Emerging evidence increasingly supports germline mediated non-DNA sequence-based inheritance of environmentally induced traits in animals including mammalian models. Epidemiological and ancestral exposure studies also suggest possible presence of epigenetic inheritance in humans. Notably, cross-species conservation of phenotypic responses in non-genetic inheritance has recently been shown in transcriptomic analysis of Drosophila and rodent models. Here, an unbiased analysis of available human and animal model multi-omics data is presented that supports inheritance of induced traits in humans. First, in an analysis feasibility survey, physical exercise was identified as the lone environmental factor that is known to affect conserved physiological pathways and to induce inheritance in animal models, and at the same time, the effects of which on human cohort sperm DNA methylome, and human cohort, rat, mouse and Drosophila coding and/or non-coding somatic transcriptome have also been multiply described. The hypothesis was thus tested that exercise induced human sperm DNA methylation changes can specifically explain exercise induced human and animal model somatic transcriptome changes. For controlling the analysis, bariatric surgery, identified as the lone environmental factor for which human cohort sperm DNA methylome and somatic transcriptome datasets are multiply available, was used. Remarkably, the hypothesis was supported in all pre-specified tests, involving gene set overlap, gene ontology enrichment, promotor methylation and gene regulation directionalities, and coding and non-coding transcriptome interactions. The results presented support germline encoding of acquired traits in humans, thus suggesting existence of epigenetic inheritance in our species.