Noninvasive detection of candidate molecular biomarkers in subjects with a history of insulin resistance and colorectal adenomas.
Noninvasive detection of candidate molecular biomarkers in subjects with a history of insulin resistance and colorectal adenomas.
复制标题
对有胰岛素抵抗和结直肠腺瘤病史的受试者进行候选分子生物标志物的无创检测。
DOI:
10.1158/1940-6207.capr-08-0233
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发表时间:
2009
期刊:
影响因子:
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通讯作者:
Chapkin,RobertS
中科院分区:
文献类型:
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作者:
Zhao,Chen;Ivanov,Ivan;Dougherty,EdwardR;Hartman,TerrylJ;Lanza,Elaine;Bobe,Gerd;Colburn,NancyH;Lupton,JoanneR;Davidson,LaurieA;Chapkin,RobertS
We have developed novel molecular methods using a stool sample, which contains intact sloughed colon cells, to quantify colonic gene expression profiles. In this study, our goal was to identify diagnostic gene sets (combinations) for the noninvasive classification of different phenotypes. For this purpose, the effects of a legume-enriched, low glycemic index, high fermentable fiber diet was evaluated in subjects with four possible combinations of risk factors, including insulin resistance and a history of adenomatous polyps. In a randomized crossover design controlled feeding study, each participant (a total of 23; 5–12 per group) consumed the experimental diet (1.5 cups of cooked dry beans) and a control diet (isocaloric average American diet) for 4 weeks with a 3-week washout period between diets. Using prior biological knowledge, the complexity of feature selection was reduced to perform an exhaustive search on all allowable feature (gene) sets of size 3, and among these, 27 had (unbiased) error estimates of 0.15 or less. Linear discriminant analysis was successfully used to identify the best single genes and two- to three-gene combinations for distinguishing subjects with insulin resistance, a history of polyps, or exposure to a chemoprotective legume-rich diet. These results support our premise that gene products (RNA) isolated from stool have diagnostic value in terms of assessing colon cancer risk.