Epigenetics acts as an interface between environmental / exogenous factors, cellular responses and pathological processes. Aberrant epigenetic signatures are a hallmark of complex multifactorial diseases, including non-neoplastic disorders (e.g., cardiovascular diseases, hypertension, diabetes mellitus, autoimmune diseases, and some infectious diseases) and neoplasms (e.g., leukemias, lymphomas, sarcomas, and breast, lung, prostate, liver and colorectal cancers). Epigenetic signatures (DNA methylation, mRNA and microRNA expression, etc.) may serve as biomarkers for risk stratification, early detection, and disease classification, as well as targets for therapy and chemoprevention. DNA methylation assays are widely applied to formalin-fixed paraffin-embedded archival tissue specimens as clinical pathology tests. To better understand the interplay between etiologic factors, cellular molecular characteristics, and disease evolution, the field of “Molecular Pathological Epidemiology (MPE)” has emerged as an interdisciplinary integration of “molecular pathology” and “epidemiology”, with a similar conceptual framework to systems biology and network medicine. In contrast to traditional epidemiologic research including genome-wide association studies (GWAS), MPE is founded on the unique disease principle; that is, each disease process results from unique profiles of exposomes, epigenomes, transcriptomes, proteomes, metabolomes, microbiomes, and interactomes in relation to the macro-environment and tissue microenvironment. The widespread application of epigenomics (e.g., methylome) analyses will enhance our understanding of disease heterogeneity, epigenotypes (CpG island methylator phenotype, LINE-1 hypomethylation, etc.), and host-disease interactions. MPE may represent a logical evolution of GWAS, termed “GWAS-MPE approach”. Though epigenome-wide association study attracts increasing attention, currently, it has a fundamental problem in that each cell within one individual has a unique, time-varying epigenome. This article will illustrate increasing contribution of modern pathology to broader public health sciences, which attests pivotal roles of pathologists in the new integrated MPE science towards our ultimate goal of personalized medicine and prevention.