title: Adjusting serum concentrations of organochlorine compounds by lipids and symptoms: a causal framework for the association with K-ras mutations in pancreatic cancer.
abstract: In clinically aggressive diseases, patients experience pathophysiological changes that often alter concentrations of lipids and environmental lipophilic factors; such changes are related to disease signs and symptoms. The aim of the study was to compare the effects of correcting for total serum lipids (TSL) and other clinical factors on the odds of mutations in the K-ras oncogene by organochlorine compounds (OCs), in logistic models, in 103 patients with exocrine pancreatic cancer (EPC) using a causal directed acyclic graph (DAG) framework. Results and likelihood of bias were discussed in the light of possible causal scenarios. The odds of K-ras mutated EPC was associated with some TSL-corrected OCs, including p,p'-DDT (p-value: 0.008) and polychlorinated biphenyl 138 (p-trend: 0.024). When OCs were not corrected by TSL, the OR of a K-ras mutation was significant for p,p'-DDT (p-trend: 0.035). Additionally adjusting for cholestatic syndrome increased the ORs of TSL-corrected OCs. When models were adjusted by the interval from first symptom to blood extraction (ISE), the ORs increased for both TSL-corrected and uncorrected OCs. Models with TSL-corrected OCs and adjusted for cholestatic syndrome or ISE yielded the highest ORs. We show that DAGs clarify the covariates necessary to minimize bias, and demonstrate scenarios under which adjustment for TSL-corrected OCs and failure to adjust for symptoms or ISE may induce bias. Models with TSL-uncorrected OCs may be biased too, and adjusting by symptoms or ISE may not control such biases. Our findings may have implications as well for studying environmental causes of other clinically aggressive diseases.
authors.affiliation: Hospital del Mar Medical Research Institute (IMIM), Barcelona, Spain; Facultat de Medicina, Universitat Autònoma de Barcelona, Catalonia, Spain.
authors.forename: Tomàs
authors.initials: T
authors.lastname: López
authors.affiliation: Hospital del Mar Medical Research Institute (IMIM), Barcelona, Spain; CIBER en Epidemiología y Salud Pública (CIBERESP), Spain.
authors.forename: José A
authors.initials: JA
authors.lastname: Pumarega
authors.affiliation: Epidemiology Branch, Eunice Kennedy Shriver National Institute of Child Health and Human Development, Rockville, MD, USA.
authors.forename: Anna Z
authors.initials: AZ
authors.lastname: Pollack
authors.affiliation: Department of Preventive Medicine and Health Promotion Research Center, School of Medicine, Kyungpook National University, Daegu, Republic of Korea.
authors.forename: Duk-Hee
authors.initials: DH
authors.lastname: Lee
authors.affiliation: Cancer Epidemiology Unit, Department of Medical Sciences, University of Turin and CPO-Piemonte, Torino, Italy.
authors.forename: Lorenzo
authors.initials: L
authors.lastname: Richiardi
authors.affiliation: Division of Epidemiology, School of Public Health, University of Minnesota, Minneapolis, MN, USA.
authors.forename: David R
authors.initials: DR
authors.lastname: Jacobs
authors.affiliation: Epidemiology Branch, Eunice Kennedy Shriver National Institute of Child Health and Human Development, Rockville, MD, USA.
authors.forename: Enrique F
authors.initials: EF
authors.lastname: Schisterman
authors.affiliation: Hospital del Mar Medical Research Institute (IMIM), Barcelona, Spain; Facultat de Medicina, Universitat Autònoma de Barcelona, Catalonia, Spain; CIBER en Epidemiología y Salud Pública (CIBERESP), Spain. Electronic address: mporta@imim.es.
authors.forename: Miquel
authors.initials: M
authors.lastname: Porta
mesh_terms: D004785:Environmental Pollutants / Q000097:blood* / Q000633:toxicity; D011905:Genes, ras / Q000187:drug effects*; D006801:Humans; D006843:Hydrocarbons, Chlorinated / Q000097:blood* / Q000633:toxicity; D008055:Lipids / Q000097:blood*; D016015:Logistic Models; D009154:Mutation; D010179:Pancreas / Q000378:metabolism / Q000473:pathology; D010190:Pancreatic Neoplasms / Q000097:blood* / Q000139:chemically induced / Q000235:genetics* / Q000473:pathology; D018631:ras Proteins / Q000235:genetics
chemical_list: D004785:Environmental Pollutants; D006843:Hydrocarbons, Chlorinated; D008055:Lipids; D018631:ras Proteins
keywords: Causal directed acyclic graph (DAG); Disease progression; K-ras gene; Lipids; Organochlorine compounds; Pancreatic neoplasm
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