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Table 3 GeneTopics results for GAD gene sets with GAD genes as background

From: GeneTopics - interpretation of gene sets via literature-driven topic models

GAD gene set

LDA model #

Relevant number of topics

Best Topic

esophageal cancer

20

7

polymorphism, genotype, risk, associated, 95, cancer, or, gene, ci, allelic, studies, gstm1, patients, controls, p, gstt1, frequency, genetic, population, variants

kidney cancer

15

2

cyclin, d1, expressed, cancer, tumor, cells, carcinomas, breast, cases, cycle, correlated, survival, invasive, cdk4, patients, gastric, proteins, oncogene, overexpression, associated

Alzheimer's disease

15

10

diseases, alzheimers, ad, amyloid, abeta, app, tau, brain, ide, platelets, gammasecretase, parkinsons, ps1, pd, protein, fe65, precursor, lrrk2, titin, beta

blood pressure, arterial

20

11

renal, hypertension, ace, kidney, pressure, aldosterone, angiotensin, uroguanylin, ace2, blood, cyp11b2, sodium, enzyme, intestinal, excretion, urinary, guanylin, ae1, kae1, peptides

hepatitis c, chronic

10

7

chemokin,cell,t,ccr5,express,rant,mcp1,cytokin,macrophag,il10,il8,cxcr1,monocyt,receptor,infect,immun,hiv1,virus,secret,neutrophil

longevity

15

7

patients, il6, diseases, ad, clinical, therapy, serum, level, p, values, group, outcome, survival, healthy, cytokines, predicted, prognostic, stages, correlate, transplantation

diabetes, type 2

20

14

insulin, glucose, diabetes, leptin, adipose, muscle, obese, expression, metabolism, adiponectin, fat, fatty, mice, islets, increase, mrna, tissues, adipocytes, skeletal, levels

  1. This table shows the best topics found by GeneTopics using the GAD genes as the background. Comparing to results in table 2, the best topics are much more consistent with the expected disease terms.