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Sökning: id:"swepub:oai:DiVA.org:kth-283337" > The importance of s...

The importance of sex in colorectal cancer biomarker discovery

Hases, Linnea (författare)
KTH,Cellulär och klinisk proteomik
Ibrahim, Ahmed (författare)
Birgersson, Madeleine (författare)
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Liu, Yanghong (författare)
Chen, Xinsong (författare)
Hartman, Johan (författare)
Williams, Cecilia, Professor, 1969- (författare)
KTH,Science for Life Laboratory, SciLifeLab,Proteinvetenskap
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 (creator_code:org_t)
Engelska.
  • Annan publikation (övrigt vetenskapligt/konstnärligt)
Abstract Ämnesord
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  • Colorectal cancer (CRC) is the third leading cause for cancer deaths, indicating the needfor new diagnostic and prognostic biomarkers. The advances in omics technologies andbioinformatics can speed up and improve current biomarker discovery strategies.Machine learning has been integrated for analysis of transcriptomic data for severalcancers. However, in addition to improved data-analysis, there is a need to investigate theimpact of sex in the biomarker discovery since there are several sex-differences in theincidence, mortality, prognosis and tumor characteristics of CRC. First we investigated ifthere are any sex-differences in the transcriptome of normal colon and CRC andinvestigated if there are any sex-differences in the differentially expressed genes betweenpaired-normal and CRC. In an attempt to study sex-specific biomarkers we used TCGAdata and performed feature selection with Vita, Boruta and MRMR in combination withmachine learning to identify top CRC biomarkers. Interestingly, we found stronger sexdifferencesin the normal colon compared to in CRC. Although the sex-differences werestronger in normal colon, sex showed to have a significant impact of the prognostic valueof the biomarkers. 13 of the selected features showed a sex-specific prognostic value. Thepreviously proposed prognostic biomarkers ESM1 and GUCA2A showed a male-specificprognostic value whereas CLDN1 was specific for females. Additionally, we found somenovel prognostic biomarkers including TSPAN7 (females), SLC25A23 (females) andC2orf88 (males). In conclusion, our data show the importance of sex in the discovery ofCRC biomarkers and proposes 13 sex-specific CRC prognostic biomarkers.

Ämnesord

MEDICIN OCH HÄLSOVETENSKAP  -- Medicinsk bioteknologi -- Medicinsk bioteknologi (hsv//swe)
MEDICAL AND HEALTH SCIENCES  -- Medical Biotechnology -- Medical Biotechnology (hsv//eng)

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vet (ämneskategori)
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