Microbiome analysis of 940 lung cancers in neversmokers reveals lack of clinically relevant associations

Descripción del Articulo

In spite of the growing interest in the microbiome in human cancer, there are currently only small-scale lung cancer microbiome studies conducted directly on tissue. As part of the Sherlock-Lung study, we studied the microbiomes of 940 lung cancers (4,090 samples) in never smokers (LCINS) directly f...

Descripción completa

Detalles Bibliográficos
Autores: McElderry, John P., Zhang, Tongwu, Zhao, Wei, Hoang, Phuc H., Samuel , Anyaso-Samuel, Sang, Jian, Khandekar, Azhar, Hartman, Caleb, Colón-Mato, Frank J., Miraftab, Mona, Saha, Monjoy, Lee, Olivia, Sharma, Sunandini, Jones, Kristine M., Zhu, Bin, Díaz-Gay, Marcos, Mas, Luis, Arrieta Rodriguez, Oscar Gerardo, Edell, Eric S., Martínez Santamaría, Jacobo, Schabath, Matthew B., Yendamur, Sai, Manczuk, Marta, Lissowska, Jolanta, Świątkowska, Beata, Mukeria, Anush, Shangina, Oxana, Zaridze, David, Holcatova, Ivana, Janout, Vladimir, Mates, Dana, Ognjanovic, Simona, Savic, Milan, Kontic, Milica, Bossé, Yohan, Gould Rothberg, Bonnie E., Christiani, David C., Gaborieau, Valerie, Brennan, Paul, Liu, Geoffrey, Hofman, Paul, Pik Wong, Maria, Chung Leung, Kin, Chen, Chih-Yi, Hsiung, Chao Agnes, Rothman, Nathaniel, Leduc, Charles, Baine, Marina K., Travis, William D., Sholl, Lynette M., Joubert, Philippe, Homer, Robert, Yang, Soo-Ryum, Lan, Qing, Nowak, Martin A., Wedge, David C., Alexandrov, Ludmil B., Chanock, Stephen J., Vogtmann, Emily, Abnet, Christian C., Shi, Jianxin, Landi, Maria Teresa
Formato: artículo
Fecha de Publicación:2025
Institución:Instituto Nacional de Enfermedades Neoplásicas
Repositorio:INEN-Institucional
Lenguaje:inglés
OAI Identifier:oai:repositorio.inen.sld.pe:20.500.14703/485
Enlace del recurso:https://doi.org/10.1038/ s41467-025-66780-y
https://hdl.handle.net/20.500.14703/485
Nivel de acceso:acceso abierto
Materia:Microbiome analysis
lung cancers
https://purl.org/pe-repo/ocde/ford#3.02.21
id INEN_c3e4c0e9ebdbb600564b51dd34fcefc2
oai_identifier_str oai:repositorio.inen.sld.pe:20.500.14703/485
network_acronym_str INEN
network_name_str INEN-Institucional
repository_id_str .
dc.title.none.fl_str_mv Microbiome analysis of 940 lung cancers in neversmokers reveals lack of clinically relevant associations
title Microbiome analysis of 940 lung cancers in neversmokers reveals lack of clinically relevant associations
spellingShingle Microbiome analysis of 940 lung cancers in neversmokers reveals lack of clinically relevant associations
McElderry, John P.
Microbiome analysis
lung cancers
https://purl.org/pe-repo/ocde/ford#3.02.21
title_short Microbiome analysis of 940 lung cancers in neversmokers reveals lack of clinically relevant associations
title_full Microbiome analysis of 940 lung cancers in neversmokers reveals lack of clinically relevant associations
title_fullStr Microbiome analysis of 940 lung cancers in neversmokers reveals lack of clinically relevant associations
title_full_unstemmed Microbiome analysis of 940 lung cancers in neversmokers reveals lack of clinically relevant associations
title_sort Microbiome analysis of 940 lung cancers in neversmokers reveals lack of clinically relevant associations
author McElderry, John P.
author_facet McElderry, John P.
Zhang, Tongwu
Zhao, Wei
Hoang, Phuc H.
Samuel , Anyaso-Samuel
Sang, Jian
Khandekar, Azhar
Hartman, Caleb
Colón-Mato, Frank J.
Miraftab, Mona
Saha, Monjoy
Lee, Olivia
Sharma, Sunandini
Jones, Kristine M.
Zhu, Bin
Díaz-Gay, Marcos
Mas, Luis
Arrieta Rodriguez, Oscar Gerardo
Edell, Eric S.
Martínez Santamaría, Jacobo
Schabath, Matthew B.
Yendamur, Sai
Manczuk, Marta
Lissowska, Jolanta
Świątkowska, Beata
Mukeria, Anush
Shangina, Oxana
Zaridze, David
Holcatova, Ivana
Janout, Vladimir
Mates, Dana
Ognjanovic, Simona
Savic, Milan
Kontic, Milica
Bossé, Yohan
Gould Rothberg, Bonnie E.
Christiani, David C.
Gaborieau, Valerie
Brennan, Paul
Liu, Geoffrey
Hofman, Paul
Pik Wong, Maria
Chung Leung, Kin
Chen, Chih-Yi
Hsiung, Chao Agnes
Rothman, Nathaniel
Leduc, Charles
Baine, Marina K.
Travis, William D.
Sholl, Lynette M.
Joubert, Philippe
Homer, Robert
Yang, Soo-Ryum
Lan, Qing
Nowak, Martin A.
Wedge, David C.
Alexandrov, Ludmil B.
Chanock, Stephen J.
Vogtmann, Emily
Abnet, Christian C.
Shi, Jianxin
Landi, Maria Teresa
author_role author
author2 Zhang, Tongwu
Zhao, Wei
Hoang, Phuc H.
Samuel , Anyaso-Samuel
Sang, Jian
Khandekar, Azhar
Hartman, Caleb
Colón-Mato, Frank J.
Miraftab, Mona
Saha, Monjoy
Lee, Olivia
Sharma, Sunandini
Jones, Kristine M.
Zhu, Bin
Díaz-Gay, Marcos
Mas, Luis
Arrieta Rodriguez, Oscar Gerardo
Edell, Eric S.
Martínez Santamaría, Jacobo
Schabath, Matthew B.
Yendamur, Sai
Manczuk, Marta
Lissowska, Jolanta
Świątkowska, Beata
Mukeria, Anush
Shangina, Oxana
Zaridze, David
Holcatova, Ivana
Janout, Vladimir
Mates, Dana
Ognjanovic, Simona
Savic, Milan
Kontic, Milica
Bossé, Yohan
Gould Rothberg, Bonnie E.
Christiani, David C.
Gaborieau, Valerie
Brennan, Paul
Liu, Geoffrey
Hofman, Paul
Pik Wong, Maria
Chung Leung, Kin
Chen, Chih-Yi
Hsiung, Chao Agnes
Rothman, Nathaniel
Leduc, Charles
Baine, Marina K.
Travis, William D.
Sholl, Lynette M.
Joubert, Philippe
Homer, Robert
Yang, Soo-Ryum
Lan, Qing
Nowak, Martin A.
Wedge, David C.
Alexandrov, Ludmil B.
Chanock, Stephen J.
Vogtmann, Emily
Abnet, Christian C.
Shi, Jianxin
Landi, Maria Teresa
author2_role author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
dc.contributor.author.fl_str_mv McElderry, John P.
Zhang, Tongwu
Zhao, Wei
Hoang, Phuc H.
Samuel , Anyaso-Samuel
Sang, Jian
Khandekar, Azhar
Hartman, Caleb
Colón-Mato, Frank J.
Miraftab, Mona
Saha, Monjoy
Lee, Olivia
Sharma, Sunandini
Jones, Kristine M.
Zhu, Bin
Díaz-Gay, Marcos
Mas, Luis
Arrieta Rodriguez, Oscar Gerardo
Edell, Eric S.
Martínez Santamaría, Jacobo
Schabath, Matthew B.
Yendamur, Sai
Manczuk, Marta
Lissowska, Jolanta
Świątkowska, Beata
Mukeria, Anush
Shangina, Oxana
Zaridze, David
Holcatova, Ivana
Janout, Vladimir
Mates, Dana
Ognjanovic, Simona
Savic, Milan
Kontic, Milica
Bossé, Yohan
Gould Rothberg, Bonnie E.
Christiani, David C.
Gaborieau, Valerie
Brennan, Paul
Liu, Geoffrey
Hofman, Paul
Pik Wong, Maria
Chung Leung, Kin
Chen, Chih-Yi
Hsiung, Chao Agnes
Rothman, Nathaniel
Leduc, Charles
Baine, Marina K.
Travis, William D.
Sholl, Lynette M.
Joubert, Philippe
Homer, Robert
Yang, Soo-Ryum
Lan, Qing
Nowak, Martin A.
Wedge, David C.
Alexandrov, Ludmil B.
Chanock, Stephen J.
Vogtmann, Emily
Abnet, Christian C.
Shi, Jianxin
Landi, Maria Teresa
dc.subject.none.fl_str_mv Microbiome analysis
lung cancers
topic Microbiome analysis
lung cancers
https://purl.org/pe-repo/ocde/ford#3.02.21
dc.subject.ocde.none.fl_str_mv https://purl.org/pe-repo/ocde/ford#3.02.21
description In spite of the growing interest in the microbiome in human cancer, there are currently only small-scale lung cancer microbiome studies conducted directly on tissue. As part of the Sherlock-Lung study, we studied the microbiomes of 940 lung cancers (4,090 samples) in never smokers (LCINS) directly from lung tissue using three data types: 16S rRNA gene sequencing (16S), whole-genome sequencing (WGS) with paired blood, and RNA-seq. We observe very low biomass and few microbiome associations in LCINS using 16S and WGS tissue. Using RNA-seq, we observe more total microbial reads, and decreased relative abundance of several commensal bacteria at the genus and species levels in tumors relative to paired normal lung tissue. Among all datasets, we see no consistent associations between the lung tissue microbiome, or circulating bacterial DNA, and any available demographic and clinical features, including age, sex, genetic ancestry, second-hand tobacco smoking exposure, LCINS histology, stage, and overall survival. We also observe no microbiome associations with any human genomic alterations within the same samples. Every null result should be interpreted with caution given the possibility of future methodological breakthroughs. However, all together, using multiple data types in nearly 1,000 patients, we find no substantive role for the lung cancer microbiome in treatment-naïve LCINS.
publishDate 2025
dc.date.accessioned.none.fl_str_mv 2025-12-01T01:29:03Z
dc.date.available.none.fl_str_mv 2025-12-01T01:29:03Z
dc.date.issued.fl_str_mv 2025
dc.type.none.fl_str_mv info:eu-repo/semantics/article
dc.type.version.none.fl_str_mv info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.doi.none.fl_str_mv https://doi.org/10.1038/ s41467-025-66780-y
dc.identifier.uri.none.fl_str_mv https://hdl.handle.net/20.500.14703/485
dc.identifier.journal.none.fl_str_mv Nature Communications
url https://doi.org/10.1038/ s41467-025-66780-y
https://hdl.handle.net/20.500.14703/485
identifier_str_mv Nature Communications
dc.language.iso.none.fl_str_mv eng
language eng
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
dc.rights.uri.none.fl_str_mv https://creativecommons.org/licenses/by/4.0/
eu_rights_str_mv openAccess
rights_invalid_str_mv https://creativecommons.org/licenses/by/4.0/
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Nature
dc.publisher.country.none.fl_str_mv US
publisher.none.fl_str_mv Nature
dc.source.none.fl_str_mv reponame:INEN-Institucional
instname:Instituto Nacional de Enfermedades Neoplásicas
instacron:INEN
instname_str Instituto Nacional de Enfermedades Neoplásicas
instacron_str INEN
institution INEN
reponame_str INEN-Institucional
collection INEN-Institucional
bitstream.url.fl_str_mv https://repositorio.inen.sld.pe/backend/api/core/bitstreams/ff23dbe5-8b07-460b-9c9f-6784ad6fdfc6/download
https://repositorio.inen.sld.pe/backend/api/core/bitstreams/a80911dc-6cd6-49fc-b206-c8cf6fd274fa/download
https://repositorio.inen.sld.pe/backend/api/core/bitstreams/ddd84dee-e83d-4442-bd0e-89f52ea6f9c2/download
https://repositorio.inen.sld.pe/backend/api/core/bitstreams/7456060d-4796-4897-99a8-89fdef300981/download
https://repositorio.inen.sld.pe/backend/api/core/bitstreams/4d1755c5-2635-47e4-8d20-2186d6641795/download
https://repositorio.inen.sld.pe/backend/api/core/bitstreams/c5890d53-eec5-4173-827a-1fd04834eb01/download
bitstream.checksum.fl_str_mv 1f14487299a8a795dc379bc1df9968a0
bb9bdc0b3349e4284e09149f943790b4
dcfeba9e4b064fa2cb5e12c869d85b50
dcfeba9e4b064fa2cb5e12c869d85b50
21ce7bf17f6f54357cadd8ae1e63ba9c
644337f466139c1fb02117dbbf4f1009
bitstream.checksumAlgorithm.fl_str_mv MD5
MD5
MD5
MD5
MD5
MD5
repository.name.fl_str_mv Repositorio del Instituto Nacional de Enfermedades Neoplásicas
repository.mail.fl_str_mv repositorio@inen.sld.pe
_version_ 1868438569622700032
spelling PublicationMcElderry, John P.Zhang, TongwuZhao, WeiHoang, Phuc H.Samuel , Anyaso-SamuelSang, JianKhandekar, AzharHartman, CalebColón-Mato, Frank J.Miraftab, MonaSaha, MonjoyLee, OliviaSharma, SunandiniJones, Kristine M.Zhu, BinDíaz-Gay, MarcosMas, LuisArrieta Rodriguez, Oscar GerardoEdell, Eric S.Martínez Santamaría, JacoboSchabath, Matthew B.Yendamur, SaiManczuk, MartaLissowska, JolantaŚwiątkowska, BeataMukeria, AnushShangina, OxanaZaridze, DavidHolcatova, IvanaJanout, VladimirMates, DanaOgnjanovic, SimonaSavic, MilanKontic, MilicaBossé, YohanGould Rothberg, Bonnie E.Christiani, David C.Gaborieau, ValerieBrennan, PaulLiu, GeoffreyHofman, PaulPik Wong, MariaChung Leung, KinChen, Chih-YiHsiung, Chao AgnesRothman, NathanielLeduc, CharlesBaine, Marina K.Travis, William D.Sholl, Lynette M.Joubert, PhilippeHomer, RobertYang, Soo-RyumLan, QingNowak, Martin A.Wedge, David C.Alexandrov, Ludmil B.Chanock, Stephen J.Vogtmann, EmilyAbnet, Christian C.Shi, JianxinLandi, Maria Teresa2025-12-01T01:29:03Z2025-12-01T01:29:03Z2025https://doi.org/10.1038/ s41467-025-66780-yhttps://hdl.handle.net/20.500.14703/485Nature CommunicationsIn spite of the growing interest in the microbiome in human cancer, there are currently only small-scale lung cancer microbiome studies conducted directly on tissue. As part of the Sherlock-Lung study, we studied the microbiomes of 940 lung cancers (4,090 samples) in never smokers (LCINS) directly from lung tissue using three data types: 16S rRNA gene sequencing (16S), whole-genome sequencing (WGS) with paired blood, and RNA-seq. We observe very low biomass and few microbiome associations in LCINS using 16S and WGS tissue. Using RNA-seq, we observe more total microbial reads, and decreased relative abundance of several commensal bacteria at the genus and species levels in tumors relative to paired normal lung tissue. Among all datasets, we see no consistent associations between the lung tissue microbiome, or circulating bacterial DNA, and any available demographic and clinical features, including age, sex, genetic ancestry, second-hand tobacco smoking exposure, LCINS histology, stage, and overall survival. We also observe no microbiome associations with any human genomic alterations within the same samples. Every null result should be interpreted with caution given the possibility of future methodological breakthroughs. However, all together, using multiple data types in nearly 1,000 patients, we find no substantive role for the lung cancer microbiome in treatment-naïve LCINS.application/pdfengNatureUSinfo:eu-repo/semantics/openAccesshttps://creativecommons.org/licenses/by/4.0/Microbiome analysislung cancershttps://purl.org/pe-repo/ocde/ford#3.02.21Microbiome analysis of 940 lung cancers in neversmokers reveals lack of clinically relevant associationsinfo:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionreponame:INEN-Institucionalinstname:Instituto Nacional de Enfermedades Neoplásicasinstacron:INENCC-LICENSElicense_rdforg.dspace.license.CreativeCommonsapplication/rdf+xml; charset=utf-8905https://repositorio.inen.sld.pe/backend/api/core/bitstreams/ff23dbe5-8b07-460b-9c9f-6784ad6fdfc6/download1f14487299a8a795dc379bc1df9968a0MD51falseAnonymousREADLICENSElicense.txtWritten by org.dspace.content.LicenseUtilstext/plain; charset=utf-81748https://repositorio.inen.sld.pe/backend/api/core/bitstreams/a80911dc-6cd6-49fc-b206-c8cf6fd274fa/downloadbb9bdc0b3349e4284e09149f943790b4MD52falseAnonymousREADORIGINALDICIEMBRE 2025.pdfDICIEMBRE 2025.pdfapplication/pdf8723470https://repositorio.inen.sld.pe/backend/api/core/bitstreams/ddd84dee-e83d-4442-bd0e-89f52ea6f9c2/downloaddcfeba9e4b064fa2cb5e12c869d85b50MD53trueAnonymousREADDICIEMBRE 2025.pdfDICIEMBRE 2025.pdfapplication/pdf8723470https://repositorio.inen.sld.pe/backend/api/core/bitstreams/7456060d-4796-4897-99a8-89fdef300981/downloaddcfeba9e4b064fa2cb5e12c869d85b50MD54falseAnonymousREADTEXTDICIEMBRE 2025.pdf.txtWritten by FormatFilter org.dspace.app.mediafilter.TikaTextExtractionFilter on 2026-01-19T08:01:40Z (GMT).Extracted texttext/plain100529https://repositorio.inen.sld.pe/backend/api/core/bitstreams/4d1755c5-2635-47e4-8d20-2186d6641795/download21ce7bf17f6f54357cadd8ae1e63ba9cMD55falseAnonymousREADTHUMBNAILDICIEMBRE 2025.pdf.jpgWritten by FormatFilter org.dspace.app.mediafilter.PDFBoxThumbnail on 2026-01-19T08:01:40Z (GMT).Generated Thumbnailimage/jpeg40248https://repositorio.inen.sld.pe/backend/api/core/bitstreams/c5890d53-eec5-4173-827a-1fd04834eb01/download644337f466139c1fb02117dbbf4f1009MD56falseAnonymousREAD20.500.14703/485oai:repositorio.inen.sld.pe:20.500.14703/4852026-02-17T20:43:49.408Zhttps://creativecommons.org/licenses/by/4.0/info:eu-repo/semantics/openAccessopen.accesshttps://repositorio.inen.sld.peRepositorio del Instituto Nacional de Enfermedades Neoplásicasrepositorio@inen.sld.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
score 12.824051
Nota importante:
La información contenida en este registro es de entera responsabilidad de la institución que gestiona el repositorio institucional donde esta contenido este documento o set de datos. El CONCYTEC no se hace responsable por los contenidos (publicaciones y/o datos) accesibles a través del Repositorio Nacional Digital de Ciencia, Tecnología e Innovación de Acceso Abierto (ALICIA).