Published December 15, 2025 | Version v1

Machine Learning Discoveries of DNA Repair-X Synergy in ETC-1922159 Treated Colorectal Cancer Cells

Authors/Creators

Description

Often, in biology, we are faced with the problem of exploring relevant unknown biological hypotheses in the form of myriads of combinations of factors/genes/proteins that might be affecting the pathway under certain conditions. In colorectal cancer (CRC) cells treated with ETC-1922159, many genes were found up and down regulated, individually. A recently developed search engine ranked combinations of DNA repair gene-X (X, a particular gene/protein) at 2nd order level after drug administration. These rankings reveal which Wnt-X combinations might be working synergistically in CRC. If found true, oncologists can further test the combination of interest in wet lab and determine the mechanism of functioning between the Wnt and X. In this research work, we cover combinations of RAD with X-ray repair cross complementing (XRCC) family, 5’-3’ exoribonuclease 2 (XRN2), NFKB repressing factor (NKRF), B cell CLL/lymphoma (BCL) family, exosome component (EXOSC) family, FA complementation group (FANC) family and XRCC with EXOSC.

Files

elsarticle-template-3-modified-DNAREPAIR.pdf

Files (164.7 kB)

Name Size Download all
md5:c85108166d2e09da80258339809f2de2
164.7 kB Preview Download

Additional details

Related works

Is derived from
Publication: https://doi.org/10.1093/intbio/zyae020 (URL)
Requires
Software: https://zenodo.org/records/14636112 (URL)