Suppr超能文献

癌症临床中基因组生物标志物常规应用之路。

The path to routine use of genomic biomarkers in the cancer clinic.

作者信息

Boutros Paul C

机构信息

Informatics and Biocomputing Program, Ontario Institute for Cancer Research, Toronto M5G 0A3, Ontario, Canada; Department of Medical Biophysics, University of Toronto, Toronto M5S 1A8, Ontario, Canada; Department of Pharmacology and Toxicology, University of Toronto, Toronto M5S 1A8, Ontario, Canada.

出版信息

Genome Res. 2015 Oct;25(10):1508-13. doi: 10.1101/gr.191114.115.

Abstract

It has been almost 15 years since the first microarray-based studies creating multigene biomarkers to subtype and predict survival of cancer patients. This Perspective looks at why only a handful of genomic biomarkers have reached clinical application and what advances are needed over the next 15 years to grow this number. I discuss challenges in creating biomarkers and reproducing them at the genomic and computational levels, including the problem of spatio-genomic heterogeneity in an individual cancer. I then outline the challenges in translating newly discovered genome-wide or regional events, like trinucleotide mutation signatures, kataegis, and chromothripsis, into biomarkers, as well as the importance of incorporating prior biological knowledge. Lastly, I outline the practical problems of pharmaco-economics and adoption: Are new biomarkers viewed as economically rational by potential funders? And if they are, how can their results be communicated effectively to patients and their clinicians? Genomic-based diagnostics have immense potential for transforming the management of cancer. The next 15 years will see a surge of research into the topics here that, when combined with a stream of new targeted therapies being developed, will personalize the cancer clinic.

摘要

自首次基于微阵列的研究创建多基因生物标志物以对癌症患者进行亚型分类和预测生存情况以来,已经过去了近15年。这篇综述探讨了为何只有少数基因组生物标志物进入了临床应用,以及在未来15年需要取得哪些进展才能增加这一数量。我讨论了在基因组和计算层面创建生物标志物并进行重现时所面临的挑战,包括个体癌症中空间基因组异质性的问题。然后,我概述了将新发现的全基因组或局部事件,如三核苷酸突变特征、kataegis和染色体碎裂,转化为生物标志物的挑战,以及纳入先前生物学知识的重要性。最后,我概述了药物经济学和应用方面的实际问题:潜在的资助者是否认为新的生物标志物在经济上是合理的?如果是,如何将其结果有效地传达给患者及其临床医生?基于基因组的诊断在改变癌症治疗管理方面具有巨大潜力。未来15年将涌现出大量关于此处主题的研究,这些研究与正在开发的一系列新的靶向治疗相结合,将使癌症临床治疗更加个性化。

相似文献

1
The path to routine use of genomic biomarkers in the cancer clinic.
Genome Res. 2015 Oct;25(10):1508-13. doi: 10.1101/gr.191114.115.
2
Universal Genomic Testing Needed to Win the War Against Cancer: Genomics IS the Diagnosis.
JAMA Oncol. 2016 Jun 1;2(6):719-20. doi: 10.1001/jamaoncol.2016.0078.
3
Genomic approaches to accelerate cancer interception.
Lancet Oncol. 2017 Aug;18(8):e494-e502. doi: 10.1016/S1470-2045(17)30373-X. Epub 2017 Jul 26.
4
Barriers preventing the adoption of comprehensive cancer genomic profiling in the clinic.
Expert Rev Mol Diagn. 2017 Jun;17(6):549-555. doi: 10.1080/14737159.2017.1319280. Epub 2017 Apr 18.
5
Towards identification of true cancer biomarkers.
BMC Med. 2014 Sep 11;12:156. doi: 10.1186/s12916-014-0156-8.
6
Translating cancer 'omics' to improved outcomes.
Genome Res. 2012 Feb;22(2):188-95. doi: 10.1101/gr.124354.111.
7
Next-generation sequencing in the clinic: promises and challenges.
Cancer Lett. 2013 Nov 1;340(2):284-95. doi: 10.1016/j.canlet.2012.11.025. Epub 2012 Nov 19.
8
Translational genomics: the challenge of developing cancer biomarkers.
Genome Res. 2012 Feb;22(2):183-7. doi: 10.1101/gr.124347.111.
9
Clinical applications of next-generation sequencing in colorectal cancers.
World J Gastroenterol. 2013 Oct 28;19(40):6784-93. doi: 10.3748/wjg.v19.i40.6784.
10
Personalized oncology: recent advances and future challenges.
Metabolism. 2013 Jan;62 Suppl 1:S11-4. doi: 10.1016/j.metabol.2012.08.016. Epub 2012 Sep 19.

引用本文的文献

1
The Prognostic Value of the Hedgehog Signaling Pathway in Ovarian Cancer.
Int J Mol Sci. 2025 Jun 19;26(12):5888. doi: 10.3390/ijms26125888.
4
Advances in transcriptomics and proteomics in differentiated thyroid cancer: An updated perspective (Review).
Oncol Lett. 2023 Jul 27;26(3):396. doi: 10.3892/ol.2023.13982. eCollection 2023 Sep.
5
The clonal expression genes associated with poor prognosis of liver cancer.
Front Genet. 2022 Aug 25;13:808273. doi: 10.3389/fgene.2022.808273. eCollection 2022.
6
ENDORSE: a prognostic model for endocrine therapy in estrogen-receptor-positive breast cancers.
Mol Syst Biol. 2022 Jun;18(6):e10558. doi: 10.15252/msb.202110558.
7
Individualized pathway activity algorithm identifies oncogenic pathways in pan-cancer analysis.
EBioMedicine. 2022 May;79:104014. doi: 10.1016/j.ebiom.2022.104014. Epub 2022 Apr 26.
8
Identification of human gene research articles with wrongly identified nucleotide sequences.
Life Sci Alliance. 2022 Jan 12;5(4). doi: 10.26508/lsa.202101203. Print 2022 Apr.
9
Mechanism-Centric Approaches for Biomarker Detection and Precision Therapeutics in Cancer.
Front Genet. 2021 Aug 2;12:687813. doi: 10.3389/fgene.2021.687813. eCollection 2021.
10
Tracking Cancer Evolution through the Disease Course.
Cancer Discov. 2021 Apr;11(4):916-932. doi: 10.1158/2159-8290.CD-20-1559.

本文引用的文献

1
Pathway and network analysis of cancer genomes.
Nat Methods. 2015 Jul;12(7):615-621. doi: 10.1038/nmeth.3440.
2
Spatial genomic heterogeneity within localized, multifocal prostate cancer.
Nat Genet. 2015 Jul;47(7):736-45. doi: 10.1038/ng.3315. Epub 2015 May 25.
3
Combining tumor genome simulation with crowdsourcing to benchmark somatic single-nucleotide-variant detection.
Nat Methods. 2015 Jul;12(7):623-30. doi: 10.1038/nmeth.3407. Epub 2015 May 18.
4
The evolutionary history of lethal metastatic prostate cancer.
Nature. 2015 Apr 16;520(7547):353-357. doi: 10.1038/nature14347. Epub 2015 Apr 1.
5
6
Cancer immunology. Mutational landscape determines sensitivity to PD-1 blockade in non-small cell lung cancer.
Science. 2015 Apr 3;348(6230):124-8. doi: 10.1126/science.aaa1348. Epub 2015 Mar 12.
8
Multifocal endometriotic lesions associated with cancer are clonal and carry a high mutation burden.
J Pathol. 2015 Jun;236(2):201-9. doi: 10.1002/path.4516. Epub 2015 Mar 23.
9
Comprehensive genomic characterization of head and neck squamous cell carcinomas.
Nature. 2015 Jan 29;517(7536):576-82. doi: 10.1038/nature14129.
10
Integrating RAS status into prognostic signatures for adenocarcinomas of the lung.
Clin Cancer Res. 2015 Mar 15;21(6):1477-86. doi: 10.1158/1078-0432.CCR-14-1749. Epub 2015 Jan 21.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验