TY - JOUR
T1 - Cross-cohort gut microbiome associations with immune checkpoint inhibitor response in advanced melanoma
AU - Lee, Karla A.
AU - Thomas, Andrew Maltez
AU - Bolte, Laura A.
AU - Björk, Johannes R.
AU - de Ruijter, Laura Kist
AU - Armanini, Federica
AU - Asnicar, Francesco
AU - Blanco-Miguez, Aitor
AU - Board, Ruth
AU - Calbet-Llopart, Neus
AU - Derosa, Lisa
AU - Dhomen, Nathalie
AU - Brooks, Kelly
AU - Harland, Mark
AU - Harries, Mark
AU - Leeming, Emily R.
AU - Lorigan, Paul
AU - Manghi, Paolo
AU - Marais, Richard
AU - Newton-Bishop, Julia
AU - Nezi, Luigi
AU - Pinto, Federica
AU - Potrony, Miriam
AU - Puig, Susana
AU - Serra-Bellver, Patricio
AU - Shaw, Heather M.
AU - Tamburini, Sabrina
AU - Valpione, Sara
AU - Vijay, Amrita
AU - Waldron, Levi
AU - Zitvogel, Laurence
AU - Zolfo, Moreno
AU - de Vries, Elisabeth G.E.
AU - Nathan, Paul
AU - Fehrmann, Rudolf S.N.
AU - Bataille, Véronique
AU - Hospers, Geke A.P.
AU - Spector, Tim D.
AU - Weersma, Rinse K.
AU - Segata, Nicola
N1 - Publisher Copyright:
© 2022, The Author(s).
PY - 2022/3/1
Y1 - 2022/3/1
N2 - The composition of the gut microbiome has been associated with clinical responses to immune checkpoint inhibitor (ICI) treatment, but there is limited consensus on the specific microbiome characteristics linked to the clinical benefits of ICIs. We performed shotgun metagenomic sequencing of stool samples collected before ICI initiation from five observational cohorts recruiting ICI-naive patients with advanced cutaneous melanoma (n = 165). Integrating the dataset with 147 metagenomic samples from previously published studies, we found that the gut microbiome has a relevant, but cohort-dependent, association with the response to ICIs. A machine learning analysis confirmed the link between the microbiome and overall response rates (ORRs) and progression-free survival (PFS) with ICIs but also revealed limited reproducibility of microbiome-based signatures across cohorts. Accordingly, a panel of species, including Bifidobacterium pseudocatenulatum, Roseburia spp. and Akkermansia muciniphila, associated with responders was identified, but no single species could be regarded as a fully consistent biomarker across studies. Overall, the role of the human gut microbiome in ICI response appears more complex than previously thought, extending beyond differing microbial species simply present or absent in responders and nonresponders. Future studies should adopt larger sample sizes and take into account the complex interplay of clinical factors with the gut microbiome over the treatment course.
AB - The composition of the gut microbiome has been associated with clinical responses to immune checkpoint inhibitor (ICI) treatment, but there is limited consensus on the specific microbiome characteristics linked to the clinical benefits of ICIs. We performed shotgun metagenomic sequencing of stool samples collected before ICI initiation from five observational cohorts recruiting ICI-naive patients with advanced cutaneous melanoma (n = 165). Integrating the dataset with 147 metagenomic samples from previously published studies, we found that the gut microbiome has a relevant, but cohort-dependent, association with the response to ICIs. A machine learning analysis confirmed the link between the microbiome and overall response rates (ORRs) and progression-free survival (PFS) with ICIs but also revealed limited reproducibility of microbiome-based signatures across cohorts. Accordingly, a panel of species, including Bifidobacterium pseudocatenulatum, Roseburia spp. and Akkermansia muciniphila, associated with responders was identified, but no single species could be regarded as a fully consistent biomarker across studies. Overall, the role of the human gut microbiome in ICI response appears more complex than previously thought, extending beyond differing microbial species simply present or absent in responders and nonresponders. Future studies should adopt larger sample sizes and take into account the complex interplay of clinical factors with the gut microbiome over the treatment course.
UR - http://www.scopus.com/inward/record.url?scp=85125299112&partnerID=8YFLogxK
U2 - 10.1038/s41591-022-01695-5
DO - 10.1038/s41591-022-01695-5
M3 - Article
C2 - 35228751
AN - SCOPUS:85125299112
SN - 1078-8956
VL - 28
SP - 535
EP - 544
JO - Nature Medicine
JF - Nature Medicine
IS - 3
ER -