In septic shock, lipopolysaccharide (LPS), a key inducer of shock in Gram-negative bacterial sepsis, interacts with HCN channels, leading to both tachycardic and bradycardic effects, with the resultant disturbances in HR and HRV found in septic shock with autonomic dysfunction. The gene discussed is MALAT1; the disease is Shock.