Colon cancer prognosis prediction by gene expression profiling.
This study assessed the possibility to build a prognosis predictor, based on microarray gene expression measures, in stage II and III colon cancer patients. Tumour (T) and non-neoplastic mucosa (NM) mRNA samples from 18 patients (nine with a recurrence, nine with no recurrence) were profiled using the Affymetrix HGU133A GeneChip. The k-nearest neighbour method was used for prognosis prediction using T and NM gene expression measures. Six-fold cross-validation was applied to select the number of neighbours and the number of informative genes to include in the predictors. Based on this information, one T-based and one NM-based predictor were proposed and their accuracies were estimated by double cross-validation. In six-fold cross-validation, the lowest numbers of informative genes giving the lowest numbers of false predictions (two out of 18) were 30 and 70 with the T and NM gene expression measures, respectively. A 30-gene T-based predictor and a 70-gene NM-based predictor were then built, with estimated accuracies of 78 and 83%, respectively. This study suggests that one can build an accurate prognosis predictor for stage II and III colon cancer patients, based on gene expression measures, and one can use either tumour or non-neoplastic mucosa for this purpose.
Barrier
Alain
A
Service de Chirurgie Digestive, Hôpital Tenon, Université Pierre et Marie Curie, Assistance Publique, 75020 Paris, France. barrier@stat.Berkeley.edu
Lemoine
Antoinette
A
Boelle
Pierre-Yves
PY
Tse
Chantal
C
Brault
Didier
D
Chiappini
Franck
F
Breittschneider
Julia
J
Lacaine
François
F
Houry
Sidney
S
Huguier
Michel
M
Van der Laan
Mark J
MJ
Speed
Terry
T
Debuire
Brigitte
B
Flahault
Antoine
A
Dudoit
Sandrine
S
D000230:Adenocarcinoma / Q000235:genetics* / Q000556:secondary*; D000328:Adult; D000368:Aged; D000369:Aged, 80 and over; D016022:Case-Control Studies; D003110:Colonic Neoplasms / Q000235:genetics* / Q000473:pathology*; D005260:Female; D020869:Gene Expression Profiling; D005819:Genetic Markers; D006801:Humans; D007413:Intestinal Mucosa; D008297:Male; D008875:Middle Aged; D009367:Neoplasm Staging; D020411:Oligonucleotide Array Sequence Analysis; D011237:Predictive Value of Tests; D011379:Prognosis; D012680:Sensitivity and Specificity
D005819:Genetic Markers