Precision medicine relies on validated biomarkers with which to better classify patients by their probable disease risk, prognosis and/or response to treatment. Although affordable 'omics'-based technology has enabled faster identification of putative biomarkers, the validation of biomarkers is still stymied by low statistical power and poor reproducibility of results. This Review summarizes the successes and challenges of using different types of molecule as biomarkers, using lung cancer as a key illustrative example. Efforts at the national level of several countries to tie molecular measurement of samples to patient data via electronic medical records are the future of precision medicine research.
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NCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Nippon Med Sch, Grad Sch Med, Div Surg Organ Funct & Biol Regulat, Tokyo 113, JapanNCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Akagi, Ichiro
Okayama, Hirokazu
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NCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Fukushima Med Univ, Sch Med, Dept Organ Regulatory Surg, Fukushima, JapanNCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Okayama, Hirokazu
Schetter, Aaron J.
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NCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USANCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Schetter, Aaron J.
Robles, Ana I.
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NCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USANCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Robles, Ana I.
Kohno, Takashi
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Natl Canc Ctr, Res Inst, Div Genome Biol, Tokyo 104, JapanNCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Kohno, Takashi
Bowman, Elise D.
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NCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USANCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Bowman, Elise D.
Kazandjian, Dickran
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NCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USANCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Kazandjian, Dickran
Welsh, Judith A.
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NCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USANCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Welsh, Judith A.
Oue, Naohide
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Hiroshima Univ, Grad Sch Biomed Sci, Dept Mol Pathol, Hiroshima, JapanNCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Oue, Naohide
Saito, Motonobu
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Fukushima Med Univ, Sch Med, Dept Organ Regulatory Surg, Fukushima, JapanNCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Saito, Motonobu
Miyashita, Masao
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Nippon Med Sch, Grad Sch Med, Div Surg Organ Funct & Biol Regulat, Tokyo 113, JapanNCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Miyashita, Masao
Uchida, Eiji
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Nippon Med Sch, Grad Sch Med, Div Surg Organ Funct & Biol Regulat, Tokyo 113, JapanNCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Uchida, Eiji
Takizawa, Toshihiro
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Nippon Med Sch, Grad Sch Med, Div Mol Med & Anat, Tokyo 113, JapanNCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Takizawa, Toshihiro
Takenoshita, Seiichi
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Fukushima Med Univ, Sch Med, Dept Organ Regulatory Surg, Fukushima, JapanNCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Takenoshita, Seiichi
Skaug, Vidar
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Natl Inst Occupat Hlth, Dept Chem & Biol Working Environm, Sect Toxicol, Oslo, NorwayNCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Skaug, Vidar
Mollerup, Steen
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Natl Inst Occupat Hlth, Dept Chem & Biol Working Environm, Sect Toxicol, Oslo, NorwayNCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Mollerup, Steen
Haugen, Aage
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Natl Inst Occupat Hlth, Dept Chem & Biol Working Environm, Sect Toxicol, Oslo, NorwayNCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Haugen, Aage
Yokota, Jun
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Natl Canc Ctr, Res Inst, Div Multistep Carcinogenesis, Tokyo 104, JapanNCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Yokota, Jun
Harris, Curtis C.
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NCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USANCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
机构:
NCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Nippon Med Sch, Grad Sch Med, Div Surg Organ Funct & Biol Regulat, Tokyo 113, JapanNCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Akagi, Ichiro
Okayama, Hirokazu
论文数: 0引用数: 0
h-index: 0
机构:
NCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Fukushima Med Univ, Sch Med, Dept Organ Regulatory Surg, Fukushima, JapanNCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Okayama, Hirokazu
Schetter, Aaron J.
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h-index: 0
机构:
NCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USANCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Schetter, Aaron J.
Robles, Ana I.
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NCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USANCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Robles, Ana I.
Kohno, Takashi
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h-index: 0
机构:
Natl Canc Ctr, Res Inst, Div Genome Biol, Tokyo 104, JapanNCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Kohno, Takashi
Bowman, Elise D.
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机构:
NCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USANCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Bowman, Elise D.
Kazandjian, Dickran
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机构:
NCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USANCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Kazandjian, Dickran
Welsh, Judith A.
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机构:
NCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USANCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Welsh, Judith A.
Oue, Naohide
论文数: 0引用数: 0
h-index: 0
机构:
Hiroshima Univ, Grad Sch Biomed Sci, Dept Mol Pathol, Hiroshima, JapanNCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Oue, Naohide
Saito, Motonobu
论文数: 0引用数: 0
h-index: 0
机构:
Fukushima Med Univ, Sch Med, Dept Organ Regulatory Surg, Fukushima, JapanNCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Saito, Motonobu
Miyashita, Masao
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h-index: 0
机构:
Nippon Med Sch, Grad Sch Med, Div Surg Organ Funct & Biol Regulat, Tokyo 113, JapanNCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Miyashita, Masao
Uchida, Eiji
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h-index: 0
机构:
Nippon Med Sch, Grad Sch Med, Div Surg Organ Funct & Biol Regulat, Tokyo 113, JapanNCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Uchida, Eiji
Takizawa, Toshihiro
论文数: 0引用数: 0
h-index: 0
机构:
Nippon Med Sch, Grad Sch Med, Div Mol Med & Anat, Tokyo 113, JapanNCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Takizawa, Toshihiro
Takenoshita, Seiichi
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h-index: 0
机构:
Fukushima Med Univ, Sch Med, Dept Organ Regulatory Surg, Fukushima, JapanNCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Takenoshita, Seiichi
Skaug, Vidar
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Occupat Hlth, Dept Chem & Biol Working Environm, Sect Toxicol, Oslo, NorwayNCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Skaug, Vidar
Mollerup, Steen
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Occupat Hlth, Dept Chem & Biol Working Environm, Sect Toxicol, Oslo, NorwayNCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Mollerup, Steen
Haugen, Aage
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h-index: 0
机构:
Natl Inst Occupat Hlth, Dept Chem & Biol Working Environm, Sect Toxicol, Oslo, NorwayNCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Haugen, Aage
Yokota, Jun
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h-index: 0
机构:
Natl Canc Ctr, Res Inst, Div Multistep Carcinogenesis, Tokyo 104, JapanNCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
Yokota, Jun
Harris, Curtis C.
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h-index: 0
机构:
NCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USANCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA