Background: Diabetes mellitus (DM) and hyperglycemia have been widely considered to be associated with the risk of pancreatic cancer. However, the aim of this study was to evaluate the relationship between glycemic control and the efficacy or safety in pancreatic cancer pts receiving treatment with nab-Paclitaxel (nab-PTX) plus Gemcitabine (GEM). Methods: We retrospectively reviewed 285 pts with unresectable pancreatic cancer with nab-PTX plus GEM as the first-line chemotherapy from December 2014 to March 2017 at the National Cancer Center Hospital East, Kashiwa, Japan. The pts were divided into two groups, average blood glucose level during the period of chemotherapy was less than 160 mg/dL (Group GC: Good glycemic control group) and more than 160 mg/dL (Group PC: Poor glycemic control group). Results: A total of 285 pts were enrolled. Median age was 66 years (range: 26-84) and males/females: 180/105, PS (0-1/2-3): 272/13, stage (III/IV): 77/208. There were 226 pts in GC group and 59 pts in PC group. No significant differences were seen in the overall survival between Group GC and PC (median: 16.1 months vs. 13.8 months, p = 0.344) and in the progression free survival between the two groups (median: 7.5 months vs. 8.2 months, p = 0.862). The incidence rate of grade 2-3 chemotherapy-induced peripheral neuropathy (CIPN) was significantly higher in Group PC compared with Group GC (Group GC 28.3%, Group PC 45.8%, p = 0.010). Univariate and multivariate analyses identified glycemic control as significant independent factors associated with the incidence of grade 2-3 of CIPN (Odds ratio 2.182, 95% CI 1.20-3.96, p = 0.010). There was no significant difference in the relative dose intensity of nab-PTX between two groups (median, 56.6% in group GC, 56.5% in group PC, p = 0.952). Conclusions: Glycemic control during the chemotherapy with nab-PTX plus GEM in unresectable pancreatic cancer was not associated with OS. The incidence of severe CIPN was higher in pts with poor glycemic control compared with good glycemic control.