Modelling prognostic factors in advanced pancreatic cancer.
Pancreatic cancer is the fifth most common cause of cancer death. Identification of defined patient groups based on a prognostic index may improve the prediction of survival and selection of therapy. Many prognostic factors have been identified often based on retrospective, underpowered studies with unclear analyses. Data from 653 patients were analysed. Continuous variables are often simplified assuming a linear relationship with log hazard or introducing a step function (dichotomising). Misspecification may lead to inappropriate conclusions but has not been previously investigated in pancreatic cancer studies. Models based on standard assumptions were compared with a novel approach using nonlinear fractional polynomial (FP) transformations. The model based on FP-transformed covariates was most appropriate and confirmed five previously reported prognostic factors: albumin, CA 19-9, alkaline phosphatase, LDH and metastases, and identified three additional factors not previously reported: WBC, AST and BUN. The effects of CA 19-9, alkaline phosphatase, AST and BUN may go unrecognised due to simplistic assumptions made in statistical modelling. We advocate a multivariable approach that uses information contained within continuous variables appropriately. The functional form of the relationship between continuous covariates and survival should always be assessed. Our model should aid individual patient risk stratification and the design and analysis of future trials in pancreatic cancer.
Stocken
D D
DD
Cancer Research UK Clinical Trials Unit, University of Birmingham, Birmingham, UK. d.d.stocken@bham.ac.uk
Hassan
A B
AB
Altman
D G
DG
Billingham
L J
LJ
Bramhall
S R
SR
Johnson
P J
PJ
Freemantle
N
N
D000328:Adult; D000368:Aged; D000369:Aged, 80 and over; D017326:Clinical Trials, Phase III as Topic; D005260:Female; D006801:Humans; D008297:Male; D008875:Middle Aged; D015233:Models, Statistical; D010190:Pancreatic Neoplasms / Q000175:diagnosis* / Q000401:mortality / Q000556:secondary; D011379:Prognosis; D011446:Prospective Studies; D016032:Randomized Controlled Trials as Topic; D015996:Survival Rate