Cited by 135Gastric Cancer Management and OutcomesColorectal Cancer Treatments and StudiesBreast Cancer Treatment Studies

A Gene Expression Signature of Acquired Chemoresistance to Cisplatin and Fluorouracil Combination Chemotherapy in Gastric Cancer Patients

Open access
Kim, Hark Kyun, Choi, Il Ju, Kim, Chan Gyoo, Kim, Hee Sung, Oshima, Akira, Michalowski, Aleksandra, Green, Jeffrey E.·2011·PLoS ONE

Abstract

BACKGROUND: We initiated a prospective trial to identify transcriptional alterations associated with acquired chemotherapy resistance from pre- and post-biopsy samples from the same patient and uncover potential molecular pathways involved in treatment failure to help guide therapeutic alternatives. METHODOLOGY/PRINCIPAL FINDINGS: A prospective, high-throughput transcriptional profiling study was performed using endoscopic biopsy samples from 123 metastatic gastric cancer patients prior to cisplatin and fluorouracil (CF) combination chemotherapy. 22 patients who initially responded to CF were re-biopsied after they developed resistance to CF. An acquired chemotherapy resistance signature was identified by analyzing the gene expression profiles from the matched pre- and post-CF treated samples. The acquired resistance signature was able to segregate a separate cohort of 101 newly-diagnosed gastric cancer patients according to the time to progression after CF. Hierarchical clustering using a 633-gene acquired resistance signature (feature selection at P<0.01) separated the 101 pretreatment patient samples into two groups with significantly different times to progression (2.5 vs. 4.7 months). This 633-gene signature included the upregulation of AKT1, EIF4B, and RPS6 (mTOR pathway), DNA repair and drug metabolism genes, and was enriched for genes overexpressed in embryonic stem cell signatures. A 72-gene acquired resistance signature (a subset of the 633 gene signature also identified in ES cell-related gene sets) was an independent predictor for time to progression (adjusted P = 0.011) and survival (adjusted P = 0.034) of these 101 patients. CONCLUSION/SIGNIFICANCE: This signature may offer new insights into identifying new targets and therapies required to overcome the acquired resistance of gastric cancer to CF.

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1371/journal.pone.0016694

Cites

Statistics

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • Prior work has assessed the utility of mutational and transcriptomic signatures in predicting response to cisplatin, but none of these advancements have been translated into routine clinical care.

    “Given its widespread use, it comes as no surprise that prior work has assessed the utility of mutational and transcriptomic signatures in predicting response to this drug; yet, to the best knowledge of these authors, none of these advancements have been translated into routine clinical care15–19.”

    From Exploiting convergent phenotypes to derive a pan-cancer cisplatin response gene expression signature (2023) · cites this paper as [17]

    The Results and Discussion describe a gene-expression signature associated with resistance to cisplatin–fluorouracil therapy in gastric cancer and its potential to predict response. Our copy does not establish that mutational signatures were assessed or that none of these approaches entered routine clinical care; the Discussion says only that earlier genomic predictors had mixed performance. (LLM, conf=0.84)

    Experimental — accuracy not yet measured

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Cites

No references could be resolved yet.

Research works printed but not linked: 46

  1. [1]Dean M Fojo T Bates S 2005 Tumour stem cells and drug resistance. Nat Rev Cancer 5 4 275 284 15803154
  2. [2]Hess KR Anderson K Symmans WF Valero V Ibrahim N 2006 Pharmacogenomic predictor of sensitivity to preoperative chemotherapy with paclitaxel and fluorouracil, doxorubicin, and cyclophosphamide in breast cancer. J Clin Oncol 24 26 4236 4244 16896004
  3. [3]Levina V Marrangoni AM DeMarco R Gorelik E Lokshin AE 2008 Drug-selected human lung cancer stem cells: cytokine network, tumorigenic and metastatic properties. PLoS One 3 8 e3077 3092 18728788 PMC2518121
  4. [4]Kim HK Choi IJ Kim CG Kim HS Oshima A Three-gene predictor of clinical outcome for gastric cancer patients treated with chemotherapy. Pharmacogenomics J In press PMC3321506 21173787
  5. [6]Miller AB Hoogstraten B Staquet M Winkler A 1981 Reporting results of cancer treatment. Cancer 47 207 214 7459811
  6. [7]Kim HK Choi IJ Kim HS Kim JH Kim E 2004 DNA microarray analysis of the correlation between gene expression patterns and acquired resistance to 5-FU/cisplatin in gastric cancer. Biochem Biophys Res Commun 316 3 781 789 15033468
  7. [8]Simon R Lam A Li MC Ngan M Menenzes S 2007 Analysis of gene expression data using BRB-Array Tools, Cancer Informatics 2 11 17 PMC2675854 19455231
  8. [9]Zhao F Xuan Z Liu L Zhang MQ 2005 TRED: a Transcriptional Regulatory Element Database and a platform for in silico gene regulation studies. Nucleic Acids Research 33 D103 107 15608156 PMC539958
  9. [10]Leung SY Chen X Chu KM Yuen ST Mathy J 2002 Phospholipase A2 group IIA expression in gastric adenocarcinoma is associated with prolonged survival and less frequent metastasis. Proc Natl Acad Sci U S A 99 25 16203 16208 12456890 PMC138589
  10. [11]Troyanskaya O Cantor M Sherlock G Brown P Hastie T 2001 Missing value estimation methods for DNA microarrays. Bioinformatics 17 6 520 525 11395428
  11. [12]Xu X Zhao Y Simon R 2008 Gene sets expression comparison kit for BRB-ArrayTools. Bioinformatics 24 137 139 18006549
  12. [13]Ben-Porath I Thomson MW Carey VJ Ge R Bell GW 2008 An embryonic stem cell-like gene expression signature in poorly differentiated aggressive human tumors. Nat Genet 40 5 499 507 18443585 PMC2912221
  13. [14]Assou S Le Carrour T Tondeur S Ström S Gabelle A 2007 A meta-analysis of human embryonic stem cells transcriptome integrated into a web-based expression atlas. Stem Cells 25 4 961 973 17204602 PMC1906587
  14. [15]Hu Z Fan C Oh DS Marron JS He X 2006 The molecular portraits of breast tumors are conserved across microarray platforms. BMC Genomics 7 96 107 16643655 PMC1468408
  15. [16]Li Z Van Calcar S Qu C Cavenee WK Zhang MQ 2003 A global transcriptional regulatory role for c-Myc in Burkitt's lymphoma cells. Proc Natl Acad Sci USA 100 14 8164 8169 12808131 PMC166200
  16. [17]Boyer LA Lee TI Cole MF Johnstone SE Levine SS 2005 Core transcriptional regulatory circuitry in human embryonic stem cells. Cell 122 6 947 956 16153702 PMC3006442
  17. [18]Lee TI Jenner RG Boyer LA Guenther MG Levine SS 2006 Control of developmental regulators by Polycomb in human embryonic stem cells. Cell 125 2 301 313 16630818 PMC3773330
  18. [19]Shahbazian D Roux PP Mieulet V Cohen MS Raught B 2006 The mTOR/PI3K and MAPK pathways converge on eIF4B to control its phosphorylation and activity. EMBO J 25 2781 2791 16763566 PMC1500846
  19. [20]Liu LZ Zhou XD Qian G Shi X Fang J 2007 AKT1 amplification regulates cisplatin resistance in human lung cancer cells through the mammalian target of rapamycin/p70S6K1 pathway. Cancer Res 67 13 6325 6332 17616691
  20. [21]Wu C Wangpaichitr M Feun L Shi X Fang J 2005 Overcoming cisplatin resistance by mTOR inhibitor in lung cancer. Mol Cancer 4 1 25 34 16033649 PMC1181826
  21. [22]Riedel RF Porrello A Pontzer E Chenette EJ Hsu DS 2008 A genomic approach to identify molecular pathways associated with chemotherapy resistance. Mol Cancer Ther 7 10 3141 3149 18852117
  22. [23]Ghayad SE Bieche I Vendrell JA Keime C Lidereau R 2008 mTOR inhibition reverses acquired endocrine therapy resistance of breast cancer cells at the cell proliferation and gene-expression levels. Cancer Sci 99 10 1992 2003 19016759 PMC11158763
  23. [24]Li D Shimamura T Ji H Chen L Haringsma HJ 2007 Bronchial and peripheral murine lung carcinomas induced by T790M-L858R mutant EGFR respond to HKI-272 and rapamycin combination therapy. Cancer Cell 12 1 81 93 17613438
  24. [25]Knuefermann C Lu Y Liu B Jin W Liang K 2003 HER2/PI-3K/Akt activation leads to a multidrug resistance in human breast adenocarcinoma cells. Oncogene 22; 22 21 3205 3212 12761490
  25. [26]Guo QM Malek RL Kim S Chiao C He M 2000 Identification of c-myc responsive genes using rat cDNA microarray. Cancer Res 60 21 5922 5928 11085504
  26. [27]Bair E Tibshirani R 2004 Semi-supervised methods to predict patient survival from gene expression data. PLoS Biol 2 4 E108 15094809 PMC387275
  27. [28]Stingl J Caldas C 2007 Molecular heterogeneity of breast carcinomas and the cancer stem cell hypothesis. Nat Rev Cancer 7 10 791 799 17851544
  28. [29]Costantino E Maddalena F Calise S Piscazzi A Tirino V 2009 TRAP1, a novel mitochondrial chaperone responsible for multi-drug resistance and protection from apoptotis in human colorectal carcinoma cells. Cancer Lett 279 1 39 46 19217207
  29. [30]Rylova SN Amalfitano A Persaud-Sawin DA Guo WX Chang J 2002 The CLN3 gene is a novel molecular target for cancer drug discovery. Cancer Res 62 3 801 808 11830536
  30. [31]Chiang YY Chen SL Hsiao YT Huang CH Lin TY 2009 Nuclear expression of dynamin-related protein 1 in lung adenocarcinomas. Mod Pathol 22 9 1139 1150 19525928
  31. [32]Chu G Chang E 1990 Cisplatin-resistant cells express increased levels of a factor that recognizes damaged DNA. Proc Natl Acad Sci USA 87 9 3324 3327 2333286 PMC53892
  32. [33]Ban N Takahashi Y Takayama T Kura T Katahira T 1996 Transfection of glutathione S-transferase (GST)-π antisense complementary DNA increases the sensitivity of a colon cancer cell line to Adriamycin, cisplatin, melphalan, and etoposide. Cancer Res 56 3577 3582 8758929
  33. [34]Nishimura T Newkirk K Sessions RB Andrews PA Trock BJ 1998 Association between expression of glutathione-associated enzymes and response to platinum-based chemotherapy in head and neck cancer. Chem Biol Interact 111–112 187 198 9679554
  34. [35]Wong DJ Liu H Ridky TW Cassarino D Segal E 2008 Module map of stem cell genes guides creation of epithelial cancer stem cells. Cell Stem Cell 2 4 333 344 18397753 PMC2628721
  35. [36]Leonetti C Biroccio A Candiloro A Citro G Fornari C 1999 Increase of cisplatin sensitivity by c-myc antisense oligodeoxynucleotides in a human metastatic melanoma inherently resistant to cisplatin. Clin Cancer Res 5 9 2588 2595 10499637
  36. [37]Xie XK Yang DS Ye ZM Tao HM 2006 Recombinant antisense C-myc adenovirus increase in vitro sensitivity of osteosarcoma MG-63 cells to cisplatin. Cancer Invest 24 1 1 8 16466985
  37. [38]Knapp DC Mata JE Reddy MT Devi GR Iversen PL 2003 Resistance to chemotherapeutic drugs overcome by c-Myc inhibition in a Lewis lung carcinoma murine model. Anticancer Drugs 14 1 39 47 12544257
  38. [39]Biroccio A Benassi B Fiorentino F Zupi G 2004 Glutathione depletion induced by c-Myc downregulation triggers apoptosis on treatment with alkylating agents. Neoplasia 6 3 195 206 15153331 PMC1502103
  39. [40]Chang JC Wooten EC Tsimelzon A Hilsenbeck SG Gutierrez MC 2005 Patterns of resistance and incomplete response to docetaxel by gene expression profiling in breast cancer patients. J Clin Oncol 23 6 1169 1177 15718313
  40. [41]Huang CY Beer TM Higano CS True LD Vessella R 2007 Molecular alterations in prostate carcinomas that associate with in vivo exposure to chemotherapy: identification of a cytoprotective mechanism involving growth differentiation factor 15. Clin Cancer Res 13 19 5825 5833 17908975
  41. [42]Lee SC Xu X Chng WJ Watson M Lim YW 2009 Post-treatment tumor gene expression signatures are more predictive of treatment outcomes than baseline signatures in breast cancer. Pharmacogenet Genomics 19 11 833 842 19809382
  42. [43]Costello RT Mallet F Gaugler B Sainty D Arnoulet C 2000 Human acute myeloid leukemia CD34+/CD38– progenitor cells have decreased sensitivity to chemotherapy and Fas induced apoptosis, reduced immunogenicity, and impaired dendritic cell transformation capacities. Cancer Res 60 4403 4411 10969785
  43. [44]Matsui W Huff CA Wang Q Malehorn MT Barber J 2004 Characterization of clonogenic multiple myeloma cells. Blood 103 2332 2336 14630803 PMC3311914
  44. [45]Murat A Migliavacca E Gorlia T Lambiv WL Shay T 2008 Stem cell-related "self-renewal" signature and high epidermal growth factor receptor expression associated with resistance to concomitant chemoradiotherapy in glioblastoma. J Clin Oncol 26 18 3015 3024 18565887
  45. [46]Dylla SJ Beviglia L Park IK Chartier C Raval J 2008 Colorectal cancer stem cells are enriched in xenogeneic tumors following chemotherapy. PLoS One 3 6 e2428 2440 18560594 PMC2413402
  46. [47]Jimeno A Feldmann G Suárez-Gauthier A Rasheed Z Solomon A 2009 A direct pancreatic cancer xenograft model as a platform for cancer stem cell therapeutic development. Mol Cancer Ther 8 2 310 314 19174553 PMC3033101

Cited by

Sorted by citations

Authors
Kim, H. K., Choi, I. J., Kim, C. G., Kim, H. S., Oshima, A., Michalowski, A., & Green, J. E.
Affiliations
  • National Institutes of Health (US)
  • National Cancer Center (KR)
Corresponding author
Green, Jeffrey E.
Venue
PLoS ONE
Published
2011-02-18
Volume
6
Issue
2
Pages
e16694
ISSN
1932-6203 (ISSN-L)
OpenAlex
W2009326542
Cited by
135
References
0
Citations by year
2026: 3 · 2025: 5 · 2024: 8 · 2023: 11 · 2022: 14 · 2021: 11 · 2020: 6 · 2019: 9 · 2018: 5 · 2017: 14 · 2016: 10 · 2015: 7 · 2014: 11 · 2013: 8 · 2012: 11
FWCI
8.72
Type
journal article
Language
en
Open access
Locations
  • PLoS ONE (publishedVersion, public-domain)
  • PubMed Central (publishedVersion, public-domain)
  • PubMed (publishedVersion)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
  • Figshare (submittedVersion, cc-by)
Funders
  • Ministry of Education, Science and Technology (2010K001121)
  • National Institutes of Health
  • National Cancer Institute
Topics
  • Health Sciences › Medicine › Pulmonary and Respiratory Medicine › Gastric Cancer Management and Outcomes
  • Health Sciences › Medicine › Oncology › Colorectal Cancer Treatments and Studies
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Cancer Research › Breast Cancer Treatment Studies
Keywords
gastric cancer, cisplatin, 5-fluorouracil, gene expression signatures, metastatic gastric cancer, mTOR signaling, AKT1, eIF4B, ribosomal protein S6, DNA repair genes, drug metabolism genes, time to progression, survival prediction, endoscopic biopsy
MeSH terms
Adenocarcinoma, Antineoplastic Combined Chemotherapy Protocols, Cisplatin, Female, Fluorouracil, Humans, Male, Middle Aged, Neoplasm Metastasis, Stomach Neoplasms, Gene Expression Regulation, Neoplastic, Cluster Analysis, Drug Resistance, Neoplasm, Gene Expression Profiling, High-Throughput Screening Assays

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review