TNF and Obesity: Moreover, bulk RNA-Seq revealed an enhanced transcriptional response to LPS at T3 relative to T1 in the lean subjects relative to those with obesity marked by higher expression of pro-inflammatory molecules (IL6, IL1B, TNF) and induction of transcription factors (RELA, IRF1, STAT3).