Purpose: Primary angle-closure glaucoma (PACG) is a leading cause of blindness. Despite tremendous human effort and financial input, no definitive causative gene has been identified either through genome-wide association or Mendelian family studies. In the current study, novel candidate genes for PACG were investigated by studying the variants of nanophthalmos-associated genes. Methods: A case-control study was conducted that included 45 PACG patients and 12 normal controls with short axial length (AL, less than 23.5 mm but more than 20.5 mm). Whole-exome sequencing (WES) was performed to screen the variants in previously identified nanophthalmos-associated genes, as well as other risk genes. Results: The age range of the 45 PACG patients was 24 to 80 years, with an average AL of 21.87 +/- 0.65 mm (range: 20.54-23.45 mm) in the right eye and 21.89 +/- 0.64 mm (range 20.60-23.23 mm) in the left eye. Four novel myelin regulatory factor (MYRF) gene missense variants (p.G117S, p.H1057R, p.H230R, and p.R316C) were identified in four out of the 45 enrolled PACG patients, respectively. No MYRF or other nanophthalmos-associated gene variants were detected in the 12 normal controls. Conclusions: An appropriate approach was adopted to investigate the genetics of PACG through nanophthalmos-associated genes. A genetic variant, MYRF, was identified in four out of 45 PACG patients, which might be a novel candidate gene for PACG.