Research Article

Pathway-Based Kernel Boosting for the Analysis of Genome-Wide Association Studies

Table 4

KEGG pathways in the human diseases class as downloaded in April 2016. Pathways are sorted according to value, derived from LKMT application on the rheumatoid arthritis dataset, in ascending order. values for pathways significantly associated after Bonferroni correction are listed. Pathways selected by kernel boosting on the same dataset are marked in italics. Pathways containing one or several genes belonging to the HLA complex are marked with an asterisk behind the id number.

KEGG id Name of pathway value

hsa05133Pertussis
hsa05150 Staphylococcus aureus infection
hsa04933AGE-RAGE signaling pathway in diabetic complications
hsa05169 Epstein-Barr virus infection
hsa05144 Malaria
hsa05206 MicroRNAs in cancer
hsa05330 Allograft rejection
hsa05200 Pathways in cancer
hsa05166 HTLV-I infection
hsa05030 Cocaine addiction
hsa05323 Rheumatoid arthritis
hsa05310 Asthma
hsa05134 Legionellosis
hsa04940 Type I diabetes mellitus
hsa05031Amphetamine addiction
hsa05145Toxoplasmosis
hsa05203 Viral carcinogenesis
hsa05332Graft-versus-host disease
hsa05020 Prion diseases
hsa05143African trypanosomiasis
hsa05222Small-cell lung cancer
hsa05205Proteoglycans in cancer
hsa05322 Systemic lupus erythematosus
hsa05161 Hepatitis B
hsa05410 Hypertrophic cardiomyopathy (HCM)
hsa05010Alzheimer’s disease
hsa05142Chagas disease (American trypanosomiasis)
hsa05168 Herpes simplex infection
hsa05012 Parkinson’s disease
hsa04932Nonalcoholic fatty liver disease (NAFLD)
hsa05321Inflammatory bowel disease (IBD)
hsa04931 Insulin resistance
hsa05219 Bladder cancer
hsa05215 Prostate cancer
hsa05202Transcriptional misregulation in cancer
hsa05220Chronic myeloid leukemia
hsa05146Amoebiasis
hsa05414Dilated cardiomyopathy
hsa05231Choline metabolism in cancer
hsa05032 Morphine addiction
hsa05162 Measles
hsa05214Glioma
hsa05164Influenza A
hsa05416 Viral myocarditis
hsa05132 Salmonella infection
hsa05014Amyotrophic lateral sclerosis (ALS)
hsa04930Type II diabetes mellitusNot significant
hsa05218MelanomaNot significant
hsa05140LeishmaniasisNot significant
hsa05213 Endometrial cancer Not significant
hsa05211 Renal cell carcinoma Not significant
hsa05340 Primary immunodeficiency Not significant
hsa05160 Hepatitis C Not significant
hsa05212Pancreatic cancerNot significant
hsa05016Huntington’s diseaseNot significant
hsa05221Acute myeloid leukemiaNot significant
hsa04950 Maturity onset diabetes of the young Not significant
hsa05412 Arrhythmogenic right ventricular cardiomyopathy (ARVC) Not significant
hsa05223Non-small-cell lung cancerNot significant
hsa05034AlcoholismNot significant
hsa05130Pathogenic Escherichia coli infectionNot significant
hsa05120Epithelial cell signaling in Helicobacter pylori infectionNot significant
hsa05131 Shigellosis Not significant
hsa05204 Chemical carcinogenesis Not significant
hsa05100Bacterial invasion of epithelial cellsNot significant
hsa05216Thyroid cancerNot significant
hsa05152TuberculosisNot significant
hsa05210Colorectal cancerNot significant
hsa05230Central carbon metabolism in cancerNot significant
hsa05217 Basal cell carcinoma Not significant
hsa05320Autoimmune thyroid diseaseNot significant
hsa05033Nicotine addictionNot significant
hsa05110Vibrio cholerae infectionNot significant