Among the prominent clinical symptoms such as fatigue, shortness of breath, fever, and cough, 2019-nCoV infected individuals often experience hyposmia/anosmia (decrease or loss of sense of smell). Angiotensin I Converting Enzyme 2 (ACE2), a key host receptor has now been established as an important moiety for the entry of 2019-nCoV into the host cells. A multitude of studies estimated the expression of ACE2 in multiple organs including heart, kidney, intestine, lungs, buccal cavity, etc. The ongoing medical examinations and the autopsy reports of the diseased individuals strongly corroborate these organ/tissue-level molecular insights. Olfactory mucosa harbors multiple functionally distinct cell types. Zeroing in on the cell lineages that underpin infection associated loss of olfaction may provide new leads for diagnostics/clinical management of 2019-nCoV infected individuals. Our pointed bioinformatic analysis of single-cell expression profiles underscored selective expression of ACE2 in a subset of sustentacular cells (SUSs), Olfactory Stem cells (HBCs and GBCs), and Bowman’s gland cells of the olfactory mucosa in humans. Co-expression analysis of ACE2 and TMPRSS2 (protease), two host-specific moieties indispensable for 2019-nCoV entry into the host cell revealed the highest infection susceptibility for the sustentacular cells. Additionally, an inspection of the ACE2 and TMPRSS2 levels in the olfactory mucosa of 4 additional mammalian species revealed comparable expression patterns, indicating the potential risk of olfactory dysfunction in these species. In summary, our findings pinpoint the molecular rationale of loss of smell in 2019-nCoV infected patients.