Molecular determinants of response to PD-L1 blockade across tumor types
Immune checkpoint inhibitors targeting the PD-1/PD-L1 axis lead to durable clinical responses in subsets of cancer patients across multiple indications, including non-small cell lung cancer (NSCLC), urothelial carcinoma (UC) and renal cell carcinoma (RCC). Herein, we complement PD-L1 immunohistochem...
Saved in:
| Published in | Nature communications Vol. 12; no. 1; pp. 3969 - 11 |
|---|---|
| Main Authors | , , , , , , , , , , , , , , , , , , , , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
London
Nature Publishing Group UK
25.06.2021
Nature Publishing Group Nature Portfolio |
| Subjects | |
| Online Access | Get full text |
| ISSN | 2041-1723 2041-1723 |
| DOI | 10.1038/s41467-021-24112-w |
Cover
| Abstract | Immune checkpoint inhibitors targeting the PD-1/PD-L1 axis lead to durable clinical responses in subsets of cancer patients across multiple indications, including non-small cell lung cancer (NSCLC), urothelial carcinoma (UC) and renal cell carcinoma (RCC). Herein, we complement PD-L1 immunohistochemistry (IHC) and tumor mutation burden (TMB) with RNA-seq in 366 patients to identify unifying and indication-specific molecular profiles that can predict response to checkpoint blockade across these tumor types. Multiple machine learning approaches failed to identify a baseline transcriptional signature highly predictive of response across these indications. Signatures described previously for immune checkpoint inhibitors also failed to validate. At the pathway level, significant heterogeneity is observed between indications, in particular within the PD-L1
+
tumors. mUC and NSCLC are molecularly aligned, with cell cycle and DNA damage repair genes associated with response in PD-L1- tumors. At the gene level, the CDK4/6 inhibitor
CDKN2A
is identified as a significant transcriptional correlate of response, highlighting the association of non-immune pathways to the outcome of checkpoint blockade. This cross-indication analysis reveals molecular heterogeneity between mUC, NSCLC and RCC tumors, suggesting that indication-specific molecular approaches should be prioritized to formulate treatment strategies.
PD-L1 immune checkpoint inhibition has been used for several tumour types. Here, the authors use immunohistochemistry, tumour mutation burden and RNA-seq data from 366 patients with different indications to identify molecular signatures of response to atezolizumab and reveal pathway heterogeneity and the involvement of non-immune pathways. |
|---|---|
| AbstractList | Immune checkpoint inhibitors targeting the PD-1/PD-L1 axis lead to durable clinical responses in subsets of cancer patients across multiple indications, including non-small cell lung cancer (NSCLC), urothelial carcinoma (UC) and renal cell carcinoma (RCC). Herein, we complement PD-L1 immunohistochemistry (IHC) and tumor mutation burden (TMB) with RNA-seq in 366 patients to identify unifying and indication-specific molecular profiles that can predict response to checkpoint blockade across these tumor types. Multiple machine learning approaches failed to identify a baseline transcriptional signature highly predictive of response across these indications. Signatures described previously for immune checkpoint inhibitors also failed to validate. At the pathway level, significant heterogeneity is observed between indications, in particular within the PD-L1
+
tumors. mUC and NSCLC are molecularly aligned, with cell cycle and DNA damage repair genes associated with response in PD-L1- tumors. At the gene level, the CDK4/6 inhibitor
CDKN2A
is identified as a significant transcriptional correlate of response, highlighting the association of non-immune pathways to the outcome of checkpoint blockade. This cross-indication analysis reveals molecular heterogeneity between mUC, NSCLC and RCC tumors, suggesting that indication-specific molecular approaches should be prioritized to formulate treatment strategies. PD-L1 immune checkpoint inhibition has been used for several tumour types. Here, the authors use immunohistochemistry, tumour mutation burden and RNA-seq data from 366 patients with different indications to identify molecular signatures of response to atezolizumab and reveal pathway heterogeneity and the involvement of non-immune pathways. Immune checkpoint inhibitors targeting the PD-1/PD-L1 axis lead to durable clinical responses in subsets of cancer patients across multiple indications, including non-small cell lung cancer (NSCLC), urothelial carcinoma (UC) and renal cell carcinoma (RCC). Herein, we complement PD-L1 immunohistochemistry (IHC) and tumor mutation burden (TMB) with RNA-seq in 366 patients to identify unifying and indication-specific molecular profiles that can predict response to checkpoint blockade across these tumor types. Multiple machine learning approaches failed to identify a baseline transcriptional signature highly predictive of response across these indications. Signatures described previously for immune checkpoint inhibitors also failed to validate. At the pathway level, significant heterogeneity is observed between indications, in particular within the PD-L1 + tumors. mUC and NSCLC are molecularly aligned, with cell cycle and DNA damage repair genes associated with response in PD-L1- tumors. At the gene level, the CDK4/6 inhibitor CDKN2A is identified as a significant transcriptional correlate of response, highlighting the association of non-immune pathways to the outcome of checkpoint blockade. This cross-indication analysis reveals molecular heterogeneity between mUC, NSCLC and RCC tumors, suggesting that indication-specific molecular approaches should be prioritized to formulate treatment strategies. PD-L1 immune checkpoint inhibition has been used for several tumour types. Here, the authors use immunohistochemistry, tumour mutation burden and RNA-seq data from 366 patients with different indications to identify molecular signatures of response to atezolizumab and reveal pathway heterogeneity and the involvement of non-immune pathways. Immune checkpoint inhibitors targeting the PD-1/PD-L1 axis lead to durable clinical responses in subsets of cancer patients across multiple indications, including non-small cell lung cancer (NSCLC), urothelial carcinoma (UC) and renal cell carcinoma (RCC). Herein, we complement PD-L1 immunohistochemistry (IHC) and tumor mutation burden (TMB) with RNA-seq in 366 patients to identify unifying and indication-specific molecular profiles that can predict response to checkpoint blockade across these tumor types. Multiple machine learning approaches failed to identify a baseline transcriptional signature highly predictive of response across these indications. Signatures described previously for immune checkpoint inhibitors also failed to validate. At the pathway level, significant heterogeneity is observed between indications, in particular within the PD-L1+ tumors. mUC and NSCLC are molecularly aligned, with cell cycle and DNA damage repair genes associated with response in PD-L1- tumors. At the gene level, the CDK4/6 inhibitor CDKN2A is identified as a significant transcriptional correlate of response, highlighting the association of non-immune pathways to the outcome of checkpoint blockade. This cross-indication analysis reveals molecular heterogeneity between mUC, NSCLC and RCC tumors, suggesting that indication-specific molecular approaches should be prioritized to formulate treatment strategies.Immune checkpoint inhibitors targeting the PD-1/PD-L1 axis lead to durable clinical responses in subsets of cancer patients across multiple indications, including non-small cell lung cancer (NSCLC), urothelial carcinoma (UC) and renal cell carcinoma (RCC). Herein, we complement PD-L1 immunohistochemistry (IHC) and tumor mutation burden (TMB) with RNA-seq in 366 patients to identify unifying and indication-specific molecular profiles that can predict response to checkpoint blockade across these tumor types. Multiple machine learning approaches failed to identify a baseline transcriptional signature highly predictive of response across these indications. Signatures described previously for immune checkpoint inhibitors also failed to validate. At the pathway level, significant heterogeneity is observed between indications, in particular within the PD-L1+ tumors. mUC and NSCLC are molecularly aligned, with cell cycle and DNA damage repair genes associated with response in PD-L1- tumors. At the gene level, the CDK4/6 inhibitor CDKN2A is identified as a significant transcriptional correlate of response, highlighting the association of non-immune pathways to the outcome of checkpoint blockade. This cross-indication analysis reveals molecular heterogeneity between mUC, NSCLC and RCC tumors, suggesting that indication-specific molecular approaches should be prioritized to formulate treatment strategies. Immune checkpoint inhibitors targeting the PD-1/PD-L1 axis lead to durable clinical responses in subsets of cancer patients across multiple indications, including non-small cell lung cancer (NSCLC), urothelial carcinoma (UC) and renal cell carcinoma (RCC). Herein, we complement PD-L1 immunohistochemistry (IHC) and tumor mutation burden (TMB) with RNA-seq in 366 patients to identify unifying and indication-specific molecular profiles that can predict response to checkpoint blockade across these tumor types. Multiple machine learning approaches failed to identify a baseline transcriptional signature highly predictive of response across these indications. Signatures described previously for immune checkpoint inhibitors also failed to validate. At the pathway level, significant heterogeneity is observed between indications, in particular within the PD-L1+ tumors. mUC and NSCLC are molecularly aligned, with cell cycle and DNA damage repair genes associated with response in PD-L1- tumors. At the gene level, the CDK4/6 inhibitor CDKN2A is identified as a significant transcriptional correlate of response, highlighting the association of non-immune pathways to the outcome of checkpoint blockade. This cross-indication analysis reveals molecular heterogeneity between mUC, NSCLC and RCC tumors, suggesting that indication-specific molecular approaches should be prioritized to formulate treatment strategies. PD-L1 immune checkpoint inhibition has been used for several tumour types. Here, the authors use immunohistochemistry, tumour mutation burden and RNA-seq data from 366 patients with different indications to identify molecular signatures of response to atezolizumab and reveal pathway heterogeneity and the involvement of non-immune pathways. |
| ArticleNumber | 3969 |
| Author | Assaf, Zoe June Sanjabi, Shomyseh Liu, Gengbo Maund, Sophia McCleland, Mark Mariathasan, Sanjeev Nickles, Dorothee Zill, Oliver Bower, Daniel Kadel, Edward Powles, Thomas Molinero, Luciana Huseni, Mahrukh Shames, David Hegde, Priti Sokol, Ethan Cummings, Craig Pavlick, Dean Jhunjhunwala, Suchit Mellman, Ira Banchereau, Romain Leng, Ning Liu, Li-Fen Patil, Namrata Baldwin, Nicole |
| Author_xml | – sequence: 1 givenname: Romain surname: Banchereau fullname: Banchereau, Romain email: banchereau.romain@gene.com organization: Genentech – sequence: 2 givenname: Ning surname: Leng fullname: Leng, Ning organization: Genentech – sequence: 3 givenname: Oliver orcidid: 0000-0002-4329-2790 surname: Zill fullname: Zill, Oliver organization: Genentech – sequence: 4 givenname: Ethan surname: Sokol fullname: Sokol, Ethan organization: Foundation Medicine – sequence: 5 givenname: Gengbo orcidid: 0000-0002-5103-7191 surname: Liu fullname: Liu, Gengbo organization: Genentech – sequence: 6 givenname: Dean surname: Pavlick fullname: Pavlick, Dean organization: Foundation Medicine – sequence: 7 givenname: Sophia surname: Maund fullname: Maund, Sophia organization: Genentech – sequence: 8 givenname: Li-Fen surname: Liu fullname: Liu, Li-Fen organization: Genentech – sequence: 9 givenname: Edward orcidid: 0000-0003-3030-6628 surname: Kadel fullname: Kadel, Edward organization: Genentech – sequence: 10 givenname: Nicole orcidid: 0000-0002-4196-3554 surname: Baldwin fullname: Baldwin, Nicole organization: Baylor Institute for Immunology Research – sequence: 11 givenname: Suchit surname: Jhunjhunwala fullname: Jhunjhunwala, Suchit organization: Genentech – sequence: 12 givenname: Dorothee surname: Nickles fullname: Nickles, Dorothee organization: Genentech – sequence: 13 givenname: Zoe June surname: Assaf fullname: Assaf, Zoe June organization: Genentech – sequence: 14 givenname: Daniel surname: Bower fullname: Bower, Daniel organization: Genentech – sequence: 15 givenname: Namrata surname: Patil fullname: Patil, Namrata organization: Genentech – sequence: 16 givenname: Mark surname: McCleland fullname: McCleland, Mark organization: Genentech – sequence: 17 givenname: David surname: Shames fullname: Shames, David organization: Genentech – sequence: 18 givenname: Luciana surname: Molinero fullname: Molinero, Luciana organization: Genentech – sequence: 19 givenname: Mahrukh orcidid: 0000-0001-8166-3401 surname: Huseni fullname: Huseni, Mahrukh organization: Genentech – sequence: 20 givenname: Shomyseh orcidid: 0000-0002-3097-9665 surname: Sanjabi fullname: Sanjabi, Shomyseh organization: Genentech – sequence: 21 givenname: Craig surname: Cummings fullname: Cummings, Craig organization: Genentech – sequence: 22 givenname: Ira orcidid: 0000-0002-6132-7299 surname: Mellman fullname: Mellman, Ira organization: Genentech – sequence: 23 givenname: Sanjeev orcidid: 0000-0001-5034-773X surname: Mariathasan fullname: Mariathasan, Sanjeev organization: Genentech – sequence: 24 givenname: Priti surname: Hegde fullname: Hegde, Priti organization: Foundation Medicine – sequence: 25 givenname: Thomas orcidid: 0000-0001-7760-4724 surname: Powles fullname: Powles, Thomas email: thomas.powles1@nhs.net organization: Barts Experimental Cancer Medicine Centre, Barts Cancer Institute, Queen Mary University of London |
| BookMark | eNqNkc1u1DAUhS1UREvpC7CKxIZNwH-JnQ0SKlAqDYIFrC3HvhkyOPZgO4zm7fFMRkC7qPDGlu85x_d-forOfPCA0HOCXxHM5OvECW9FjSmpKSeE1rtH6IJiTmoiKDv753yOrlLa4LJYRyTnT9A546UgKL1AN5-CAzM7HSsLGeI0eu1zqsJQRUjb4BNUOVRf3tUrUvUumB_aQqVNDClVeZ5CrPJ-C-kZejxol-DqtF-ibx_ef73-WK8-39xev13VppEs16LjTFKGW97wRlAtbQ-dbURDewZAG9w1vOsxadqWYiuGDrfCDiCFZsZa0bNLdLvk2qA3ahvHSce9CnpUx4sQ10rHPBoHSgPtYLCDAdvygZD-MHRvewpEy95CyWJL1uy3er_Tzv0JJFgdKKuFsiqU1ZGy2hXXm8W1nfsJrAGfo3Z3Wrlb8eN3tQ6_VJmbcSpLwMtTQAw_Z0hZTWMy4Jz2EOakaEHTdEIKXKQv7kk3YY6-AD6oeNfxtuVFJRfV8VciDMqMWecxHN4f3cPD0HvW_yJw4paK2K8h_u3qAddvtibSpQ |
| CitedBy_id | crossref_primary_10_1016_j_ccell_2022_02_002 crossref_primary_10_2217_imt_2021_0261 crossref_primary_10_1038_s41577_022_00719_y crossref_primary_10_3389_fonc_2023_1089179 crossref_primary_10_1016_j_ccell_2022_11_002 crossref_primary_10_3389_fonc_2023_1134744 crossref_primary_10_1158_1078_0432_CCR_22_0923 crossref_primary_10_1002_cam4_6504 crossref_primary_10_3390_cancers13174341 crossref_primary_10_3389_fimmu_2023_1198391 crossref_primary_10_1016_j_ijpharm_2023_122728 crossref_primary_10_3389_fimmu_2022_920021 crossref_primary_10_3389_fonc_2023_1161089 crossref_primary_10_3389_fimmu_2022_1049435 crossref_primary_10_1177_17588359211059367 crossref_primary_10_1186_s13073_021_01010_w crossref_primary_10_3389_fphar_2024_1324001 crossref_primary_10_1158_1078_0432_CCR_21_3750 crossref_primary_10_1016_j_ebiom_2024_104971 crossref_primary_10_1038_s41568_021_00399_1 crossref_primary_10_3389_fonc_2021_778637 crossref_primary_10_1158_2767_9764_CRC_23_0442 crossref_primary_10_2147_JIR_S398284 crossref_primary_10_1038_s41571_024_00890_2 crossref_primary_10_3389_fimmu_2023_1152228 crossref_primary_10_3390_ijms22147518 crossref_primary_10_1016_j_clgc_2023_05_007 crossref_primary_10_1136_jitc_2022_005401 crossref_primary_10_1016_j_isci_2023_107058 crossref_primary_10_1016_j_prp_2025_155864 crossref_primary_10_3390_cancers15184542 crossref_primary_10_1007_s11033_022_08047_z crossref_primary_10_1016_j_celrep_2022_111180 crossref_primary_10_1136_jitc_2022_004759 crossref_primary_10_3389_fgene_2022_893380 crossref_primary_10_1136_jitc_2024_009721 crossref_primary_10_1038_s41571_024_00932_9 crossref_primary_10_1111_jcmm_17666 crossref_primary_10_1016_j_biomaterials_2023_122339 crossref_primary_10_1158_1078_0432_CCR_21_1804 crossref_primary_10_3389_fonc_2021_697219 crossref_primary_10_3389_fonc_2023_1280943 crossref_primary_10_1172_JCI179352 crossref_primary_10_3389_fimmu_2022_877076 crossref_primary_10_1186_s12935_024_03412_3 crossref_primary_10_3389_fmolb_2022_961450 crossref_primary_10_1016_j_celrep_2023_113343 crossref_primary_10_2147_JIR_S450669 crossref_primary_10_1021_acsami_3c03931 crossref_primary_10_3390_cancers14164056 crossref_primary_10_1038_s41467_024_49885_8 crossref_primary_10_1016_j_ijbiomac_2023_127911 crossref_primary_10_1038_s41698_022_00286_4 crossref_primary_10_1002_cam4_5754 crossref_primary_10_1038_s41467_024_44787_1 crossref_primary_10_1038_s41467_024_48480_1 crossref_primary_10_1016_j_jtho_2023_05_019 crossref_primary_10_3389_fimmu_2022_955187 crossref_primary_10_3390_cancers16122233 crossref_primary_10_1080_17476348_2024_2302356 crossref_primary_10_3389_fimmu_2025_1479550 crossref_primary_10_53011_JMRO_2023_01_02 crossref_primary_10_1016_j_xcrm_2023_100947 crossref_primary_10_1111_cas_15433 crossref_primary_10_1016_j_xcrm_2024_101438 crossref_primary_10_3390_jcm11154483 crossref_primary_10_1002_cai2_125 crossref_primary_10_1016_j_ccell_2024_10_016 crossref_primary_10_1186_s12943_024_02099_4 crossref_primary_10_3390_jpm12010098 crossref_primary_10_1038_s41401_022_00953_z crossref_primary_10_1038_s43856_023_00243_7 crossref_primary_10_1038_s41746_024_01043_6 crossref_primary_10_1016_j_lungcan_2022_06_016 crossref_primary_10_2174_1568009622666220317091723 crossref_primary_10_1038_s41698_023_00443_3 crossref_primary_10_5527_wjn_v11_i1_1 crossref_primary_10_3389_fgene_2021_806457 crossref_primary_10_1111_bjd_21831 crossref_primary_10_1136_jitc_2023_007987 crossref_primary_10_3389_fimmu_2022_1025330 crossref_primary_10_1016_j_critrevonc_2022_103891 crossref_primary_10_1016_j_biopha_2023_114824 crossref_primary_10_3389_fimmu_2024_1322187 crossref_primary_10_1200_PO_23_00640 crossref_primary_10_1021_acs_bioconjchem_4c00266 crossref_primary_10_1016_j_mcpro_2024_100834 crossref_primary_10_1186_s12934_024_02637_1 crossref_primary_10_1097_MD_0000000000034990 crossref_primary_10_1136_jitc_2024_010528 crossref_primary_10_3389_fimmu_2024_1430136 crossref_primary_10_12998_wjcc_v10_i22_7686 crossref_primary_10_1136_jitc_2024_010249 |
| Cites_doi | 10.1093/annonc/mdu479 10.1172/JCI91190 10.1038/nrclinonc.2016.26 10.1126/science.aar4060 10.1038/35096061 10.1038/nature14011 10.1186/s13059-017-1349-1 10.1007/978-1-4939-3578-9_15 10.1126/science.aaa1348 10.1136/jmedgenet-2018-105610 10.1158/2159-8290.CD-17-0915 10.1016/S0140-6736(16)32455-2 10.1016/j.ctrv.2017.01.007 10.1186/s12859-015-0707-9 10.1038/nature25015 10.1016/j.cell.2014.12.033 10.1093/bioinformatics/btt703 10.1038/nature23465 10.1038/sj.onc.1208612 10.1016/j.celrep.2018.02.053 10.1038/nature12477 10.1093/bioinformatics/btw313 10.1038/s41591-018-0136-1 10.1016/j.cell.2018.09.006 10.18637/jss.v033.i01 10.1016/S0140-6736(17)33297-X 10.1093/nar/gkx1132 10.1038/nbt.2696 10.1056/NEJMoa1716948 10.1016/S0140-6736(16)00587-0 10.1093/jnci/djx271 10.1126/science.aaa8172 10.1038/nature25501 10.1093/nar/gkt660 10.1038/s41591-018-0053-3 10.1186/1471-2105-9-559 10.1039/C5MB00663E 10.1111/j.2517-6161.1996.tb02080.x 10.1038/s41568-019-0116-x 10.1126/science.aar3593 10.1182/blood-2018-99-116195 10.2202/1544-6115.1128 |
| ContentType | Journal Article |
| Copyright | The Author(s) 2021 The Author(s) 2021. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. |
| Copyright_xml | – notice: The Author(s) 2021 – notice: The Author(s) 2021. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. |
| DBID | C6C AAYXX CITATION 3V. 7QL 7QP 7QR 7SN 7SS 7ST 7T5 7T7 7TM 7TO 7X7 7XB 88E 8AO 8FD 8FE 8FG 8FH 8FI 8FJ 8FK ABUWG AEUYN AFKRA ARAPS AZQEC BBNVY BENPR BGLVJ BHPHI C1K CCPQU DWQXO FR3 FYUFA GHDGH GNUQQ H94 HCIFZ K9. LK8 M0S M1P M7P P5Z P62 P64 PHGZM PHGZT PIMPY PJZUB PKEHL PPXIY PQEST PQGLB PQQKQ PQUKI PRINS RC3 SOI 7X8 5PM ADTOC UNPAY DOA |
| DOI | 10.1038/s41467-021-24112-w |
| DatabaseName | Springer Nature OA Free Journals CrossRef ProQuest Central (Corporate) Bacteriology Abstracts (Microbiology B) Calcium & Calcified Tissue Abstracts Chemoreception Abstracts Ecology Abstracts Entomology Abstracts (Full archive) Environment Abstracts Immunology Abstracts Industrial and Applied Microbiology Abstracts (Microbiology A) Nucleic Acids Abstracts Oncogenes and Growth Factors Abstracts ProQuest Health & Medical Collection ProQuest Central (purchase pre-March 2016) Medical Database (Alumni Edition) ProQuest Pharma Collection Technology Research Database ProQuest SciTech Collection ProQuest Technology Collection ProQuest Natural Science Journals Hospital Premium Collection Hospital Premium Collection (Alumni Edition) ProQuest Central (Alumni) (purchase pre-March 2016) ProQuest Central (Alumni) ProQuest One Sustainability ProQuest Central UK/Ireland Advanced Technologies & Computer Science Collection ProQuest Central Essentials Biological Science Collection ProQuest Central ProQuest Technology Collection Natural Science Collection Environmental Sciences and Pollution Management ProQuest One Community College ProQuest Central Engineering Research Database Health Research Premium Collection Health Research Premium Collection (Alumni) ProQuest Central Student AIDS and Cancer Research Abstracts SciTech Premium Collection ProQuest Health & Medical Complete (Alumni) ProQuest Biological Science Collection Health & Medical Collection (Alumni Edition) Medical Database ProQuest Biological Science Database Advanced Technologies & Aerospace Database ProQuest Advanced Technologies & Aerospace Collection Biotechnology and BioEngineering Abstracts ProQuest Central Premium ProQuest One Academic Publicly Available Content Database ProQuest Health & Medical Research Collection ProQuest One Academic Middle East (New) ProQuest One Health & Nursing ProQuest One Academic Eastern Edition (DO NOT USE) ProQuest One Applied & Life Sciences ProQuest One Academic ProQuest One Academic UKI Edition ProQuest Central China Genetics Abstracts Environment Abstracts MEDLINE - Academic PubMed Central (Full Participant titles) Unpaywall for CDI: Periodical Content Unpaywall DOAJ Directory of Open Access Journals |
| DatabaseTitle | CrossRef Publicly Available Content Database ProQuest Central Student Oncogenes and Growth Factors Abstracts ProQuest Advanced Technologies & Aerospace Collection ProQuest Central Essentials Nucleic Acids Abstracts SciTech Premium Collection ProQuest Central China Environmental Sciences and Pollution Management ProQuest One Applied & Life Sciences ProQuest One Sustainability Health Research Premium Collection Natural Science Collection Health & Medical Research Collection Biological Science Collection Chemoreception Abstracts Industrial and Applied Microbiology Abstracts (Microbiology A) ProQuest Central (New) ProQuest Medical Library (Alumni) Advanced Technologies & Aerospace Collection ProQuest Biological Science Collection ProQuest One Academic Eastern Edition ProQuest Hospital Collection ProQuest Technology Collection Health Research Premium Collection (Alumni) Biological Science Database Ecology Abstracts ProQuest Hospital Collection (Alumni) Biotechnology and BioEngineering Abstracts Entomology Abstracts ProQuest Health & Medical Complete ProQuest One Academic UKI Edition Engineering Research Database ProQuest One Academic Calcium & Calcified Tissue Abstracts ProQuest One Academic (New) Technology Collection Technology Research Database ProQuest One Academic Middle East (New) ProQuest Health & Medical Complete (Alumni) ProQuest Central (Alumni Edition) ProQuest One Community College ProQuest One Health & Nursing ProQuest Natural Science Collection ProQuest Pharma Collection ProQuest Central ProQuest Health & Medical Research Collection Genetics Abstracts Health and Medicine Complete (Alumni Edition) ProQuest Central Korea Bacteriology Abstracts (Microbiology B) AIDS and Cancer Research Abstracts ProQuest SciTech Collection Advanced Technologies & Aerospace Database ProQuest Medical Library Immunology Abstracts Environment Abstracts ProQuest Central (Alumni) MEDLINE - Academic |
| DatabaseTitleList | CrossRef MEDLINE - Academic Publicly Available Content Database |
| Database_xml | – sequence: 1 dbid: C6C name: SpringerLink Journals Open Access url: http://www.springeropen.com/ sourceTypes: Publisher – sequence: 2 dbid: DOA name: DOAJ Directory of Open Access Journals url: https://www.doaj.org/ sourceTypes: Open Website – sequence: 3 dbid: UNPAY name: Unpaywall url: https://proxy.k.utb.cz/login?url=https://unpaywall.org/ sourceTypes: Open Access Repository – sequence: 4 dbid: 8FG name: ProQuest Technology Collection url: https://search.proquest.com/technologycollection1 sourceTypes: Aggregation Database |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Biology |
| EISSN | 2041-1723 |
| EndPage | 11 |
| ExternalDocumentID | oai_doaj_org_article_ae29efdfced64f11b4172bdb2e1a8bde oai:escholarship.org:ark:/13030/qt9bd9b9fs PMC8233428 10_1038_s41467_021_24112_w |
| GrantInformation_xml | – fundername: Roche (F. Hoffmann-La Roche Ltd) funderid: https://doi.org/10.13039/100004337 – fundername: ; |
| GroupedDBID | --- 0R~ 39C 3V. 53G 5VS 70F 7X7 88E 8AO 8FE 8FG 8FH 8FI 8FJ AAHBH AAJSJ ABUWG ACGFO ACGFS ACIWK ACMJI ACPRK ACSMW ADBBV ADFRT ADMLS ADRAZ AENEX AEUYN AFKRA AFRAH AHMBA AJTQC ALIPV ALMA_UNASSIGNED_HOLDINGS AMTXH AOIJS ARAPS ASPBG AVWKF AZFZN BBNVY BCNDV BENPR BGLVJ BHPHI BPHCQ BVXVI C6C CCPQU DIK EBLON EBS EE. EMOBN F5P FEDTE FYUFA GROUPED_DOAJ HCIFZ HMCUK HVGLF HYE HZ~ KQ8 LK8 M1P M48 M7P M~E NAO O9- OK1 P2P P62 PIMPY PQQKQ PROAC PSQYO RNS RNT RNTTT RPM SNYQT SV3 TSG UKHRP AASML AAYXX CITATION PHGZM PHGZT PJZUB PPXIY PQGLB PUEGO 7QL 7QP 7QR 7SN 7SS 7ST 7T5 7T7 7TM 7TO 7XB 8FD 8FK AZQEC C1K DWQXO FR3 GNUQQ H94 K9. P64 PKEHL PQEST PQUKI PRINS RC3 SOI 7X8 5PM 4.4 ADTOC BAPOH CAG COF EJD LGEZI LOTEE NADUK NXXTH UNPAY |
| ID | FETCH-LOGICAL-c583t-794382306454572a8dbe9d5752b3ee2509549b0156620d7f9067dfe87a3cdd7b3 |
| IEDL.DBID | AAJSJ |
| ISSN | 2041-1723 |
| IngestDate | Fri Oct 03 12:33:25 EDT 2025 Sun Oct 26 04:12:23 EDT 2025 Tue Sep 30 16:57:27 EDT 2025 Thu Sep 04 17:08:14 EDT 2025 Tue Oct 07 06:48:25 EDT 2025 Thu Apr 24 23:04:15 EDT 2025 Wed Oct 01 04:56:36 EDT 2025 Fri Feb 21 02:39:20 EST 2025 |
| IsDoiOpenAccess | true |
| IsOpenAccess | true |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 1 |
| Language | English |
| License | Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. cc-by |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c583t-794382306454572a8dbe9d5752b3ee2509549b0156620d7f9067dfe87a3cdd7b3 |
| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 ObjectType-Article-2 ObjectType-Feature-1 content type line 23 ObjectType-Undefined-3 |
| ORCID | 0000-0002-5103-7191 0000-0002-3097-9665 0000-0002-6132-7299 0000-0003-3030-6628 0000-0001-8166-3401 0000-0002-4329-2790 0000-0002-4196-3554 0000-0001-5034-773X 0000-0001-7760-4724 |
| OpenAccessLink | https://doi.org/10.1038%2Fs41467-021-24112-w |
| PMID | 34172722 |
| PQID | 2544994664 |
| PQPubID | 546298 |
| PageCount | 11 |
| ParticipantIDs | doaj_primary_oai_doaj_org_article_ae29efdfced64f11b4172bdb2e1a8bde unpaywall_primary_10_1038_s41467_021_24112_w pubmedcentral_primary_oai_pubmedcentral_nih_gov_8233428 proquest_miscellaneous_2545597870 proquest_journals_2544994664 crossref_citationtrail_10_1038_s41467_021_24112_w crossref_primary_10_1038_s41467_021_24112_w springer_journals_10_1038_s41467_021_24112_w |
| ProviderPackageCode | CITATION AAYXX |
| PublicationCentury | 2000 |
| PublicationDate | 2021-06-25 |
| PublicationDateYYYYMMDD | 2021-06-25 |
| PublicationDate_xml | – month: 06 year: 2021 text: 2021-06-25 day: 25 |
| PublicationDecade | 2020 |
| PublicationPlace | London |
| PublicationPlace_xml | – name: London |
| PublicationTitle | Nature communications |
| PublicationTitleAbbrev | Nat Commun |
| PublicationYear | 2021 |
| Publisher | Nature Publishing Group UK Nature Publishing Group Nature Portfolio |
| Publisher_xml | – name: Nature Publishing Group UK – name: Nature Publishing Group – name: Nature Portfolio |
| References | Horn (CR35) 2018; 110 Alexandrov (CR4) 2013; 500 Balar (CR8) 2017; 389 CR19 Friedman, Hastie, Tibshirani (CR40) 2010; 33 CR38 Favero (CR26) 2015; 26 Aran, Hu, Butte (CR16) 2017; 18 Helgadottir (CR36) 2020; 57 McDermott (CR10) 2018; 24 CR12 Tibshirani (CR17) 1996; 58 Rizvi (CR5) 2015; 348 Fehrenbacher (CR9) 2016; 387 Kramer, Green, Pollard, Tugendreich (CR15) 2014; 30 Wu, Reeder, Lawrence, Becker, Brauer (CR39) 2016; 1418 Gu, Eils, Schlesner (CR42) 2016; 32 Rooney, Shukla, Wu, Getz, Hacohen (CR21) 2015; 160 Sherr (CR25) 2001; 2 Ribas, Wolchok (CR1) 2018; 359 Langfelder, Horvath (CR13) 2008; 9 Jiang (CR20) 2018; 24 Goel (CR28) 2017; 548 Sharma, Allison (CR2) 2015; 348 CR3 Herbst (CR11) 2014; 515 O’Leary, Finn, Turner (CR27) 2016; 13 Frampton (CR37) 2013; 31 Deng (CR29) 2018; 8 Bellmunt, Powles, Vogelzang (CR33) 2017; 54 Socinski (CR34) 2018; 378 Powles (CR7) 2018; 391 Turner, Bolen, Blankenship (CR22) 2015; 16 Jerby-Arnon (CR32) 2018; 175 Fabregat (CR14) 2018; 46 Yaari, Bolen, Thakar, Kleinstein (CR23) 2013; 41 Ayers (CR6) 2017; 127 Mariathasan (CR18) 2018; 554 Dimova, Dyson (CR24) 2005; 24 Yu, He (CR41) 2016; 12 Schaer (CR30) 2018; 22 Zhang (CR31) 2018; 553 R Tibshirani (24112_CR17) 1996; 58 A Ribas (24112_CR1) 2018; 359 24112_CR3 LB Alexandrov (24112_CR4) 2013; 500 A Kramer (24112_CR15) 2014; 30 P Sharma (24112_CR2) 2015; 348 J Friedman (24112_CR40) 2010; 33 M Ayers (24112_CR6) 2017; 127 24112_CR12 D Aran (24112_CR16) 2017; 18 MS Rooney (24112_CR21) 2015; 160 G Yaari (24112_CR23) 2013; 41 F Favero (24112_CR26) 2015; 26 H Helgadottir (24112_CR36) 2020; 57 Z Gu (24112_CR42) 2016; 32 L Fehrenbacher (24112_CR9) 2016; 387 B O’Leary (24112_CR27) 2016; 13 NA Rizvi (24112_CR5) 2015; 348 JA Turner (24112_CR22) 2015; 16 L Jerby-Arnon (24112_CR32) 2018; 175 T Powles (24112_CR7) 2018; 391 TD Wu (24112_CR39) 2016; 1418 G Yu (24112_CR41) 2016; 12 P Langfelder (24112_CR13) 2008; 9 GM Frampton (24112_CR37) 2013; 31 CJ Sherr (24112_CR25) 2001; 2 J Deng (24112_CR29) 2018; 8 RS Herbst (24112_CR11) 2014; 515 S Mariathasan (24112_CR18) 2018; 554 DF McDermott (24112_CR10) 2018; 24 S Horn (24112_CR35) 2018; 110 24112_CR19 P Jiang (24112_CR20) 2018; 24 DA Schaer (24112_CR30) 2018; 22 MA Socinski (24112_CR34) 2018; 378 24112_CR38 A Fabregat (24112_CR14) 2018; 46 J Bellmunt (24112_CR33) 2017; 54 J Zhang (24112_CR31) 2018; 553 DK Dimova (24112_CR24) 2005; 24 S Goel (24112_CR28) 2017; 548 AV Balar (24112_CR8) 2017; 389 |
| References_xml | – volume: 26 start-page: 64 year: 2015 end-page: 70 ident: CR26 article-title: Sequenza: allele-specific copy number and mutation profiles from tumor sequencing data publication-title: Ann. Oncol. doi: 10.1093/annonc/mdu479 – volume: 127 start-page: 2930 year: 2017 end-page: 2940 ident: CR6 article-title: IFN-gamma-related mRNA profile predicts clinical response to PD-1 blockade publication-title: J. Clin. Investig. doi: 10.1172/JCI91190 – volume: 13 start-page: 417 year: 2016 end-page: 430 ident: CR27 article-title: Treating cancer with selective CDK4/6 inhibitors publication-title: Nat. Rev. Clin. Oncol. doi: 10.1038/nrclinonc.2016.26 – volume: 359 start-page: 1350 year: 2018 end-page: 1355 ident: CR1 article-title: Cancer immunotherapy using checkpoint blockade publication-title: Science doi: 10.1126/science.aar4060 – volume: 2 start-page: 731 year: 2001 end-page: 737 ident: CR25 article-title: The INK4a/ARF network in tumour suppression publication-title: Nat. Rev. Mol. Cell Biol. doi: 10.1038/35096061 – volume: 515 start-page: 563 year: 2014 end-page: 567 ident: CR11 article-title: Predictive correlates of response to the anti-PD-L1 antibody MPDL3280A in cancer patients publication-title: Nature doi: 10.1038/nature14011 – volume: 18 year: 2017 ident: CR16 article-title: xCell: digitally portraying the tissue cellular heterogeneity landscape publication-title: Genome Biol. doi: 10.1186/s13059-017-1349-1 – ident: CR12 – volume: 1418 start-page: 283 year: 2016 end-page: 334 ident: CR39 article-title: GMAP and GSNAP for genomic sequence alignment: enhancements to speed, accuracy, and functionality publication-title: Methods Mol. Biol. doi: 10.1007/978-1-4939-3578-9_15 – volume: 58 start-page: 267 year: 1996 end-page: 288 ident: CR17 article-title: Regression shrinkage and selection via the Lasso publication-title: J. R. Stat. Soc. B Methodol. – volume: 348 start-page: 124 year: 2015 end-page: 128 ident: CR5 article-title: Cancer immunology. Mutational landscape determines sensitivity to PD-1 blockade in non-small cell lung cancer publication-title: Science doi: 10.1126/science.aaa1348 – volume: 57 start-page: 316 year: 2020 end-page: 321 ident: CR36 article-title: Efficacy of novel immunotherapy regimens in patients with metastatic melanoma with germline CDKN2A mutations publication-title: J. Med. Genet. doi: 10.1136/jmedgenet-2018-105610 – volume: 8 start-page: 216 year: 2018 end-page: 233 ident: CR29 article-title: CDK4/6 inhibition augments antitumor immunity by enhancing T-cell activation publication-title: Cancer Discov. doi: 10.1158/2159-8290.CD-17-0915 – volume: 389 start-page: 67 year: 2017 end-page: 76 ident: CR8 article-title: Atezolizumab as first-line treatment in cisplatin-ineligible patients with locally advanced and metastatic urothelial carcinoma: a single-arm, multicentre, phase 2 trial publication-title: Lancet doi: 10.1016/S0140-6736(16)32455-2 – volume: 54 start-page: 58 year: 2017 end-page: 67 ident: CR33 article-title: A review on the evolution of PD-1/PD-L1 immunotherapy for bladder cancer: the future is now publication-title: Cancer Treat. Rev. doi: 10.1016/j.ctrv.2017.01.007 – volume: 16 year: 2015 ident: CR22 article-title: Quantitative gene set analysis generalized for repeated measures, confounder adjustment, and continuous covariates publication-title: BMC Bioinformatics doi: 10.1186/s12859-015-0707-9 – volume: 553 start-page: 91 year: 2018 end-page: 95 ident: CR31 article-title: Cyclin D-CDK4 kinase destabilizes PD-L1 via cullin 3-SPOP to control cancer immune surveillance publication-title: Nature doi: 10.1038/nature25015 – volume: 160 start-page: 48 year: 2015 end-page: 61 ident: CR21 article-title: Molecular and genetic properties of tumors associated with local immune cytolytic activity publication-title: Cell doi: 10.1016/j.cell.2014.12.033 – volume: 30 start-page: 523 year: 2014 end-page: 530 ident: CR15 article-title: Causal analysis approaches in Ingenuity Pathway Analysis publication-title: Bioinformatics doi: 10.1093/bioinformatics/btt703 – volume: 548 start-page: 471 year: 2017 end-page: 475 ident: CR28 article-title: CDK4/6 inhibition triggers anti-tumour immunity publication-title: Nature doi: 10.1038/nature23465 – volume: 24 start-page: 2810 year: 2005 end-page: 2826 ident: CR24 article-title: The E2F transcriptional network: old acquaintances with new faces publication-title: Oncogene doi: 10.1038/sj.onc.1208612 – volume: 22 start-page: 2978 year: 2018 end-page: 2994 ident: CR30 article-title: The CDK4/6 inhibitor abemaciclib induces a T cell inflamed tumor microenvironment and enhances the efficacy of PD-L1 checkpoint blockade publication-title: Cell Rep. doi: 10.1016/j.celrep.2018.02.053 – volume: 500 start-page: 415 year: 2013 end-page: 421 ident: CR4 article-title: Signatures of mutational processes in human cancer publication-title: Nature doi: 10.1038/nature12477 – volume: 32 start-page: 2847 year: 2016 end-page: 2849 ident: CR42 article-title: Complex heatmaps reveal patterns and correlations in multidimensional genomic data publication-title: Bioinformatics doi: 10.1093/bioinformatics/btw313 – volume: 24 start-page: 1550 year: 2018 end-page: 1558 ident: CR20 article-title: Signatures of T cell dysfunction and exclusion predict cancer immunotherapy response publication-title: Nat. Med. doi: 10.1038/s41591-018-0136-1 – ident: CR19 – volume: 175 start-page: 984 year: 2018 end-page: 997 e924 ident: CR32 article-title: A cancer cell program promotes T cell exclusion and resistance to checkpoint blockade publication-title: Cell doi: 10.1016/j.cell.2018.09.006 – volume: 33 start-page: 1 year: 2010 end-page: 22 ident: CR40 article-title: Regularization paths for generalized linear models via coordinate descent publication-title: J. Stat. Softw. doi: 10.18637/jss.v033.i01 – volume: 391 start-page: 748 year: 2018 end-page: 757 ident: CR7 article-title: Atezolizumab versus chemotherapy in patients with platinum-treated locally advanced or metastatic urothelial carcinoma (IMvigor211): a multicentre, open-label, phase 3 randomised controlled trial publication-title: Lancet doi: 10.1016/S0140-6736(17)33297-X – volume: 46 start-page: D649 year: 2018 end-page: D655 ident: CR14 article-title: The reactome pathway knowledgebase publication-title: Nucleic Acids Res. doi: 10.1093/nar/gkx1132 – ident: CR3 – ident: CR38 – volume: 31 start-page: 1023 year: 2013 end-page: 1031 ident: CR37 article-title: Development and validation of a clinical cancer genomic profiling test based on massively parallel DNA sequencing publication-title: Nat. Biotechnol. doi: 10.1038/nbt.2696 – volume: 378 start-page: 2288 year: 2018 end-page: 2301 ident: CR34 article-title: Atezolizumab for first-line treatment of metastatic nonsquamous NSCLC publication-title: N. Engl. J. Med. doi: 10.1056/NEJMoa1716948 – volume: 387 start-page: 1837 year: 2016 end-page: 1846 ident: CR9 article-title: Atezolizumab versus docetaxel for patients with previously treated non-small-cell lung cancer (POPLAR): a multicentre, open-label, phase 2 randomised controlled trial publication-title: Lancet doi: 10.1016/S0140-6736(16)00587-0 – volume: 110 start-page: 677 year: 2018 end-page: 681 ident: CR35 article-title: Tumor CDKN2A-aAssociated JAK2 loss and susceptibility to immunotherapy resistance publication-title: J. Natl Cancer Inst. doi: 10.1093/jnci/djx271 – volume: 348 start-page: 56 year: 2015 end-page: 61 ident: CR2 article-title: The future of immune checkpoint therapy publication-title: Science doi: 10.1126/science.aaa8172 – volume: 554 start-page: 544 year: 2018 end-page: 548 ident: CR18 article-title: TGFbeta attenuates tumour response to PD-L1 blockade by contributing to exclusion of T cells publication-title: Nature doi: 10.1038/nature25501 – volume: 41 start-page: e170 year: 2013 ident: CR23 article-title: Quantitative set analysis for gene expression: a method to quantify gene set differential expression including gene-gene correlations publication-title: Nucleic Acids Res. doi: 10.1093/nar/gkt660 – volume: 24 start-page: 749 year: 2018 end-page: 757 ident: CR10 article-title: Clinical activity and molecular correlates of response to atezolizumab alone or in combination with bevacizumab versus sunitinib in renal cell carcinoma publication-title: Nat. Med. doi: 10.1038/s41591-018-0053-3 – volume: 9 year: 2008 ident: CR13 article-title: WGCNA: an R package for weighted correlation network analysis publication-title: BMC Bioinformatics doi: 10.1186/1471-2105-9-559 – volume: 12 start-page: 477 year: 2016 end-page: 479 ident: CR41 article-title: ReactomePA: an R/Bioconductor package for reactome pathway analysis and visualization publication-title: Mol. Biosyst. doi: 10.1039/C5MB00663E – volume: 348 start-page: 56 year: 2015 ident: 24112_CR2 publication-title: Science doi: 10.1126/science.aaa8172 – volume: 24 start-page: 749 year: 2018 ident: 24112_CR10 publication-title: Nat. Med. doi: 10.1038/s41591-018-0053-3 – volume: 2 start-page: 731 year: 2001 ident: 24112_CR25 publication-title: Nat. Rev. Mol. Cell Biol. doi: 10.1038/35096061 – volume: 13 start-page: 417 year: 2016 ident: 24112_CR27 publication-title: Nat. Rev. Clin. Oncol. doi: 10.1038/nrclinonc.2016.26 – volume: 58 start-page: 267 year: 1996 ident: 24112_CR17 publication-title: J. R. Stat. Soc. B Methodol. doi: 10.1111/j.2517-6161.1996.tb02080.x – ident: 24112_CR3 doi: 10.1038/s41568-019-0116-x – volume: 389 start-page: 67 year: 2017 ident: 24112_CR8 publication-title: Lancet doi: 10.1016/S0140-6736(16)32455-2 – volume: 54 start-page: 58 year: 2017 ident: 24112_CR33 publication-title: Cancer Treat. Rev. doi: 10.1016/j.ctrv.2017.01.007 – volume: 32 start-page: 2847 year: 2016 ident: 24112_CR42 publication-title: Bioinformatics doi: 10.1093/bioinformatics/btw313 – volume: 548 start-page: 471 year: 2017 ident: 24112_CR28 publication-title: Nature doi: 10.1038/nature23465 – volume: 8 start-page: 216 year: 2018 ident: 24112_CR29 publication-title: Cancer Discov. doi: 10.1158/2159-8290.CD-17-0915 – volume: 57 start-page: 316 year: 2020 ident: 24112_CR36 publication-title: J. Med. Genet. doi: 10.1136/jmedgenet-2018-105610 – volume: 46 start-page: D649 year: 2018 ident: 24112_CR14 publication-title: Nucleic Acids Res. doi: 10.1093/nar/gkx1132 – volume: 1418 start-page: 283 year: 2016 ident: 24112_CR39 publication-title: Methods Mol. Biol. doi: 10.1007/978-1-4939-3578-9_15 – volume: 12 start-page: 477 year: 2016 ident: 24112_CR41 publication-title: Mol. Biosyst. doi: 10.1039/C5MB00663E – ident: 24112_CR19 doi: 10.1126/science.aar3593 – volume: 127 start-page: 2930 year: 2017 ident: 24112_CR6 publication-title: J. Clin. Investig. doi: 10.1172/JCI91190 – volume: 9 year: 2008 ident: 24112_CR13 publication-title: BMC Bioinformatics doi: 10.1186/1471-2105-9-559 – volume: 160 start-page: 48 year: 2015 ident: 24112_CR21 publication-title: Cell doi: 10.1016/j.cell.2014.12.033 – volume: 359 start-page: 1350 year: 2018 ident: 24112_CR1 publication-title: Science doi: 10.1126/science.aar4060 – volume: 348 start-page: 124 year: 2015 ident: 24112_CR5 publication-title: Science doi: 10.1126/science.aaa1348 – volume: 24 start-page: 2810 year: 2005 ident: 24112_CR24 publication-title: Oncogene doi: 10.1038/sj.onc.1208612 – volume: 33 start-page: 1 year: 2010 ident: 24112_CR40 publication-title: J. Stat. Softw. doi: 10.18637/jss.v033.i01 – ident: 24112_CR38 doi: 10.1182/blood-2018-99-116195 – volume: 175 start-page: 984 year: 2018 ident: 24112_CR32 publication-title: Cell doi: 10.1016/j.cell.2018.09.006 – volume: 31 start-page: 1023 year: 2013 ident: 24112_CR37 publication-title: Nat. Biotechnol. doi: 10.1038/nbt.2696 – volume: 554 start-page: 544 year: 2018 ident: 24112_CR18 publication-title: Nature doi: 10.1038/nature25501 – volume: 24 start-page: 1550 year: 2018 ident: 24112_CR20 publication-title: Nat. Med. doi: 10.1038/s41591-018-0136-1 – volume: 30 start-page: 523 year: 2014 ident: 24112_CR15 publication-title: Bioinformatics doi: 10.1093/bioinformatics/btt703 – volume: 110 start-page: 677 year: 2018 ident: 24112_CR35 publication-title: J. Natl Cancer Inst. doi: 10.1093/jnci/djx271 – volume: 391 start-page: 748 year: 2018 ident: 24112_CR7 publication-title: Lancet doi: 10.1016/S0140-6736(17)33297-X – volume: 553 start-page: 91 year: 2018 ident: 24112_CR31 publication-title: Nature doi: 10.1038/nature25015 – ident: 24112_CR12 doi: 10.2202/1544-6115.1128 – volume: 41 start-page: e170 year: 2013 ident: 24112_CR23 publication-title: Nucleic Acids Res. doi: 10.1093/nar/gkt660 – volume: 22 start-page: 2978 year: 2018 ident: 24112_CR30 publication-title: Cell Rep. doi: 10.1016/j.celrep.2018.02.053 – volume: 387 start-page: 1837 year: 2016 ident: 24112_CR9 publication-title: Lancet doi: 10.1016/S0140-6736(16)00587-0 – volume: 500 start-page: 415 year: 2013 ident: 24112_CR4 publication-title: Nature doi: 10.1038/nature12477 – volume: 515 start-page: 563 year: 2014 ident: 24112_CR11 publication-title: Nature doi: 10.1038/nature14011 – volume: 16 year: 2015 ident: 24112_CR22 publication-title: BMC Bioinformatics doi: 10.1186/s12859-015-0707-9 – volume: 378 start-page: 2288 year: 2018 ident: 24112_CR34 publication-title: N. Engl. J. Med. doi: 10.1056/NEJMoa1716948 – volume: 18 year: 2017 ident: 24112_CR16 publication-title: Genome Biol. doi: 10.1186/s13059-017-1349-1 – volume: 26 start-page: 64 year: 2015 ident: 24112_CR26 publication-title: Ann. Oncol. doi: 10.1093/annonc/mdu479 |
| SSID | ssj0000391844 |
| Score | 2.6342845 |
| Snippet | Immune checkpoint inhibitors targeting the PD-1/PD-L1 axis lead to durable clinical responses in subsets of cancer patients across multiple indications,... PD-L1 immune checkpoint inhibition has been used for several tumour types. Here, the authors use immunohistochemistry, tumour mutation burden and RNA-seq data... |
| SourceID | doaj unpaywall pubmedcentral proquest crossref springer |
| SourceType | Open Website Open Access Repository Aggregation Database Enrichment Source Index Database Publisher |
| StartPage | 3969 |
| SubjectTerms | 45/23 45/91 631/67/1059 631/67/580 631/67/69 Bladder cancer Cell cycle Cyclin-dependent kinase 4 Deoxyribonucleic acid DNA DNA damage DNA repair Heterogeneity Humanities and Social Sciences Immune checkpoint inhibitors Immunohistochemistry Immunotherapy Indication Inhibitors Kidney cancer Learning algorithms Lung cancer Lung carcinoma Machine learning Monoclonal antibodies multidisciplinary Mutation Non-small cell lung carcinoma Patients PD-1 protein PD-L1 protein Renal cell carcinoma Ribonucleic acid RNA Science Science (multidisciplinary) Signatures Small cell lung carcinoma Transcription Tumors Urothelial cancer Urothelial carcinoma |
| SummonAdditionalLinks | – databaseName: DOAJ Directory of Open Access Journals dbid: DOA link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1Lb9QwEB6hSgg4IMpDBEplJG7UamLHSXzk0VIhijhQqTfLj7FAXZJqN6uq_x7byYYNh5YD18RRnPGM55vM-BuAN5FjzgvHqNSItDRcUGkrR0VuGUpda6HjaeTTr9XJWfn5XJxvtfqKNWEDPfAguEONTKJ33qKrSl8Upgwu1zjDsNCNcRh337yRW8FU2oO5DKFLOZ6SyXlzuCrTnhArEoLTiu08Zp4oEfbPUObfNZJTovQB3Fu3l_r6Si8WW77o-BE8HEEkeTdMfhfuYPsY7g5tJa-fwKfTTc9b4raqXUjnyXIoiUXSd-TbR_qlICZ4swvtkOg0TdKvf3VLEv_Mrp7C2fHR9w8ndGyYQK1oeE8j2VuTYoqAi2qmG2dQugDImOGIAezEnJ6Jh6crlrvay-CqnMem1tw6Vxv-DHbarsXnQLDwXgZIK7i0pa20ZoVxwgf04ri2Oc-g2AhP2ZFNPDa1WKiU1eaNGgSugsBVEri6yuDt9MzlwKVx4-j3cU2mkZEHO10I2qFG7VC3aUcGe5sVVaNxrlRkZZOJVz-D19PtYFYxV6Jb7NZpTIy1wm6WQT3ThNmE5nfanz8SQXdYAx7CugwONjrz5-U3ffDBpFf_IJ8X_0M-L-E-iyaRV5SJPdjpl2t8FVBWb_aTQf0G0KolVA priority: 102 providerName: Directory of Open Access Journals – databaseName: ProQuest Central dbid: BENPR link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1Lb9QwEB6VrRDlgHiqgYKMxI1a3dh5HhCi0FIhuqoQlXqz_CyIJVl2s6r67_E4jzYcVlxjR3HGY89nz8w3AG-QY86lhtFSWksTxVNa6szQdKqZLWUuU4nZyKez7OQ8-XKRXmzBrM-FwbDKfk8MG7WpNd6RHyCVVhnI0N8v_lCsGoXe1b6EhuxKK5h3gWLsDmwzZMaawPbh0ezs23DrgnzoRZJ02TNTXhyskrBXYKSCN2ZY5mNkoQKR_wh9_hs7OThQ78O9dbWQ11dyPr9lo44fwoMOXJIPrTY8gi1bPYa7bbnJ6yfw-bSvhUvMrSgYUjuybENlLWlqcvaJfo2J8lbulzSWyDBM0qx_10uCN7arp3B-fPT94wntCilQnRa8oUgCV4SzhsdLOZOFUbY0Hqgxxa31IAh9fQqTqjM2NbkrvQkzzha55NqYXPFnMKnqyu4CsbFzpYe6KS91ojMpWaxM6jyqMVzqKY8g7oUndMcyjsUu5iJ4u3khWoELL3ARBC6uIng7vLNoOTY29j7EORl6Ij92eFAvL0W33IS0rLTOOG1Nlrg4VokHasooZmNZKGMj2OtnVHSLdiVuVCyC10OzX27oQ5GVrdehD57B_C4XQT7ShNGAxi3Vzx-BuNvPAffHvQj2e525-fimH94f9Oo_5PN886-9gB2Gyj7NKEv3YNIs1_alx1WNetUtlr9mByDH priority: 102 providerName: ProQuest – databaseName: Scholars Portal Journals: Open Access dbid: M48 link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1Lb9QwEB6VIgQ9IJ4itCAjcaOGjZ2XDwjxKhViEQdW6s2y4zEglqRks2r339d2HjSoquAa23mMZzzfxONvAJ56jjmbGkaFQqSJ5ikVZWZoOisZCpWrVPnTyPPP2eEi-XiUHm3BUO6oF-DqwtDO15NaNMvnp783r5zBv-yOjBcvVkkwd59s4PyRr9RxBa46TyV8KYd5D_fDysyFC2iS_uzMxUMn_inQ-E-w59-Zk-P26Q5cX1fHanOilstzHurgFtzsoSV53enCbdjC6g5c64pNbu7Ch_lQCZeYczkwpLak6RJlkbQ1-fKOfoqJdj7upzJIVHhN0q5_1Q3x_2tX92Bx8P7r20Pal1GgZVrwlnoKuCJEGg4t5UwVRqMwDqYxzREdBPI7fdofqc7YzORWOAdmLBa54qUxueb3YbuqK3wABGNrhQO6KRdlUmZKsVib1DpMY7gqZzyCeBCeLHuOcV_qYinDXjcvZCdw6QQug8DlSQTPxjHHHcPGpb3f-DkZe3p27HChbr7J3tikQibQGluiyRIbxzpxME0bzTBWhTYYwd4wo3LQOOm52kRg24_gydjsjM3voKgK63Xo4yMwt8ZFkE80YfJC05bqx_dA2-3mgLtgL4L9QWf-PPyyD94f9eof5PPw_-6-CzeYV_5ZRlm6B9tts8ZHDmW1-nEwnTM9kyH- priority: 102 providerName: Scholars Portal – databaseName: Unpaywall dbid: UNPAY link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1Lb9QwEB7BVgh64I0aKMhI3KjbxI6T-FgepUK06oGVysmyY1utuiSrTaKq_HpsJ1maHqpyjR0l9sxkPmdmvgH44DnmLNMEc2kMThVlmJeZxiwuieEyl0z6auSj4-xwnn4_ZacDWbSvhTHjme7sfBkC-V3fk2yPK80Vt8192MiYg90z2Jgfn-z_8s3j4jTBzhHToSgmpsVek4ZPgE9AcD7Kd--YOJ7Azz8BlTdTItdx0U142FVLeXUpF4trrufgSZ-01QTGQp9xcrHbtWq3_HODz_FOq3oKjwcAivZ7jXkG90z1HB70LSmvXsC3o7FfLtLXMmVQbdGqT6c1qK3RyRf8I0HKecILqQ2SYc2o7X7XK-T_6jYvYX7w9efnQzw0W8AlK2iLPVFcEc4jDlPlRBZaGa4dmCOKGuOAko8HKl94nZFY55Y7N6etKXJJS61zRV_BrKorswXIJNZyB4cZ5WVaZlKSRGlmHfLRVJYxjSAZJSHKgYncN8RYiBARp4XopSec9ESQnriM4OP6nmXPw3Hr7E9ewOuZnkM7XHB7LwaTFNIQbqy2pdFZapNEpU6HlFbEJLJQ2kSwPaqHGAy7EZ7RjQdO_gjer4edSfo4i6xM3YU5_pzmvoQR5BO1mrzQdKQ6Pwvk3k4G1B0JI9gZFfDfw29b8M5aSe-wP6__b_obeES8JcUZJmwbZu2qM28dFmvVu8EK_wLs7TMI priority: 102 providerName: Unpaywall |
| Title | Molecular determinants of response to PD-L1 blockade across tumor types |
| URI | https://link.springer.com/article/10.1038/s41467-021-24112-w https://www.proquest.com/docview/2544994664 https://www.proquest.com/docview/2545597870 https://pubmed.ncbi.nlm.nih.gov/PMC8233428 https://escholarship.org/uc/item/9bd9b9fs https://doaj.org/article/ae29efdfced64f11b4172bdb2e1a8bde |
| UnpaywallVersion | submittedVersion |
| Volume | 12 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVAFT databaseName: Open Access Digital Library customDbUrl: eissn: 2041-1723 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000391844 issn: 2041-1723 databaseCode: KQ8 dateStart: 20150101 isFulltext: true titleUrlDefault: http://grweb.coalliance.org/oadl/oadl.html providerName: Colorado Alliance of Research Libraries – providerCode: PRVAON databaseName: DOAJ Directory of Open Access Journals customDbUrl: eissn: 2041-1723 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000391844 issn: 2041-1723 databaseCode: DOA dateStart: 20150101 isFulltext: true titleUrlDefault: https://www.doaj.org/ providerName: Directory of Open Access Journals – providerCode: PRVEBS databaseName: Inspec with Full Text customDbUrl: eissn: 2041-1723 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0000391844 issn: 2041-1723 databaseCode: ADMLS dateStart: 20121101 isFulltext: true titleUrlDefault: https://www.ebsco.com/products/research-databases/inspec-full-text providerName: EBSCOhost – providerCode: PRVBFR databaseName: Free Medical Journals customDbUrl: eissn: 2041-1723 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000391844 issn: 2041-1723 databaseCode: DIK dateStart: 20100101 isFulltext: true titleUrlDefault: http://www.freemedicaljournals.com providerName: Flying Publisher – providerCode: PRVHPJ databaseName: ROAD: Directory of Open Access Scholarly Resources customDbUrl: eissn: 2041-1723 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000391844 issn: 2041-1723 databaseCode: M~E dateStart: 20100101 isFulltext: true titleUrlDefault: https://road.issn.org providerName: ISSN International Centre – providerCode: PRVAQN databaseName: Medline (PubMed) customDbUrl: eissn: 2041-1723 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000391844 issn: 2041-1723 databaseCode: RPM dateStart: 20120101 isFulltext: true titleUrlDefault: https://www.ncbi.nlm.nih.gov/pmc/ providerName: National Library of Medicine – providerCode: PRVAQT databaseName: Springer Nature - nature.com Journals - Fully Open Access customDbUrl: eissn: 2041-1723 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000391844 issn: 2041-1723 databaseCode: NAO dateStart: 20101201 isFulltext: true titleUrlDefault: https://www.nature.com/siteindex/index.html providerName: Nature Publishing – providerCode: PRVPQU databaseName: Health & Medical Collection (Proquest) customDbUrl: eissn: 2041-1723 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000391844 issn: 2041-1723 databaseCode: 7X7 dateStart: 20190101 isFulltext: true titleUrlDefault: https://search.proquest.com/healthcomplete providerName: ProQuest – providerCode: PRVPQU databaseName: ProQuest Central customDbUrl: http://www.proquest.com/pqcentral?accountid=15518 eissn: 2041-1723 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000391844 issn: 2041-1723 databaseCode: BENPR dateStart: 20190101 isFulltext: true titleUrlDefault: https://www.proquest.com/central providerName: ProQuest – providerCode: PRVPQU databaseName: ProQuest Technology Collection customDbUrl: eissn: 2041-1723 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000391844 issn: 2041-1723 databaseCode: 8FG dateStart: 20100401 isFulltext: true titleUrlDefault: https://search.proquest.com/technologycollection1 providerName: ProQuest – providerCode: PRVFZP databaseName: Scholars Portal Journals: Open Access customDbUrl: eissn: 2041-1723 dateEnd: 20250131 omitProxy: true ssIdentifier: ssj0000391844 issn: 2041-1723 databaseCode: M48 dateStart: 20101001 isFulltext: true titleUrlDefault: http://journals.scholarsportal.info providerName: Scholars Portal – providerCode: PRVAVX databaseName: Springer Nature HAS Fully OA customDbUrl: eissn: 2041-1723 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000391844 issn: 2041-1723 databaseCode: AAJSJ dateStart: 20101201 isFulltext: true titleUrlDefault: https://www.springernature.com providerName: Springer Nature – providerCode: PRVAVX databaseName: SpringerLink Journals Open Access customDbUrl: eissn: 2041-1723 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000391844 issn: 2041-1723 databaseCode: C6C dateStart: 20101201 isFulltext: true titleUrlDefault: http://www.springeropen.com/ providerName: Springer Nature |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1bb9MwFD7aOiHGA-KqBUZlJN5oRGPn4jx2Zd1U0aoCKpWnyI5tDVGSqRdN-_ccOxcWkCZ4SaTYzuX4nJzPPvZ3AN5ZjjkTKeqnQms_lCzy0zxWfjTMqU5FIiJhdyPP5vHlMpyuotUBDJq9MJ34vaPu3obOmO1SAvQ2Ng_HIRxxVEzeg6PRaPpl2s6pWLZzHob13hhs_uHvxh3_42j6O9jyz5WRbXj0ETzcF9fi9kas13c80OQJPK6hIxlVff0UDnTxDB5UySRvn8PFrMl0S9SdNS6kNGRTLYTVZFeSxUf_U0Ak-rAfQmki3GuS3f5nuSF2Pnb7ApaT86_jS79Ok-DnEWc731K8cTeSQDSUUMGV1KlCGEYl0xohjo3kSbtlOqZDlZgUHZQymieC5Uolkr2EXlEW-gSIDoxJEchGLM3DPBaCBlJFBjGLYiIfMg-CRnhZXnOI21QW68zFshnPKoFnKPDMCTy78eB92-a6YtC4t_aZ7ZO2pmW_dhdQKbLamDKhaaqNMrlWcWiCQIYIw6SSVAeCS6U9OG16NKtNcptZLrbUsel78LYtRmOyERJR6HLv6tgRFv7DPEg6mtB5oW5J8f3K0XJjHzAczHkwaHTm98Pv--BBq1f_IJ9X_3f313BMrfIPY59Gp9Dbbfb6DaKonezDYbJK8MgnF_3akPB8dj5ffMar43jcd_MTeJyFHEuW88Xo2y_6Xh0N |
| linkProvider | Springer Nature |
| linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1LbxMxEB6VItRyQDzFQgEjwYla3bX3eUAIKCWlScWhlXIzflJE2A3JRlH-FL8R2_towyHi0uuu9-HxzPizZ_wNwCvHMWcSRXDBtcaxoAkuZKpwEkqiC57xhLvTyKPTdHAefxkn4y34052FcWmVnU_0jlpV0u2RHzgqrcKTob-b_sauapSLrnYlNBq1ONGrpV2yzd8eH9rxfU3I0aezjwPcVhXAMslpjR0jWu6BtwUPGeG5ErpQFrUQQbW2iMAFvoQ7YZySUGWmsP5cGZ1nnEqlMkHte2_AzZhaX2LtJxtn_Z6OY1vP47g9mxPS_GAee0_k8iDsVOmKiKzNf75MwBq2_Tczsw_P3oadRTnlqyWfTK7MgEd34U4LXdH7RtfuwZYu78Otppjl6gF8HnWVdpG6kmODKoNmTSKuRnWFvh7iYYSEnUN_cqUR97-J6sWvaobcfvD8IZxfi0AfwXZZlfoxIB0ZU1ggndBCxjLlnERCJcZiJkW5DGkAUSc8JlsOc1dKY8J8LJ3mrBE4swJnXuBsGcCb_plpw-CxsfUHNyZ9S8e-7S9Us--sNWbGNSm0UUZqlcYmikRsYaBQguiI50LpAPa6EWWtS5izSwUO4GV_2xqzi9DwUlcL38at8KwPDSBb04S1H1q_U_648LTgdgyoXUwGsN_pzOXHN3V4v9er_5DPk81dewE7g7PRkA2PT0-ewi5xih-mmCR7sF3PFvqZRXC1eO7NBsG367bTv2yXVTQ |
| linkToPdf | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lb9QwEB6VIl4HxFMEChgJTjTaxM7zgBCwLC19qAcq7c3Ysd0ilmTZzWq1f41fh8d5tMthxaXXxHl4PDP-7Bl_A_AaOeZMrKifC639SLLYz4tE-XFQUJ2LVMQCTyMfHSd7p9HXcTzegj_dWRhMq-x8onPUqipwj3yAVFq5I0MfmDYt4mQ4ej_97WMFKYy0duU0GhU50KulXb7N3-0P7Vi_oXT0-dunPb-tMOAXccZqH9nRMgfCLZBIqciU1LmyCIZKprVFBxgEk3jaOKGBSk1ufbsyOksFK5RKJbPvvQbXU8ZyTCdMx2m_v4PM61kUted0ApYN5pHzSpgTYadNLCiyNhe6kgFrOPffLM0-VHsHbi3KqVgtxWRyaTYc3YO7LYwlHxq9uw9bunwAN5rClquH8OWoq7pL1KV8G1IZMmuScjWpK3Iy9A9DIu18-lMoTYT7TVIvflUzgnvD80dweiUCfQzbZVXqJ0B0aExuQXXM8iIqEiFoKFVsLH5STBQB8yDshMeLls8cy2pMuIurs4w3AudW4NwJnC89eNs_M23YPDa2_ohj0rdEJm53oZqd8dawudA010aZQqskMmEoIwsJpZJUhyKTSnuw040ob93DnF8oswev-tvWsDFaI0pdLVwbXO1Zf-pBuqYJaz-0fqf8ce4owu0YMLuw9GC305mLj2_q8G6vV_8hn6ebu_YSbloL5Yf7xwfP4DZFvQ8Sn8Y7sF3PFvq5BXO1fOGshsD3qzbTv7A8WXc |
| linkToUnpaywall | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1Lb9QwEB7BVgh64I0aKMhI3KjbxI6T-FgepUK06oGVysmyY1utuiSrTaKq_HpsJ1maHqpyjR0l9sxkPmdmvgH44DnmLNMEc2kMThVlmJeZxiwuieEyl0z6auSj4-xwnn4_ZacDWbSvhTHjme7sfBkC-V3fk2yPK80Vt8192MiYg90z2Jgfn-z_8s3j4jTBzhHToSgmpsVek4ZPgE9AcD7Kd--YOJ7Azz8BlTdTItdx0U142FVLeXUpF4trrufgSZ-01QTGQp9xcrHbtWq3_HODz_FOq3oKjwcAivZ7jXkG90z1HB70LSmvXsC3o7FfLtLXMmVQbdGqT6c1qK3RyRf8I0HKecILqQ2SYc2o7X7XK-T_6jYvYX7w9efnQzw0W8AlK2iLPVFcEc4jDlPlRBZaGa4dmCOKGuOAko8HKl94nZFY55Y7N6etKXJJS61zRV_BrKorswXIJNZyB4cZ5WVaZlKSRGlmHfLRVJYxjSAZJSHKgYncN8RYiBARp4XopSec9ESQnriM4OP6nmXPw3Hr7E9ewOuZnkM7XHB7LwaTFNIQbqy2pdFZapNEpU6HlFbEJLJQ2kSwPaqHGAy7EZ7RjQdO_gjer4edSfo4i6xM3YU5_pzmvoQR5BO1mrzQdKQ6Pwvk3k4G1B0JI9gZFfDfw29b8M5aSe-wP6__b_obeES8JcUZJmwbZu2qM28dFmvVu8EK_wLs7TMI |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Molecular+determinants+of+response+to+PD-L1+blockade+across+tumor+types&rft.jtitle=Nature+communications&rft.au=Banchereau%2C+Romain&rft.au=Leng%2C+Ning&rft.au=Zill%2C+Oliver&rft.au=Sokol%2C+Ethan&rft.date=2021-06-25&rft.pub=Nature+Publishing+Group+UK&rft.eissn=2041-1723&rft.volume=12&rft.issue=1&rft_id=info:doi/10.1038%2Fs41467-021-24112-w&rft.externalDocID=10_1038_s41467_021_24112_w |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2041-1723&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2041-1723&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2041-1723&client=summon |