Skip to main content

Advertisement

Log in

Evolution of predictive and prognostic biomarkers in the treatment of advanced gastric cancer

  • Review – Clinical Oncology
  • Published:
Journal of Cancer Research and Clinical Oncology Aims and scope Submit manuscript

Abstract

Despite new therapeutic options, advanced gastric cancer remains associated with a poor prognosis compared with other cancers. Recent gains in the treatment of gastric cancer were accompanied by the identification of novel biomarkers associated with various cellular pathways and corresponding diagnostic technologies. It is expected that the standardization of clinical workflow and technological refinements in biomarker assessment will support greater personalization and further improve treatment outcomes. In this article, we review the current state of prognostic and predictive biomarkers in gastric cancer.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1

Similar content being viewed by others

Data sharing

Merck Sharp & Dohme Corp., a subsidiary of Merck & Co., Inc., Kenilworth, NJ, USA (MSD) is committed to providing qualified scientific researchers access to anonymized data and clinical study reports from the company’s clinical trials for the purpose of conducting legitimate scientific research. MSD is also obligated to protect the rights and privacy of trial participants and, as such, has a procedure in place for evaluating and fulfilling requests for sharing company clinical trial data with qualified external scientific researchers. The MSD data sharing website (available at: http://engagezone.msd.com/ds_documentation.php) outlines the process and requirements for submitting a data request. Applications will be promptly assessed for completeness and policy compliance. Feasible requests will be reviewed by a committee of MSD subject matter experts to assess the scientific validity of the request and the qualifications of the requestors. In line with data privacy legislation, submitters of approved requests must enter into a standard data-sharing agreement with MSD before data access is granted. Data will be made available for request after product approval in the US and EU or after product development is discontinued. There are circumstances that may prevent MSD from sharing requested data, including country or region-specific regulations. If the request is declined, it will be communicated to the investigator. Access to genetic or exploratory biomarker data requires a detailed, hypothesis-driven statistical analysis plan that is collaboratively developed by the requestor and MSD subject matter experts; after approval of the statistical analysis plan and execution of a data-sharing agreement, MSD will either perform the proposed analyses and share the results with the requestor or will construct biomarker covariates and add them to a file with clinical data that is uploaded to an analysis portal so that the requestor can perform the proposed analyses.

References

  • Abrahao-Machado LF, Scapulatempo-Neto C (2016) HER2 testing in gastric cancer: an update. World J Gastroenterol 22(19):4619–4625

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Arai T, Sakurai U, Sawabe M, Honma N, Aida J, Ushio Y et al (2013) Frequent microsatellite instability in papillary and solid-type, poorly differentiated adenocarcinomas of the stomach. Gastric Cancer 16(4):505–512

    Article  CAS  PubMed  Google Scholar 

  • Arnold A, Daum S, von Winterfeld M, Berg E, Hummel M, Horst D et al (2019) Analysis of NTRK expression in gastric and esophageal adenocarcinoma (AGE) with pan-TRK immunohistochemistry. Pathol Res Pract 215(11):152662

    Article  CAS  PubMed  Google Scholar 

  • Bang YJ, Van Cutsem E, Feyereislova A, Chung HC, Shen L, Sawaki A et al (2010) Trastuzumab in combination with chemotherapy versus chemotherapy alone for treatment of HER2-positive advanced gastric or gastro-oesophageal junction cancer (ToGA): a phase 3, open-label, randomised controlled trial. Lancet 376(9742):687–697

    Article  CAS  PubMed  Google Scholar 

  • Bartley AN, Washington MK, Ismaila N, Ajani JA (2017) HER2 testing and clinical decision making in gastroesophageal adenocarcinoma: guideline summary from the college of American pathologists, American society for clinical pathology, and American society of clinical oncology. J Oncol Pract 13(1):53–57

    Article  PubMed  Google Scholar 

  • Bayer AG (2019) Vitrakvi 25 mg hard capsules and Vitrakvi 100 mg hard capsules. Summary of product characteristics. https://www.ema.europa.eu/en/documents/product-information/vitrakvi-epar-product-information_en.pdf

  • Bayer HealthCare Pharmaceuticals Inc. (2021) Vitrakvi (larotrectinib) capsules, for oral use and Vitrakvi (larotrectinib) oral solution. Prescribing information. http://labeling.bayerhealthcare.com/html/products/pi/vitrakvi_PI.pdf

  • Begnami MD, Fukuda E, Fregnani JH, Nonogaki S, Montagnini AL, da Costa WL Jr et al (2011) Prognostic implications of altered human epidermal growth factor receptors (HERs) in gastric carcinomas: HER2 and HER3 are predictors of poor outcome. J Clin Oncol 29(22):3030–3036

    Article  CAS  PubMed  Google Scholar 

  • Boku N, Ryu MH, Kato K, Chung HC, Minashi K, Lee KW et al (2019) Safety and efficacy of nivolumab in combination with S-1/capecitabine plus oxaliplatin in patients with previously untreated, unresectable, advanced, or recurrent gastric/gastroesophageal junction cancer: interim results of a randomized, phase II trial (ATTRACTION-4). Ann Oncol 30(2):250–258

    Article  CAS  PubMed  Google Scholar 

  • Bonneville R, Krook MA, Kautto EA, Miya J, Wing MR, Chen HZ et al (2017) Landscape of microsatellite instability across 39 cancer types. JCO Precis Oncol. https://doi.org/10.1200/PO.17.00073

    Article  PubMed  PubMed Central  Google Scholar 

  • Bray F, Ferlay J, Soerjomataram I, Siegel RL, Torre LA, Jemal A (2018) Global cancer statistics 2018: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J Clin 68(6):394–424

    Article  PubMed  Google Scholar 

  • Bristol Myers Squibb (2020) Opdivo (nivolumab) injection, for intravenous use. Prescribing information

  • Bristol Myers Squibb Pharma (2021) Opdivo 10 mg/mL concentrate for solution for infusion. Summary of product characteristics. https://www.ema.europa.eu/en/documents/product-information/opdivo-epar-product-information_en.pdf

  • Cancer Genome Atlas Research Network (2014) Comprehensive molecular characterization of gastric adenocarcinoma. Nature 513(7517):202–209

    Article  CAS  Google Scholar 

  • Catenacci DVT, Kang YK, Park H, Uronis HE, Lee KW, Ng MCH et al (2020) Margetuximab plus pembrolizumab in patients with previously treated, HER2-positive gastro-oesophageal adenocarcinoma (CP-MGAH22-05): a single-arm, phase 1b–2 trial. Lancet Oncol 21(8):1066–1076

    Article  CAS  PubMed  Google Scholar 

  • Catenacci DV, Rosales M, Chung HC, Shen L, Moehler M et al (2021) MAHOGANY: margetuximab combination in HER2+ unresectable/metastatic gastric/gastroesophageal junction adenocarcinoma. Future Oncol 17(10):1155–1164

    Article  CAS  PubMed  Google Scholar 

  • Chaganty BKR, Qiu S, Gest A, Lu Y, Ivan C, Calin GA et al (2018) Trastuzumab upregulates PD-L1 as a potential mechanism of trastuzumab resistance through engagement of immune effector cells and stimulation of IFN γ secretion. Cancer Lett 430:47–56

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Chao J, Fuchs CS, Shitara K, Tabernero J, Muro K, Van Cutsem E et al (2021) Assessment of pembrolizumab therapy for the treatment of microsatellite instability-high gastric or gastroesophageal junction cancer among patients in the KEYNOTE-059, KEYNOTE-061, and KEYNOTE-062 clinical trials. JAMA Oncol 7(6):895–902

    Article  PubMed  PubMed Central  Google Scholar 

  • Chen LT, Satoh T, Ryu MH, Chao Y, Kato K, Chung HC et al (2020) A phase 3 study of nivolumab in previously treated advanced gastric or gastroesophageal junction cancer (ATTRACTION-2): 2-year update data. Gastric Cancer 23(3):510–519

    Article  CAS  PubMed  Google Scholar 

  • Cheng ML, Pectasides E, Hanna GJ, Parsons HA, Choudhury AD, Oxnard GR (2021) Circulating tumor DNA in advanced solid tumors: clinical relevance and future directions. CA Cancer J Clin 71(2):176–190

    Article  PubMed  Google Scholar 

  • Cocco E, Scaltriti M, Drilon A (2018) NTRK fusion-positive cancers and TRK inhibitor therapy. Nat Rev Clin Oncol 15(12):731–747

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • College of American Pathologists (2021) MMR and MSI testing in patients being considered for checkpoint inhibitor therapy. https://www.cap.org/protocols-and-guidelines/cap-guidelines/upcoming-cap-guidelines/mmr-and-msi-testing-in-patients-being-considered-for-checkpoint-inhibitor-therapy. Accessed 29 June 2021

  • Columbus G (2021) Pembrolizumab granted 5 additional approvals in Japan. https://www.onclive.com/view/pembrolizumab-granted-5-additional-approvals-in-japan

  • Cortes-Ciriano I, Lee S, Park WY, Kim TM, Park PJ (2017) A molecular portrait of microsatellite instability across multiple cancers. Nat Commun. https://doi.org/10.1038/ncomms15180

    Article  PubMed  PubMed Central  Google Scholar 

  • Cristescu R, Albright A, Qiu P, Mogg R, Lunceford J, Liu XQ et al (2017) Genomic determinants of response to pembrolizumab in gastric cancer. In: Presented at the Socieity for Immunotherapy of Cancer, November 8–12, 2017

  • Ding L, Lu Z, Lu Q, Chen YH (2013) The claudin family of proteins in human malignancy: a clinical perspective. Cancer Manag Res 5:367–375

    PubMed  PubMed Central  Google Scholar 

  • Emancipator K (2020) Keytruda and PD-L1: a real-world example of co-development of a drug with a predictive biomarker. AAPS J 23(1):5

    Article  PubMed  CAS  Google Scholar 

  • Eriksson J, Amonkar M, Al-Jassar G, Lambert J, Malmenäs M, Chase M et al (2020) Experience of mismatch repair/microsatellite instability (MMR/MSI) testing among patients with advanced/metastatic colorectal cancer in the US. Curr Med Res Opin 36(8):1355–1361

    Article  PubMed  Google Scholar 

  • FDA approves Merck’s KEYTRUDA® (pembrolizumab) combined with trastuzumab and chemotherapy as first-line treatment in locally advanced unresectable or metastatic her2-positive gastric or gastroesophageal junction adenocarcinoma. Press release. 2021. https://www.merck.com/news/fda-approves-mercks-keytruda-pembrolizumab-combined-with-trastuzumab-and-chemotherapy-as-first-line-treatment-in-locally-advanced-unresectable-or-metastatic-her2-positive-gastric-or-g/. Accessed 15 Dec 2021

  • FDA-NIH Biomarker Working Group (2016) BEST (Biomarkers, EndpointS, and other Tools) Resource [Internet]. US Food and Drug Administration. Published December 22, 2016. Last updated November 16, 2020. https://www.ncbi.nlm.nih.gov/books/NBK402285/. Accessed 15 Dec 2021

  • Fuchs CS, Doi T, Jang RW, Muro K, Satoh T, Machado M et al (2018) Safety and efficacy of pembrolizumab monotherapy in patients with previously treated advanced gastric and gastroesophageal junction cancer: phase 2 clinical KEYNOTE-059 trial. JAMA Oncol 4(5):e180013

    Article  PubMed  PubMed Central  Google Scholar 

  • Galsky MD, Saci A, Szabo PM, Han GC, Grossfeld G, Collette S et al (2020) Nivolumab in patients with advanced platinum-resistant urothelial carcinoma: efficacy, safety, and biomarker analyses with extended follow-up from CheckMate 275. Clin Cancer Res 26(19):5120–5128

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Genentech (2019) Rozlytrek (entrectinib) capsules, for oral use. Prescribing information. . https://www.gene.com/download/pdf/rozlytrek_prescribing.pdf

  • Genentech (2021) Perjeta (pertuzumab) injection, for intravenous use. Prescribing information. https://www.gene.com/download/pdf/perjeta_prescribing.pdf

  • Gravalos C, Jimeno A (2008) HER2 in gastric cancer: a new prognostic factor and a novel therapeutic target. Ann Oncol 19(9):1523–1529

    Article  CAS  PubMed  Google Scholar 

  • Grillo F, Fassan M, Sarocchi F, Fiocca R, Mastracci L (2016) HER2 heterogeneity in gastric/gastroesophageal cancers: From benchside to practice. World J Gastroenterol 22(26):5879–5887

    Article  PubMed  PubMed Central  Google Scholar 

  • Hagi T, Kurokawa Y, Kawabata R, Omori T, Matsuyama J, Fujitani K et al (2020) Multicentre biomarker cohort study on the efficacy of nivolumab treatment for gastric cancer. Br J Cancer 123(6):965–972

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Hause RJ, Pritchard CC, Shendure J, Salipante SJ (2016) Classification and characterization of microsatellite instability across 18 cancer types. Nat Med 22(11):1342–1350

    Article  CAS  PubMed  Google Scholar 

  • Hecht JR, Bang YJ, Qin SK, Chung HC, Xu JM, Park JO et al (2016) Lapatinib in combination with capecitabine plus oxaliplatin in human epidermal growth factor receptor 2-positive advanced or metastatic gastric, esophageal, or gastroesophageal adenocarcinoma: TRIO-013/LOGiC—a randomized phase III Trial. J Clin Oncol 34(5):443–451

    Article  CAS  PubMed  Google Scholar 

  • Hellmann MD, Ciuleanu TE, Pluzanski A, Lee JS, Otterson GA, Audigier-Valette C et al (2018) Nivolumab plus ipilimumab in lung cancer with a high tumor mutational burden. N Engl J Med 378(22):2093–2104

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • HER2 IQFISH pharmDx (2020) Agilent Technologies. https://www.agilent.com/en/product/pharmdx/her2-iqfish-pharmdx/her2-iqfish-pharmdx-152200

  • HercepTest (2020) Agilent Technologies. https://www.agilent.com/en/product/pharmdx/herceptest-kits/herceptest-for-automated-link-platforms-152563

  • Heydt C, Rehker J, Pappesch R, Buhl T, Ball M, Siebolts U et al (2020) Analysis of tumor mutational burden: correlation of five large gene panels with whole exome sequencing. Sci Rep 10(1):11387

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Hirsch FR, McElhinny A, Stanforth D, Ranger-Moore J, Jansson M, Kulangara K et al (2017) PD-L1 immunohistochemistry assays for lung cancer: results from phase 1 of the Blueprint PD-L1 IHC Assay comparison project. J Thorac Oncol 12(2):208–222

    Article  PubMed  Google Scholar 

  • Hofmann M, Stoss O, Shi D, Büttner R, van de Vijver M, Kim W et al (2008) Assessment of a HER2 scoring system for gastric cancer: results from a validation study. Histopathology 52(7):797–805

    Article  CAS  PubMed  Google Scholar 

  • Huang RSP, Haberberger J, Severson E, Duncan DL, Hemmerich A, Edgerly C et al (2021) A pan-cancer analysis of PD-L1 immunohistochemistry and gene amplification, tumor mutation burden and microsatellite instability in 48,782 cases. Mod Pathol 34(2):252–263

    Article  CAS  PubMed  Google Scholar 

  • Hur JY, Chao J, Kim K, Kim ST, Kim KM, Klempner SJ et al (2020) High-level FGFR2 amplification is associated with poor prognosis and Lower response to chemotherapy in gastric cancers. Pathol Res Pract 216(4):152878

    Article  CAS  PubMed  Google Scholar 

  • Hynes NE, Stern DF (1994) The biology of erbB-2/neu/HER-2 and its role in cancer. Biochim Biophys Acta 1198(2–3):165–184

    PubMed  Google Scholar 

  • Janjigian YY, Werner D, Pauligk C, Steinmetz K, Kelsen DP, Jäger E et al (2012) Prognosis of metastatic gastric and gastroesophageal junction cancer by HER2 status: a European and USA International collaborative analysis. Ann Oncol 23(10):2656–2662

    Article  CAS  PubMed  Google Scholar 

  • Janjigian YY, Maron SB, Chatila WK, Millang B, Chavan SS, Alterman C et al (2020) First-line pembrolizumab and trastuzumab in HER2-positive oesophageal, gastric, or gastro-oesophageal junction cancer: an open-label, single-arm, phase 2 trial. Lancet Oncol 21(6):821–831

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Janjigian YY, Shitara K, Moehler M, Garrido M, Salman P, Shen L et al (2021b) First-line nivolumab plus chemotherapy versus chemotherapy alone for advanced gastric, gastro-oesophageal junction, and oesophageal adenocarcinoma (CheckMate 649): a randomised, open-label, phase 3 trial. Lancet 398(10294):27–40

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Janjigian YY, Kawazoe A, Yanez PE, Luo S, Lonardi S, Kolesnik O et al (2021a) Pembrolizumab plus trastuzumab and chemotherapy for HER2+ metastatic gastric or gastroesophageal junction (G/GEJ) cancer: Initial findings of the global phase 3 KEYNOTE-811 study. J Clin Oncol 39(15_suppl):Abstract 4013

  • Japanese Gastric Cancer Association (2020) Japanese gastric cancer treatment guidelines 2018 (5th ed). Gastric Cancer 24(1):1–21

    Article  PubMed Central  Google Scholar 

  • Jun KH, Kim JH, Jung JH, Choi HJ, Chin HM (2014) Expression of claudin-7 and loss of claudin-18 correlate with poor prognosis in gastric cancer. Int J Surg 12(2):156–162

    Article  PubMed  Google Scholar 

  • Kelly RJ, Lee J, Bang YJ, Almhanna K, Blum-Murphy M, Catenacci DVT et al (2020) Safety and efficacy of durvalumab and tremelimumab alone or in combination in patients with advanced gastric and gastroesophageal junction adenocarcinoma. Clin Cancer Res 26(4):846–854

    Article  CAS  PubMed  Google Scholar 

  • Kijima T, Arigami T, Uenosono Y, Hiraki T, Yanagita S, Matsushita D et al (2020) Comparison of HER2 status before and after trastuzumab-based chemotherapy in patients with advanced gastric cancer. Anticancer Res 40(1):75–80

    Article  CAS  PubMed  Google Scholar 

  • Kim KC, Koh YW, Chang HM, Kim TH, Yook JH, Kim BS et al (2011) Evaluation of HER2 protein expression in gastric carcinomas: comparative analysis of 1,414 cases of whole-tissue sections and 595 cases of tissue microarrays. Ann Surg Oncol 18(10):2833–2840

    Article  PubMed  Google Scholar 

  • Kim ST, Cristescu R, Bass AJ, Kim KM, Odegaard JI, Kim K et al (2018) Comprehensive molecular characterization of clinical responses to PD-1 inhibition in metastatic gastric cancer. Nat Med 24(9):1449–1458

    Article  CAS  PubMed  Google Scholar 

  • Kubota Y, Kawazoe A, Sasaki A, Mishima S, Sawada K, Nakamura Y et al (2020) The impact of molecular subtype on efficacy of chemotherapy and checkpoint inhibition in advanced gastric cancer. Clin Cancer Res 26(14):3784–3790

    Article  CAS  PubMed  Google Scholar 

  • Kulangara K, Zhang N, Corigliano E, Guerrero L, Waldroup S, Jaiswal D et al (2019) Clinical utility of the combined positive score for programmed death ligand-1 expression and the approval of pembrolizumab for treatment of gastric cancer. Arch Pathol Lab Med 143(3):330–337

    Article  CAS  PubMed  Google Scholar 

  • Kulukian A, Lee P, Taylor J, Rosler R, de Vries P, Watson D et al (2020) Preclinical activity of HER2-selective tyrosine kinase inhibitor tucatinib as a single agent or in combination with trastuzumab or docetaxel in solid tumor models. Mol Cancer Ther 19(4):976–987

    Article  CAS  PubMed  Google Scholar 

  • Kurokawa Y, Matsuura N, Kimura Y, Adachi S, Fujita J, Imamura H et al (2015) Multicenter large-scale study of prognostic impact of HER2 expression in patients with resectable gastric cancer. Gastric Cancer 18(4):691–697

    Article  CAS  PubMed  Google Scholar 

  • Li K, Luo H, Huang L, Luo H, Zhu X (2020) Microsatellite instability: a review of what the oncologist should know. Cancer Cell Int 20:16

    Article  PubMed  PubMed Central  Google Scholar 

  • Liu Y, Sethi NS, Hinoue T, Schneider BG, Cherniack AD, Sanchez-Vega F et al (2018) Comparative molecular analysis of gastrointestinal adenocarcinomas. Cancer Cell 33(4):721-735.e728

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Liu X, Choi MG, Kim K, Kim KM, Kim ST, Park SH et al (2020) High PD-L1 expression in gastric cancer (GC) patients and correlation with molecular features. Pathol Res Pract 216(4):152881

    Article  CAS  PubMed  Google Scholar 

  • Lordick F, Shitara K, Janjigian YY (2017) New agents on the horizon in gastric cancer. Ann Oncol 28(8):1767–1775

    Article  CAS  PubMed  Google Scholar 

  • Lu Y, Wu T, Sheng Y, Dai Y, Xia B, Xue Y (2020) Correlation between Claudin-18 expression and clinicopathological features and prognosis in patients with gastric cancer. J Gastrointest Oncol 11(6):1253–1260

    Article  PubMed  PubMed Central  Google Scholar 

  • Ma J, Li J, Qian M, Han W, Tian M, Li Z et al (2018) PD-L1 expression and the prognostic significance in gastric cancer: a retrospective comparison of three PD-L1 antibody clones (SP142, 28–8 and E1L3N). Diagn Pathol 13(1):91

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Makiyama A, Sukawa Y, Kashiwada T, Kawada J, Hosokawa A, Horie Y et al (2020) Randomized, phase II study of trastuzumab beyond progression in patients with HER2-positive advanced gastric or gastroesophageal junction cancer: WJOG7112G (T-ACT study). J Clin Oncol 38(17):1919–1927

    Article  CAS  PubMed  Google Scholar 

  • Malone ER, Oliva M, Sabatini PJB, Stockley TL, Siu LL (2020) Molecular profiling for precision cancer therapies. Genome Med 12(1):8

    Article  PubMed  PubMed Central  Google Scholar 

  • Marabelle A, Fakih M, Lopez J, Shah M, Shapira-Frommer R, Nakagawa K et al (2020a) Association of tumour mutational burden with outcomes in patients with advanced solid tumours treated with pembrolizumab: prospective biomarker analysis of the multicohort, open-label, phase 2 KEYNOTE-158 study. Lancet Oncol 21(10):1353–1365

    Article  CAS  PubMed  Google Scholar 

  • Marabelle A, Le DT, Ascierto PA, Di Giacomo AM, De Jesus-Acosta A, Delord JP et al (2020b) Efficacy of pembrolizumab in patients with noncolorectal high microsatellite instability/mismatch repair-deficient cancer: results from the phase II KEYNOTE-158 study. J Clin Oncol 38(1):1–10

    Article  CAS  PubMed  Google Scholar 

  • Maron SB, Chase LM, Lomnicki S, Kochanny S, Moore KL, Joshi SS et al (2019) Circulating tumor DNA sequencing analysis of gastroesophageal adenocarcinoma. Clin Cancer Res 25(23):7098–7112

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • McGrail DJ, Pilié PG, Rashid NU, Voorwerk L, Slagter M, Kok M et al (2021) High tumor mutation burden fails to predict immune checkpoint blockade response across all cancer types. Ann Oncol 32(5):661–672

    Article  CAS  PubMed  Google Scholar 

  • Meléndez B, Van Campenhout C, Rorive S, Remmelink M, Salmon I, D’Haene N (2018) Methods of measurement for tumor mutational burden in tumor tissue. Transl Lung Cancer Res 7(6):661–667

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Merck (2021) provides update on KEYTRUDA® (pembrolizumab) indication in third-line gastric cancer in the US. Press release. Published July 1, 2021. https://www.merck.com/news/merck-provides-update-on-keytruda-pembrolizumab-indication-in-third-line-gastric-cancer-in-the-us/. Accessed 15 Dec 15 2021

  • MSD B.V. (2020) Keytruda 50 mg powder for concentrate for solution for infusion. Summary of product characteristics. Merck Sharp & Dohme B.V.; 2020. https://www.ema.europa.eu/en/documents/product-information/keytruda-epar-product-information_en.pdf

  • Merck & Co., Inc., Kenilworth, NJ, USA (2021) Keytruda® (pembrolizumab) injection for intravenous use. 12/2021. Whitehouse Station. https://www.merck.com/product/usa/pi_circulars/k/keytruda/keytruda_pi.pdf

  • Merino DM, McShane LM, Fabrizio D, Funari V, Chen SJ, White JR et al (2020) Establishing guidelines to harmonize tumor mutational burden (TMB): in silico assessment of variation in TMB quantification across diagnostic platforms: phase I of the Friends of Cancer Research TMB Harmonization Project. J Immunother Cancer 8(1):e000147. https://doi.org/10.1136/jitc-2019-000147

    Article  PubMed  PubMed Central  Google Scholar 

  • Mishima S, Kawazoe A, Nakamura Y, Sasaki A, Kotani D, Kuboki Y et al (2019) Clinicopathological and molecular features of responders to nivolumab for patients with advanced gastric cancer. J Immunother Cancer 7(1):24

    Article  PubMed  PubMed Central  Google Scholar 

  • Moehler M, Shitara K, Garrido M, Salman P, Shen L, Wyrwicz L et al (2020a) LBA6_PR Nivolumab (nivo) plus chemotherapy (chemo) versus chemo as first-line (1L) treatment for advanced gastric cancer/gastroesophageal junction cancer (GC/GEJC)/esophageal adenocarcinoma (EAC): First results of the CheckMate 649 study. Ann Oncol 31:S1191

    Article  Google Scholar 

  • Moehler MH, Dvorkin M, Ozguroglu M, Ryu MH, Muntean AS, Lonardi S et al (2020b) Results of the JAVELIN Gastric 100 phase 3 trial: avelumab maintenance following first-line (1L) chemotherapy (CTx) vs continuation of CTx for HER2-advanced gastric or gastroesophageal junction cancer (GC/GEJC). J Clin Oncol 38(4_suppl):278–278

  • Moehler M, Dvorkin M, Boku N, Özgüroğlu M, Ryu MH, Muntean AS et al (2021) Phase III trial of avelumab maintenance after first-line induction chemotherapy versus continuation of chemotherapy in patients with gastric cancers: results From JAVELIN gastric 100. J Clin Oncol 39(9):966–977

    Article  CAS  PubMed  Google Scholar 

  • Motoshima S, Yonemoto K, Kamei H, Morita M, Yamaguchi R (2018) Prognostic implications of HER2 heterogeneity in gastric cancer. Oncotarget 9(10):9262–9272

    Article  PubMed  PubMed Central  Google Scholar 

  • National Health Commission of the People’s Republic of China (2019) Chinese guidelines for diagnosis and treatment of gastric cancer 2018 (English version). Chin J Cancer Res 31(5):707–737

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • National Comprehensive Cancer Network (2021) NCCN Clinical Practice Guidelines in Oncolgy. Gastric Cancer. Version 4.2021. Plymouth Meeting, PA

  • Noske A, Ammann JU, Wagner DC, Denkert C, Lebeau A, Sinn P et al (2021) A multicentre analytical comparison study of inter-reader and inter-assay agreement of four programmed death-ligand 1 immunohistochemistry assays for scoring in triple-negative breast cancer. Histopathology 78(4):567–577

    Article  PubMed  Google Scholar 

  • Nowicki TS, Hu-Lieskovan S, Ribas A (2018) Mechanisms of resistance to PD-1 and PD-L1 blockade. Cancer J 24(1):47–53

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Oh D-Y, Chung HC, Im YH, Yen CJ, Chao Y, Li Z et al (2020) ZW25, an anti-HER2 bispecific antibody, plus chemotherapy with/without tislelizumab as first-line treatment for patients with advanced HER2-positive breast cancer or gastric/gastroesophageal junction adenocarcinoma: a phase 1B/2 trial-in-progress. J Clin Oncol 38(15_suppl):TPS3145

  • Oldenhuis CN, Oosting SF, Gietema JA, de Vries EG (2008) Prognostic versus predictive value of biomarkers in oncology. Eur J Cancer 44(7):946–953

    Article  CAS  PubMed  Google Scholar 

  • Pardoll DM (2012) The blockade of immune checkpoints in cancer immunotherapy. Nat Rev Cancer 12(4):252–264

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Park KK, Yang SI, Seo KW, Yoon KY, Lee SH, Jang HK et al (2015) Correlations of human epithelial growth factor receptor 2 overexpression with MUC2, MUC5AC, MUC6, p53, and clinicopathological characteristics in gastric cancer patients with curative resection. Gastroenterol Res Pract 2015946359

  • Patel M, Siena S, Demetri G, Doebele R, Chae Y, Conkling P et al (2020) O-3 Efficacy and safety of entrectinib in NTRK fusion-positive gastrointestinal cancers: updated integrated analysis of three clinical trials (STARTRK-2, STARTRK-1 and ALKA-372-001). Ann Oncol 31(suppl 3):232–233

    Article  Google Scholar 

  • Peng Z, Wei J, Wang F, Ying J, Deng Y, Gu K et al (2021) Camrelizumab combined with chemotherapy followed by camrelizumab plus apatinib as first-line therapy for advanced gastric or gastroesophageal junction adenocarcinoma. Clin Cancer Res 27(11):3069–3078

    Article  CAS  PubMed  Google Scholar 

  • Ricci AD, Rizzo A, Rojas Llimpe FL, Di Fabio F, De Biase D, Rihawi K (2021) Novel HER2-directed treatments in advanced gastric carcinoma: anotHER paradigm shift? Cancers (Basel) 13(7)

  • Rizvi NA, Hellmann MD, Snyder A, Kvistborg P, Makarov V, Havel JJ et al (2015) Cancer immunology. Mutational landscape determines sensitivity to PD-1 blockade in non-small cell lung cancer. Science 348(6230):124–128

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Roche Products Limited (2021) Rozlytrek 100 mg hard capsules. Summary of product characteristics

  • Rubin I, Yarden Y (2001) The basic biology of HER2. Ann Oncol 12(suppl 1):S3-8

    Article  PubMed  Google Scholar 

  • Rüschoff J, Hanna W, Bilous M, Hofmann M, Osamura RY, Penault-Llorca F et al (2012) HER2 testing in gastric cancer: a practical approach. Mod Pathol 25(5):637–650

    Article  PubMed  CAS  Google Scholar 

  • Sahin U, Türeci Ö, Manikhas G, Lordick F, Rusyn A, Vynnychenko I et al (2021) FAST: a randomised phase II study of zolbetuximab (IMAB362) plus EOX versus EOX alone for first-line treatment of advanced CLDN18.2-positive gastric and gastro-oesophageal adenocarcinoma. Ann Oncol 32(5):609–619

    Article  CAS  PubMed  Google Scholar 

  • Satoh T, Xu RH, Chung HC, Sun GP, Doi T, Xu JM et al (2014) Lapatinib plus paclitaxel versus paclitaxel alone in the second-line treatment of HER2-amplified advanced gastric cancer in Asian populations: TyTAN—a randomized, phase III study. J Clin Oncol 32(19):2039–2049

    Article  CAS  PubMed  Google Scholar 

  • Selim JH, Shaheen S, Sheu WC, Hsueh CT (2019) Targeted and novel therapy in advanced gastric cancer. Exp Hematol Oncol 8:25

    Article  PubMed  PubMed Central  Google Scholar 

  • Seo S, Ryu MH, Park YS, Ahn JY, Park Y, Park SR et al (2019) Loss of HER2 positivity after anti-HER2 chemotherapy in HER2-positive gastric cancer patients: results of the GASTric cancer HER2 reassessment study 3 (GASTHER3). Gastric Cancer 22(3):527–535

    Article  CAS  PubMed  Google Scholar 

  • Sha D, Jin Z, Budczies J, Kluck K, Stenzinger A, Sinicrope FA (2020) Tumor mutational burden as a predictive biomarker in solid tumors. Cancer Discov 10(12):1808–1825

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Shitara K, Ozguroglu M, Bang YJ, Di Bartolomeo M, Mandala M, Ryu MH et al (2018) Pembrolizumab versus paclitaxel for previously treated, advanced gastric or gastro-oesophageal junction cancer (KEYNOTE-061): a randomised, open-label, controlled, phase 3 trial. Lancet 392(10142):123–133

    Article  CAS  PubMed  Google Scholar 

  • Shitara K, Bang YJ, Iwasa S, Sugimoto N, Ryu MH, Sakai D et al (2020a) Trastuzumab deruxtecan in previously treated HER2-positive gastric cancer. N Engl J Med 382(25):2419–2430

    Article  CAS  PubMed  Google Scholar 

  • Shitara K, Van Cutsem E, Bang YJ, Fuchs C, Wyrwicz L, Lee KW et al (2020b) Efficacy and safety of pembrolizumab or pembrolizumab plus chemotherapy vs chemotherapy alone for patients with first-line, advanced gastric cancer: the KEYNOTE-062 Phase 3 Randomized Clinical Trial. JAMA Oncol 6(10):1571–1580

    Article  PubMed  Google Scholar 

  • Shitara K, Özgüroğlu M, Bang YJ, Di Bartolomeo M, Mandalà M, Ryu MH et al (2021) Molecular determinants of clinical outcomes with pembrolizumab versus paclitaxel in a randomized, open-label, phase III trial in patients with gastroesophageal adenocarcinoma. Ann Oncol 32(9):1127–1136

    Article  CAS  PubMed  Google Scholar 

  • Smith SM, Wachter K, Burris HA 3rd, Schilsky RL, George DJ, Peterson DE et al (2021) Clinical cancer advances 2021: ASCO’s report on progress against cancer. J Clin Oncol 39(10):1165–1184

    Article  PubMed  Google Scholar 

  • Smyth EC, Verheij M, Allum W, Cunningham D, Cervantes A, Arnold D et al (2016) Gastric cancer: ESMO Clinical Practice Guidelines for diagnosis, treatment and follow-up. Ann Oncol 27(suppl 5):v38–v49

    Article  CAS  PubMed  Google Scholar 

  • Smyth EC, Wotherspoon A, Peckitt C, Gonzalez D, Hulkki-Wilson S, Eltahir Z et al (2017) Mismatch repair deficiency, microsatellite instability, and survival: an exploratory analysis of the Medical Research Council Adjuvant Gastric Infusional Chemotherapy (MAGIC) trial. JAMA Oncol 3(9):1197–1203

    Article  PubMed  Google Scholar 

  • Stransky N, Cerami E, Schalm S, Kim JL, Lengauer C (2014) The landscape of kinase fusions in cancer. Nat Commun 5:4846

    Article  CAS  PubMed  Google Scholar 

  • Strickler JH, Nakamura Y, Yoshino T, Catenacci DVT, Janjigian YY, Barzi A et al (2021) MOUNTAINEER-02: phase II/III study of tucatinib, trastuzumab, ramucirumab, and paclitaxel in previously treated HER2+ gastric or gastroesophageal junction adenocarcinoma—trial in progress. J Clin Oncol 39(3_suppl):TPS252.

  • Sun K, Jia K, Lv H, Wang SQ, Wu Y, Lei H et al (2020) EBV-positive gastric cancer: current knowledge and future perspectives. Front Oncol 10:583463

    Article  PubMed  PubMed Central  Google Scholar 

  • Tabernero J, Hoff PM, Shen L, Ohtsu A, Shah MA, Cheng K et al (2018) Pertuzumab plus trastuzumab and chemotherapy for HER2-positive metastatic gastric or gastro-oesophageal junction cancer (JACOB): final analysis of a double-blind, randomised, placebo-controlled phase 3 study. Lancet Oncol 19(10):1372–1384

    Article  CAS  PubMed  Google Scholar 

  • Thompson ED, Zahurak M, Murphy A, Cornish T, Cuka N, Abdelfatah E et al (2017) Patterns of PD-L1 expression and CD8 T cell infiltration in gastric adenocarcinomas and associated immune stroma. Gut 66(5):794–801

    Article  CAS  PubMed  Google Scholar 

  • Thuss-Patience PC, Shah MA, Ohtsu A, Van Cutsem E, Ajani JA, Castro H et al (2017) Trastuzumab emtansine versus taxane use for previously treated HER2-positive locally advanced or metastatic gastric or gastro-oesophageal junction adenocarcinoma (GATSBY): an international randomised, open-label, adaptive, phase 2/3 study. Lancet Oncol 18(5):640–653

    Article  CAS  PubMed  Google Scholar 

  • Türeci O, Sahin U, Schulze-Bergkamen H, Zvirbule Z, Lordick F, Koeberle D et al (2019) A multicentre, phase IIa study of zolbetuximab as a single agent in patients with recurrent or refractory advanced adenocarcinoma of the stomach or lower oesophagus: the MONO study. Ann Oncol 30(9):1487–1495

    Article  PubMed  PubMed Central  Google Scholar 

  • US Department of Health and Human Services (2017) Accelerated Approval Supplemental Biologics License Application. https://www.accessdata.fda.gov/drugsatfda_docs/appletter/2017/125514Orig1s014ltr.pdf. Accessed 6 Aug 2021

  • US Food and Drug Administration (2017) FDA grants accelerated approval to pembrolizumab for first tissue/site agnostic indication. Press release. https://www.fda.gov/drugs/resources-information-approved-drugs/fda-grants-accelerated-approval-pembrolizumab-first-tissuesite-agnostic-indication. Accessed 29 June 2021

  • US Food and Drug Administration (2021a) FDA grants accelerated approval to pembrolizumab for HER2-positive gastric cancer. Press release. Published May 5, 2021. https://www.fda.gov/drugs/resources-information-approved-drugs/fda-grants-accelerated-approval-pembrolizumab-her2-positive-gastric-cancer. Accessed 30 June 2021

  • US Food and Drug Administration (2021b) List of cleared or approved companion diagnostic devices (in vitro and imaging tools). https://www.fda.gov/medical-devices/in-vitro-diagnostics/list-cleared-or-approved-companion-diagnostic-devices-in-vitro-and-imaging-tools. Accessed 15 Dec 2021

  • Van Campenhout C, Meléndez B, Remmelink M, Salmon I, D’Haene N (2019) Blood tumor mutational burden: are we ready for clinical implementation? J Thorac Dis 11(Suppl 15):S1906-s1908

    Article  PubMed  PubMed Central  Google Scholar 

  • Van Cutsem E, Bang YJ, Feng-Yi F, Xu JM, Lee KW, Jiao SC et al (2015) HER2 screening data from ToGA: targeting HER2 in gastric and gastroesophageal junction cancer. Gastric Cancer 18(3):476–484

    Article  PubMed  CAS  Google Scholar 

  • van Velzen MJM, Derks S, van Grieken NCT, Haj Mohammad N, van Laarhoven HWM (2020) MSI as a predictive factor for treatment outcome of gastroesophageal adenocarcinoma. Cancer Treat Rev 86:102024

    Article  PubMed  CAS  Google Scholar 

  • Vilar E, Gruber SB (2010) Microsatellite instability in colorectal cancer-the stable evidence. Nat Rev Clin Oncol 7(3):153–162

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Wainberg ZA, Enzinger PC, Kang Y-K, Yamaguchi K, Qin S, Lee K-W et al (2021a) Randomized double-blind placebo-controlled phase 2 study of bemarituzumab combined with modified FOLFOX6 (mFOLFOX6) in first-line (1L) treatment of advanced gastric/gastroesophageal junction adenocarcinoma (FIGHT). J Clin Oncol 39(3_suppl):160

  • Wainberg ZA, Fuchs CS, Tabernero J, Shitara K, Muro K, Van Cutsem E et al (2021b) Efficacy of pembrolizumab monotherapy for advanced gastric/gastroesophageal junction cancer with programmed death ligand 1 combined positive score ≥10. Clin Cancer Res 27(7):1923–1931

    Article  CAS  PubMed  Google Scholar 

  • Wang L, Ajani JA (2019c) Ushering in liquid biopsy for the microsatellite status: advantages and caveats. Clin Cancer Res 25(23):6887–6889

    Article  CAS  PubMed  Google Scholar 

  • Wang H, Li B, Liu Z, Gong J, Shao L, Ren J et al (2018) HER2 copy number of circulating tumour DNA functions as a biomarker to predict and monitor trastuzumab efficacy in advanced gastric cancer. Eur J Cancer 88:92–100

    Article  CAS  PubMed  Google Scholar 

  • Wang F, Wei XL, Wang FH, Xu N, Shen L, Dai GH et al (2019a) Safety, efficacy and tumor mutational burden as a biomarker of overall survival benefit in chemo-refractory gastric cancer treated with toripalimab, a PD-1 antibody in phase Ib/II clinical trial NCT02915432. Ann Oncol 30(9):1479–1486

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Wang Z, Duan J, Cai S, Han M, Dong H, Zhao J et al (2019b) Assessment of blood tumor mutational burden as a potential biomarker for immunotherapy in patients with non-small cell lung cancer with use of a next-generation sequencing cancer gene panel. JAMA Oncol 5(5):696–702

    Article  PubMed  PubMed Central  Google Scholar 

  • Wyrwicz LS, Lee KW, Van Cutsem E, Bang YJ, Fuchs CS, Kudaba I et al (2020) 1442P Association of TMB using the foundation medicine companion diagnostic (F1CDx) with efficacy of first-line pembrolizumab (pembro) or pembro plus chemotherapy (pembro + chemo) versus chemo in patients with gastric cancer (gc) from KEYNOTE-062. Ann Oncol 31:S907–S908

    Article  Google Scholar 

  • Xie T, Liu Y, Zhang Z, Zhang X, Gong J, Qi C et al (2020) Positive status of Epstein-Barr virus as a biomarker for gastric cancer immunotherapy: a prospective observational study. J Immunother 43(4):139–144

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Yang J, Gong Y, Lam VK, Shi Y, Guan Y, Zhang Y et al (2020) Deep sequencing of circulating tumor DNA detects molecular residual disease and predicts recurrence in gastric cancer. Cell Death Dis 11(5):346

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Yi M, Niu M, Xu L, Luo S, Wu K (2021) Regulation of PD-L1 expression in the tumor microenvironment. J Hematol Oncol 14(1):10

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Yu DH, Tang L, Dong H, Dong Z, Zhang L, Fu J et al (2015) Oncogenic HER2 fusions in gastric cancer. J Transl Med 13:116

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Zhang J, Dong R, Shen L (2020) Evaluation and reflection on claudin 18.2 targeting therapy in advanced gastric cancer. Chin J Cancer Res 32(2):263–270

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Zhao D, Klempner SJ, Chao J (2019) Progress and challenges in HER2-positive gastroesophageal adenocarcinoma. J Hematol Oncol 12(1):50

    Article  PubMed  PubMed Central  CAS  Google Scholar 

Download references

Acknowledgements

Funding for this study was provided by Merck Sharp & Dohme Corp., a subsidiary of Merck & Co., Inc., Kenilworth, NJ, USA. Medical writing and/or editorial assistance was provided by Dominic Singson, MD, and Holly C. Cappelli, PhD, CMPP, of ApotheCom (Yardley, PA, USA). This assistance was funded by Merck Sharp & Dohme Corp., a subsidiary of Merck & Co., Inc., Kenilworth, NJ, USA.

Funding

Merck Sharp & Dohme Corp., a subsidiary of Merck & Co., Inc., Kenilworth, NJ, USA.

Author information

Authors and Affiliations

Authors

Contributions

NMM, KS, RJK, ZS, AC, SL, and DHL conceived, designed, and planned the study; KS, FL, and RJK acquired the data; HCC, RJK, ZS, and SL analyzed the data; NMM, KS, HCC, FL, RJK, ZS, SL, and DHL interpreted the data; NMM, KS, HCC, FL, WW, RJK, ZS, AC, SL, and DHL critically reviewed or revised the manuscript for important intellectual content; NMM, KS, HCC, WW, RJK, ZS, SL, and DHL drafted the manuscript.

Corresponding author

Correspondence to Nicole M. Myer.

Ethics declarations

Conflict of interest

Nicole M. Myer is an employee of Merck Sharp & Dohme Corp., a subsidiary of Merck & Co., Inc., Kenilworth, NJ, USA. Kohei Shitara reports advisory role for Astellas Pharma, Eli Lilly and Company, Bristol Myers Squibb, Takeda Pharmaceuticals, Pfizer Inc., Ono Pharmaceutical, Novartis, AbbVie Inc., Daiichi Sankyo, Taiho Pharmaceutical, Merck Pharmaceutical, GlaxoSmithKline, Amgen, and Boehringer Ingelheim; research funding for Astellas Pharma, Ono Pharmaceutical, Dainippon Sumitomo Pharma, Merck Pharmaceutical, Medi Science, and Eisai; and honoraria (lecture fee) for Novartis, AbbVie Inc., and Yakult. Hyun C. Chung reports grants and non-financial support to his institution for Lilly, GSK, MSD, Merck-Serono, BMS, Taiho, Amgen, BeiGene, Incyte, and Zymeworks; honoraria (personal fees and non-financial support) for Merck-Serono and Lilly; and consultation (personal fees and non-financial support) for Taiho, Celltrion, MSD, Lilly, BMS, Merck-Serono, Gloria, BeiGene, Amgen, and Zymeworks. Florian Lordick reports grants and personal fees for Merck, Amgen, Astellas, AstraZeneca, Bayer, BioNTech, Eli Lilly, Roche, and Servier. Ronan J. Kelly reports advisory board and consultant (personal fees and other) for Merck & Co., Inc., BMS, AstraZeneca, Daiichi Sankyo, Astellas, and Novartis; and grants to his institution for BMS and Eli Lily. Zsolt Szabo is an employee of Merck Sharp & Dohme Corp., a subsidiary of Merck & Co., Inc., Kenilworth, NJ, USA and stockholder of Merck & Co., Inc., Kenilworth, NJ, USA. Z. Alexander Cao is an employee of Merck Sharp & Dohme Corp., a subsidiary of Merck & Co., Inc., Kenilworth, NJ, USA and stockholder of Merck & Co., Inc., Kenilworth, NJ, USA. Stephen Leong reports non-financial support for BMS, Deciphera, and Kryopharma and is an employee of Merck Sharp & Dohme Corp., a subsidiary of Merck & Co., Inc., Kenilworth, NJ, USA. David H. Ilson reports advisory board for Merck & Co., Inc., Amgen, Lilly, AstraZeneca, BMS, Bayer, Taiho, Roche, and Astellas. Wilko Weichert reports advisory boards and speakers bureaus for Roche, MSD, BMS, AstraZeneca, Pfizer, Merck, Lilly, Boehringer, Novartis, Takeda, Bayer, Amgen, Astellas, Illumina, Siemens, Agilent, GSK, Eisai, and Molecular Health; and research grants to his institution for Roche, MSD, BMS, and AstraZeneca.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary Information

Below is the link to the electronic supplementary material.

Supplementary file1 (PDF 167 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Myer, N.M., Shitara, K., Chung, H.C. et al. Evolution of predictive and prognostic biomarkers in the treatment of advanced gastric cancer. J Cancer Res Clin Oncol 148, 2023–2043 (2022). https://doi.org/10.1007/s00432-021-03902-1

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00432-021-03902-1

Keywords

Navigation