Grigoropoulos, Nicholas F.
Tan, Soo-Yong
Hue, Susan Swee-Shan
Chang, Sheng-Tsung
Chuang, Shih-Sung
Li, Shaoying
Khoury, Joseph D.
Choi, Hyungwon
Farinha, Pedro
Mottok, Anja
Scott, David W.
Harris, Carl
Bottos, Alessia
Kumar, Gayatri
Kannan, Kasthuri
Gay, Laura J.
Runge, Hendrik F.
Moutsopoulos, Ilias
Mohorianu, Irina
Hodson, Daniel J.
Lin, Yen-Chee
Chng, Wee-Joo
Ng, Siok-Bian
Tripodo, Claudio
Jeyasekharan, Anand D.
description Background: Cancers often overexpress multiple clinically relevant oncogenes. However, it is not known if multiple oncogenes within a cancer combineuniquely in specific cellular sub-populations to influence clinical outcome.We studied this phenomenon using the prognostically relevantoncogenes MYC, BCL2 and BCL6 in Diffuse Large B-Cell Lymphoma(DLBCL). Methods: Quantitative multispectral imaging simultaneously measured oncogene co-expression at single-cell resolution in reactive lymphoid tissue (n=12)and four independent cohorts (n=409) of DLBCL. Mathematically derived co-expression phenotypes were evaluated in DLBCLs with immunohistochemistry (n=316) and nine DLBCL cohorts with gene expression data (n=3974). Bulk and single-cell RNA sequencing was performed on patient-derived B-cells with induced co-expression of MYC,BCL2 and BCL6. Results: Unlike in non-malignant lymphoid tissue where the co-expression of MYC, BCL2 and BCL6 in a B-cell is limited, DLBCLs show multiple permutations of oncogenic co-expression in malignant B-cells. The percentage of cells with a unique combination MYC+BCL2+BCL6-(M+2+6-) consistently predicts survival in contrast to that of other combinations (including M+2+6+). An estimated percentage of M+2+6-cells can be derived from any quantitative measurement of the component individual oncogenes, and correlates with survival in immunohistochemistry and gene expression datasets. Comparative transcriptomic analysis of DLBCLs and transformed patient-derived B-cells identifies cyclin D2 (CCND2) as a potential BCL6-repressedregulator of proliferation in the M+2+6- population. Conclusions: Unique patterns of oncogene co-expression at single-cell resolution affect clinical outcomes in DLBCL. Similar analyses evaluating oncogenic combinations at the cellular level may impact diagnostics and target discovery in other cancers. Citation Format: Michal M. Hoppe, Patrick Jaynes, Shuangyi Fan, Yanfen Peng, Shruti Sridhar, Phuong Mai Hoang, Xin Liu, Sanjay de Mel, Limei Poon, Esther Chan, Joanne Lee, Choon Kiat Ong, Tiffany Tang, Soon Thye Lim, Chandramouli Nagarajan, Nicholas F. Grigoropoulos, Soo-Yong Tan, Susan Swee-Shan Hue, Sheng-Tsung Chang, Shih-Sung Chuang, Shaoying Li, Joseph D. Khoury, Hyungwon Choi, Pedro Farinha, Anja Mottok, David W. Scott, Carl Harris, Alessia Bottos, Gayatri Kumar, Kasthuri Kannan, Laura J. Gay, Hendrik F. Runge, Ilias Moutsopoulos, Irina Mohorianu, Daniel J. Hodson, Yen-Chee Lin, Wee-Joo Chng, Siok-Bian Ng, Claudio Tr
doi_str_mv 10.1158/1538-7445.AM2023-5557
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However, it is not known if multiple oncogenes within a cancer combineuniquely in specific cellular sub-populations to influence clinical outcome.We studied this phenomenon using the prognostically relevantoncogenes MYC, BCL2 and BCL6 in Diffuse Large B-Cell Lymphoma(DLBCL). Methods: Quantitative multispectral imaging simultaneously measured oncogene co-expression at single-cell resolution in reactive lymphoid tissue (n=12)and four independent cohorts (n=409) of DLBCL. Mathematically derived co-expression phenotypes were evaluated in DLBCLs with immunohistochemistry (n=316) and nine DLBCL cohorts with gene expression data (n=3974). Bulk and single-cell RNA sequencing was performed on patient-derived B-cells with induced co-expression of MYC,BCL2 and BCL6. Results: Unlike in non-malignant lymphoid tissue where the co-expression of MYC, BCL2 and BCL6 in a B-cell is limited, DLBCLs show multiple permutations of oncogenic co-expression in malignant B-cells. The percentage of cells with a unique combination MYC+BCL2+BCL6-(M+2+6-) consistently predicts survival in contrast to that of other combinations (including M+2+6+). An estimated percentage of M+2+6-cells can be derived from any quantitative measurement of the component individual oncogenes, and correlates with survival in immunohistochemistry and gene expression datasets. Comparative transcriptomic analysis of DLBCLs and transformed patient-derived B-cells identifies cyclin D2 (CCND2) as a potential BCL6-repressedregulator of proliferation in the M+2+6- population. Conclusions: Unique patterns of oncogene co-expression at single-cell resolution affect clinical outcomes in DLBCL. Similar analyses evaluating oncogenic combinations at the cellular level may impact diagnostics and target discovery in other cancers. Citation Format: Michal M. Hoppe, Patrick Jaynes, Shuangyi Fan, Yanfen Peng, Shruti Sridhar, Phuong Mai Hoang, Xin Liu, Sanjay de Mel, Limei Poon, Esther Chan, Joanne Lee, Choon Kiat Ong, Tiffany Tang, Soon Thye Lim, Chandramouli Nagarajan, Nicholas F. Grigoropoulos, Soo-Yong Tan, Susan Swee-Shan Hue, Sheng-Tsung Chang, Shih-Sung Chuang, Shaoying Li, Joseph D. Khoury, Hyungwon Choi, Pedro Farinha, Anja Mottok, David W. Scott, Carl Harris, Alessia Bottos, Gayatri Kumar, Kasthuri Kannan, Laura J. Gay, Hendrik F. Runge, Ilias Moutsopoulos, Irina Mohorianu, Daniel J. Hodson, Yen-Chee Lin, Wee-Joo Chng, Siok-Bian Ng, Claudio Tripodo, Anand D. Jeyasekharan. Patterns of oncogene co-expression at single cell resolution influence survival in diffuse large B-cell lymphoma. [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 5557.</description><identifier>ISSN: 1538-7445</identifier><identifier>EISSN: 1538-7445</identifier><identifier>DOI: 10.1158/1538-7445.AM2023-5557</identifier><language>eng</language><ispartof>Cancer research (Chicago, Ill.), 2023-04, Vol.83 (7_Supplement), p.5557-5557</ispartof><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27923,27924</link.rule.ids></links><search><creatorcontrib>Hoppe, Michal M.</creatorcontrib><creatorcontrib>Jaynes, Patrick</creatorcontrib><creatorcontrib>Fan, Shuangyi</creatorcontrib><creatorcontrib>Peng, Yanfen</creatorcontrib><creatorcontrib>Sridhar, Shruti</creatorcontrib><creatorcontrib>Hoang, Phuong Mai</creatorcontrib><creatorcontrib>Liu, Xin</creatorcontrib><creatorcontrib>de Mel, Sanjay</creatorcontrib><creatorcontrib>Poon, Limei</creatorcontrib><creatorcontrib>Chan, Esther</creatorcontrib><creatorcontrib>Lee, Joanne</creatorcontrib><creatorcontrib>Ong, Choon Kiat</creatorcontrib><creatorcontrib>Tang, Tiffany</creatorcontrib><creatorcontrib>Lim, Soon Thye</creatorcontrib><creatorcontrib>Nagarajan, Chandramouli</creatorcontrib><creatorcontrib>Grigoropoulos, Nicholas F.</creatorcontrib><creatorcontrib>Tan, Soo-Yong</creatorcontrib><creatorcontrib>Hue, Susan Swee-Shan</creatorcontrib><creatorcontrib>Chang, Sheng-Tsung</creatorcontrib><creatorcontrib>Chuang, Shih-Sung</creatorcontrib><creatorcontrib>Li, Shaoying</creatorcontrib><creatorcontrib>Khoury, Joseph D.</creatorcontrib><creatorcontrib>Choi, Hyungwon</creatorcontrib><creatorcontrib>Farinha, Pedro</creatorcontrib><creatorcontrib>Mottok, Anja</creatorcontrib><creatorcontrib>Scott, David W.</creatorcontrib><creatorcontrib>Harris, Carl</creatorcontrib><creatorcontrib>Bottos, Alessia</creatorcontrib><creatorcontrib>Kumar, Gayatri</creatorcontrib><creatorcontrib>Kannan, Kasthuri</creatorcontrib><creatorcontrib>Gay, Laura J.</creatorcontrib><creatorcontrib>Runge, Hendrik F.</creatorcontrib><creatorcontrib>Moutsopoulos, Ilias</creatorcontrib><creatorcontrib>Mohorianu, Irina</creatorcontrib><creatorcontrib>Hodson, Daniel J.</creatorcontrib><creatorcontrib>Lin, Yen-Chee</creatorcontrib><creatorcontrib>Chng, Wee-Joo</creatorcontrib><creatorcontrib>Ng, Siok-Bian</creatorcontrib><creatorcontrib>Tripodo, Claudio</creatorcontrib><creatorcontrib>Jeyasekharan, Anand D.</creatorcontrib><title>Abstract 5557: Patterns of oncogene co-expression at single cell resolution influence survival in diffuse large B-cell lymphoma</title><title>Cancer research (Chicago, Ill.)</title><description>Background: Cancers often overexpress multiple clinically relevant oncogenes. However, it is not known if multiple oncogenes within a cancer combineuniquely in specific cellular sub-populations to influence clinical outcome.We studied this phenomenon using the prognostically relevantoncogenes MYC, BCL2 and BCL6 in Diffuse Large B-Cell Lymphoma(DLBCL). Methods: Quantitative multispectral imaging simultaneously measured oncogene co-expression at single-cell resolution in reactive lymphoid tissue (n=12)and four independent cohorts (n=409) of DLBCL. Mathematically derived co-expression phenotypes were evaluated in DLBCLs with immunohistochemistry (n=316) and nine DLBCL cohorts with gene expression data (n=3974). Bulk and single-cell RNA sequencing was performed on patient-derived B-cells with induced co-expression of MYC,BCL2 and BCL6. Results: Unlike in non-malignant lymphoid tissue where the co-expression of MYC, BCL2 and BCL6 in a B-cell is limited, DLBCLs show multiple permutations of oncogenic co-expression in malignant B-cells. The percentage of cells with a unique combination MYC+BCL2+BCL6-(M+2+6-) consistently predicts survival in contrast to that of other combinations (including M+2+6+). An estimated percentage of M+2+6-cells can be derived from any quantitative measurement of the component individual oncogenes, and correlates with survival in immunohistochemistry and gene expression datasets. Comparative transcriptomic analysis of DLBCLs and transformed patient-derived B-cells identifies cyclin D2 (CCND2) as a potential BCL6-repressedregulator of proliferation in the M+2+6- population. Conclusions: Unique patterns of oncogene co-expression at single-cell resolution affect clinical outcomes in DLBCL. Similar analyses evaluating oncogenic combinations at the cellular level may impact diagnostics and target discovery in other cancers. Citation Format: Michal M. Hoppe, Patrick Jaynes, Shuangyi Fan, Yanfen Peng, Shruti Sridhar, Phuong Mai Hoang, Xin Liu, Sanjay de Mel, Limei Poon, Esther Chan, Joanne Lee, Choon Kiat Ong, Tiffany Tang, Soon Thye Lim, Chandramouli Nagarajan, Nicholas F. Grigoropoulos, Soo-Yong Tan, Susan Swee-Shan Hue, Sheng-Tsung Chang, Shih-Sung Chuang, Shaoying Li, Joseph D. Khoury, Hyungwon Choi, Pedro Farinha, Anja Mottok, David W. Scott, Carl Harris, Alessia Bottos, Gayatri Kumar, Kasthuri Kannan, Laura J. Gay, Hendrik F. Runge, Ilias Moutsopoulos, Irina Mohorianu, Daniel J. Hodson, Yen-Chee Lin, Wee-Joo Chng, Siok-Bian Ng, Claudio Tripodo, Anand D. Jeyasekharan. Patterns of oncogene co-expression at single cell resolution influence survival in diffuse large B-cell lymphoma. [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 5557.</description><issn>1538-7445</issn><issn>1538-7445</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><recordid>eNqdj8FKAzEQQINYsLZ-gjA_kJp0G1q8Val4ETz0HmKcrJFssmSyxZ76625UxLOnGd7wYB5j11IspFSbG6maDV-vVmqxfVqKZcOVUuszNv3l53_2C3ZJ9C6EUFKoKTttX6hkYwtU6RaeTSmYI0FykKJNLUYEmzh-9BmJfIpgCpCPbRg5hgAjTmEo9eKjCwNGi0BDPviDCSOCV-_cQAjB5Bbhjn9Z4dj1b6kzczZxJhBe_cwZUw-7_f0jtzkRZXS6z74z-ail0LVW1xJdS_R3ra6PN__1PgHpo2Ae</recordid><startdate>20230404</startdate><enddate>20230404</enddate><creator>Hoppe, Michal M.</creator><creator>Jaynes, Patrick</creator><creator>Fan, Shuangyi</creator><creator>Peng, Yanfen</creator><creator>Sridhar, Shruti</creator><creator>Hoang, Phuong Mai</creator><creator>Liu, Xin</creator><creator>de Mel, Sanjay</creator><creator>Poon, Limei</creator><creator>Chan, Esther</creator><creator>Lee, Joanne</creator><creator>Ong, Choon Kiat</creator><creator>Tang, Tiffany</creator><creator>Lim, Soon Thye</creator><creator>Nagarajan, Chandramouli</creator><creator>Grigoropoulos, Nicholas F.</creator><creator>Tan, Soo-Yong</creator><creator>Hue, Susan Swee-Shan</creator><creator>Chang, Sheng-Tsung</creator><creator>Chuang, Shih-Sung</creator><creator>Li, Shaoying</creator><creator>Khoury, Joseph D.</creator><creator>Choi, Hyungwon</creator><creator>Farinha, Pedro</creator><creator>Mottok, Anja</creator><creator>Scott, David W.</creator><creator>Harris, Carl</creator><creator>Bottos, Alessia</creator><creator>Kumar, Gayatri</creator><creator>Kannan, Kasthuri</creator><creator>Gay, Laura J.</creator><creator>Runge, Hendrik F.</creator><creator>Moutsopoulos, Ilias</creator><creator>Mohorianu, Irina</creator><creator>Hodson, Daniel J.</creator><creator>Lin, Yen-Chee</creator><creator>Chng, Wee-Joo</creator><creator>Ng, Siok-Bian</creator><creator>Tripodo, Claudio</creator><creator>Jeyasekharan, Anand D.</creator><scope>AAYXX</scope><scope>CITATION</scope></search><sort><creationdate>20230404</creationdate><title>Abstract 5557: Patterns of oncogene co-expression at single cell resolution influence survival in diffuse large B-cell lymphoma</title><author>Hoppe, Michal M. ; Jaynes, Patrick ; Fan, Shuangyi ; Peng, Yanfen ; Sridhar, Shruti ; Hoang, Phuong Mai ; Liu, Xin ; de Mel, Sanjay ; Poon, Limei ; Chan, Esther ; Lee, Joanne ; Ong, Choon Kiat ; Tang, Tiffany ; Lim, Soon Thye ; Nagarajan, Chandramouli ; Grigoropoulos, Nicholas F. ; Tan, Soo-Yong ; Hue, Susan Swee-Shan ; Chang, Sheng-Tsung ; Chuang, Shih-Sung ; Li, Shaoying ; Khoury, Joseph D. ; Choi, Hyungwon ; Farinha, Pedro ; Mottok, Anja ; Scott, David W. ; Harris, Carl ; Bottos, Alessia ; Kumar, Gayatri ; Kannan, Kasthuri ; Gay, Laura J. ; Runge, Hendrik F. ; Moutsopoulos, Ilias ; Mohorianu, Irina ; Hodson, Daniel J. ; Lin, Yen-Chee ; Chng, Wee-Joo ; Ng, Siok-Bian ; Tripodo, Claudio ; Jeyasekharan, Anand D.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-crossref_primary_10_1158_1538_7445_AM2023_55573</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Hoppe, Michal M.</creatorcontrib><creatorcontrib>Jaynes, Patrick</creatorcontrib><creatorcontrib>Fan, Shuangyi</creatorcontrib><creatorcontrib>Peng, Yanfen</creatorcontrib><creatorcontrib>Sridhar, Shruti</creatorcontrib><creatorcontrib>Hoang, Phuong Mai</creatorcontrib><creatorcontrib>Liu, Xin</creatorcontrib><creatorcontrib>de Mel, Sanjay</creatorcontrib><creatorcontrib>Poon, Limei</creatorcontrib><creatorcontrib>Chan, Esther</creatorcontrib><creatorcontrib>Lee, Joanne</creatorcontrib><creatorcontrib>Ong, Choon Kiat</creatorcontrib><creatorcontrib>Tang, Tiffany</creatorcontrib><creatorcontrib>Lim, Soon Thye</creatorcontrib><creatorcontrib>Nagarajan, Chandramouli</creatorcontrib><creatorcontrib>Grigoropoulos, Nicholas F.</creatorcontrib><creatorcontrib>Tan, Soo-Yong</creatorcontrib><creatorcontrib>Hue, Susan Swee-Shan</creatorcontrib><creatorcontrib>Chang, Sheng-Tsung</creatorcontrib><creatorcontrib>Chuang, Shih-Sung</creatorcontrib><creatorcontrib>Li, Shaoying</creatorcontrib><creatorcontrib>Khoury, Joseph D.</creatorcontrib><creatorcontrib>Choi, Hyungwon</creatorcontrib><creatorcontrib>Farinha, Pedro</creatorcontrib><creatorcontrib>Mottok, Anja</creatorcontrib><creatorcontrib>Scott, David W.</creatorcontrib><creatorcontrib>Harris, Carl</creatorcontrib><creatorcontrib>Bottos, Alessia</creatorcontrib><creatorcontrib>Kumar, Gayatri</creatorcontrib><creatorcontrib>Kannan, Kasthuri</creatorcontrib><creatorcontrib>Gay, Laura J.</creatorcontrib><creatorcontrib>Runge, Hendrik F.</creatorcontrib><creatorcontrib>Moutsopoulos, Ilias</creatorcontrib><creatorcontrib>Mohorianu, Irina</creatorcontrib><creatorcontrib>Hodson, Daniel J.</creatorcontrib><creatorcontrib>Lin, Yen-Chee</creatorcontrib><creatorcontrib>Chng, Wee-Joo</creatorcontrib><creatorcontrib>Ng, Siok-Bian</creatorcontrib><creatorcontrib>Tripodo, Claudio</creatorcontrib><creatorcontrib>Jeyasekharan, Anand D.</creatorcontrib><collection>CrossRef</collection><jtitle>Cancer research (Chicago, Ill.)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Hoppe, Michal M.</au><au>Jaynes, Patrick</au><au>Fan, Shuangyi</au><au>Peng, Yanfen</au><au>Sridhar, Shruti</au><au>Hoang, Phuong Mai</au><au>Liu, Xin</au><au>de Mel, Sanjay</au><au>Poon, Limei</au><au>Chan, Esther</au><au>Lee, Joanne</au><au>Ong, Choon Kiat</au><au>Tang, Tiffany</au><au>Lim, Soon Thye</au><au>Nagarajan, Chandramouli</au><au>Grigoropoulos, Nicholas F.</au><au>Tan, Soo-Yong</au><au>Hue, Susan Swee-Shan</au><au>Chang, Sheng-Tsung</au><au>Chuang, Shih-Sung</au><au>Li, Shaoying</au><au>Khoury, Joseph D.</au><au>Choi, Hyungwon</au><au>Farinha, Pedro</au><au>Mottok, Anja</au><au>Scott, David W.</au><au>Harris, Carl</au><au>Bottos, Alessia</au><au>Kumar, Gayatri</au><au>Kannan, Kasthuri</au><au>Gay, Laura J.</au><au>Runge, Hendrik F.</au><au>Moutsopoulos, Ilias</au><au>Mohorianu, Irina</au><au>Hodson, Daniel J.</au><au>Lin, Yen-Chee</au><au>Chng, Wee-Joo</au><au>Ng, Siok-Bian</au><au>Tripodo, Claudio</au><au>Jeyasekharan, Anand D.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Abstract 5557: Patterns of oncogene co-expression at single cell resolution influence survival in diffuse large B-cell lymphoma</atitle><jtitle>Cancer research (Chicago, Ill.)</jtitle><date>2023-04-04</date><risdate>2023</risdate><volume>83</volume><issue>7_Supplement</issue><spage>5557</spage><epage>5557</epage><pages>5557-5557</pages><issn>1538-7445</issn><eissn>1538-7445</eissn><abstract>Background: Cancers often overexpress multiple clinically relevant oncogenes. However, it is not known if multiple oncogenes within a cancer combineuniquely in specific cellular sub-populations to influence clinical outcome.We studied this phenomenon using the prognostically relevantoncogenes MYC, BCL2 and BCL6 in Diffuse Large B-Cell Lymphoma(DLBCL). Methods: Quantitative multispectral imaging simultaneously measured oncogene co-expression at single-cell resolution in reactive lymphoid tissue (n=12)and four independent cohorts (n=409) of DLBCL. Mathematically derived co-expression phenotypes were evaluated in DLBCLs with immunohistochemistry (n=316) and nine DLBCL cohorts with gene expression data (n=3974). Bulk and single-cell RNA sequencing was performed on patient-derived B-cells with induced co-expression of MYC,BCL2 and BCL6. Results: Unlike in non-malignant lymphoid tissue where the co-expression of MYC, BCL2 and BCL6 in a B-cell is limited, DLBCLs show multiple permutations of oncogenic co-expression in malignant B-cells. The percentage of cells with a unique combination MYC+BCL2+BCL6-(M+2+6-) consistently predicts survival in contrast to that of other combinations (including M+2+6+). An estimated percentage of M+2+6-cells can be derived from any quantitative measurement of the component individual oncogenes, and correlates with survival in immunohistochemistry and gene expression datasets. Comparative transcriptomic analysis of DLBCLs and transformed patient-derived B-cells identifies cyclin D2 (CCND2) as a potential BCL6-repressedregulator of proliferation in the M+2+6- population. Conclusions: Unique patterns of oncogene co-expression at single-cell resolution affect clinical outcomes in DLBCL. Similar analyses evaluating oncogenic combinations at the cellular level may impact diagnostics and target discovery in other cancers. Citation Format: Michal M. Hoppe, Patrick Jaynes, Shuangyi Fan, Yanfen Peng, Shruti Sridhar, Phuong Mai Hoang, Xin Liu, Sanjay de Mel, Limei Poon, Esther Chan, Joanne Lee, Choon Kiat Ong, Tiffany Tang, Soon Thye Lim, Chandramouli Nagarajan, Nicholas F. Grigoropoulos, Soo-Yong Tan, Susan Swee-Shan Hue, Sheng-Tsung Chang, Shih-Sung Chuang, Shaoying Li, Joseph D. Khoury, Hyungwon Choi, Pedro Farinha, Anja Mottok, David W. Scott, Carl Harris, Alessia Bottos, Gayatri Kumar, Kasthuri Kannan, Laura J. Gay, Hendrik F. Runge, Ilias Moutsopoulos, Irina Mohorianu, Daniel J. Hodson, Yen-Chee Lin, Wee-Joo Chng, Siok-Bian Ng, Claudio Tripodo, Anand D. Jeyasekharan. Patterns of oncogene co-expression at single cell resolution influence survival in diffuse large B-cell lymphoma. [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 5557.</abstract><doi>10.1158/1538-7445.AM2023-5557</doi></addata></record>
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title Abstract 5557: Patterns of oncogene co-expression at single cell resolution influence survival in diffuse large B-cell lymphoma
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