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TaggedAPTARAEnd228                                                                               X. Jin et al.
         (p nonlinearity = 0.452) were noted. A higher PA at any intensity  combinations of high PA volume and long sleep duration
         was associated with a lower risk of incident type 2 diabetes:  (HR = 0.90, 95%CI: 0.671.22), recommended MVPA and
         high volume of PA (vs. low volume of PA): HR = 0.67,  normal sleep duration (reference group), and high LPA and
         95%CI: 0.600.76; recommended MVPA (vs. not recom-    long sleep duration (HR = 0.92, 95%CI: 0.711.19). None of
         mended MVPA): HR = 0.61, 95%CI: 0.540.70; high LPA   the multiplicative or additive interactions attained statistical
                                                               significance (Supplementary Tables 8 and 9); nevertheless,
         (vs. low LPA): HR = 0.85, 95%CI: 0.770.95) (Table 2).TaggedAPTARAEnd
                                                               they were consistent in the direction of positive multiplicative
                                                               and positive additive interactions.TaggedAPTARAEnd
         TaggedAPTARAH23.3. Subgroup analyses and joint association of
         accelerometer-measured sleep duration and PA with incident
                                                               TaggedAPTARAH23.4. Sensitivity analysesTaggedAPTARAEnd
         type 2 diabetesTaggedAPTARAEnd
                                                                  TaggedAPTARAPThe results of most sensitivity analyses remained robust
            TaggedAPTARAPFig. 3 and Supplementary Table 7 illustrate the association
                                                               (Supplementary Tables 1024). The major exception was that
         between sleep duration and incident type 2 diabetes stratified
                                                               in the subsample of participants who completed the 7-day
         by the total volume of PA, MVPA, and LPA. A higher hazard
                                                               accelerometer wearing (Supplementary Table 17), although
         for type 2 diabetes with short sleep duration, as compared to
                                                               similar patterns were observed, the excessive type 2 diabetes
         that with normal sleep duration, was observed in the low total
                                                               risk of the short sleepers combined with a low or not recom-
         volume of PA subgroup (HR = 1.26, 95%CI: 1.031.54);
                                                               mended level of PA in the stratified analysis did not attain
         however, this pattern was not found in the high total volume of
                                                               statistical significance.TaggedAPTARAEnd
         PA subgroup (HR = 1.11, 95%CI: 0.851.45). No excessive
         hazard of long sleep duration was found in either high or low
                                                               TaggedAPTARAH14. DiscussionTaggedAPTARAEnd
         total volume of PA subgroups (high: HR = 0.90, 95%CI:
         0.661.21; low: HR = 1.04, 95%CI: 0.901.20). Similar    TaggedAPTARAPIn this large population-based prospective cohort of 88,000
         patterns were also observed in MVPA and LPA. For more  middle-aged UK participants, accelerometer-measured short
                                                               (<6 h/day) but not long sleep duration (>8 h/day) was associ-
         details see Supplementary Table 7.TaggedAPTARAEnd
            TaggedAPTARAPFig. 4 shows the results of the joint analyses of the associa-  ated with an increased risk of incident type 2 diabetes. All
         tion of sleep duration and PA with incident type 2 diabetes.  intensities of PA (total volume of PA, MVPA, and LPA) were
         Compared with the combination of normal sleep duration and  associated with a reduced risk of incident type 2 diabetes. Inac-
         high or recommended PA, a combination of short sleep dura-  tive short sleepers were found to have an increased risk of type
         tion and low volume of PA (HR = 1.81, 95%CI: 1.462.25),  2 diabetes compared to that of active normal sleepers;
         not recommended MVPA (HR = 1.92, 95%CI: 1.552.36), or  however, short sleepers with a high total volume of PA
         low LPA (HR = 1.49, 95%CI: 1.161.90) consistently had the  (>27.23mg), a recommended level of MVPA (>150 min of
         highest risk of type 2 diabetes. When short sleep duration was  MPA, >75 min of VPA, or an equivalent combination of
         combined with a high volume of PA (HR = 1.14, 95%CI:  MPA and VPA per week), or a high level of LPA (>1839.69
         0.881.49), recommended  MVPA (HR = 1.02, 95%CI:      min/week) did not have this excessive risk. These findings
         0.711.48), or high LPA (HR = 1.14, 95%CI: 0.921.41), the  suggest that the detrimental effect of short sleep duration on
         relative risk of type 2 diabetes was insignificant. The lowest  type 2 diabetes could be mitigated by any intensity of PA that
         risks of type 2 diabetes in each PA category were found for the  reached a high or recommended level.TaggedAPTARAEnd
         TaggedAPTARAFigure
















         Fig. 3. Doseresponse associations between accelerometer-measured sleep duration, the total volume of PA, MVPA, and LPA with type 2 diabetes stratified by
         categories of (A) the total volume of PA, (B) MVPA, and (C) LPA, respectively. Solid line referred to the HRs from restricted cubic spline regression. Restricted
         cubic splines were constructed with 5 knots located at the 5th, 35th, 65th, and 95th percentiles of each exposure. Total volume of PA was categorized by median
         (low: 27.23mg; high: >27.23mg). Similarly, LPA was also categorized by median (low: 1839.69 min/week; high: >1839.69 min/week), while MVPA was
         dichotomized based on the WHO guideline (150 min of MPA, 75 min of VPA, or an equivalent combination of MPA and VPA per week). Adjusted HRs
         (95%CI) were calculated using Cox proportional hazards regression analysis adjusted for age, sex, ethnicity, season of accelerometer wearing, recruitment center,
         Townsend Deprivation Index, education level, smoking status, alcohol consumption, healthy diet score, obesity status, TV watching time, grip strength, HbA1c,
         hypertension, high cholesterol, depression, and family history of diabetes. 95%CI = 95% confidence interval; HbA1c = glycated hemoglobin; HR = hazard ratio;
         LPA = light-intensity physical activity; MPA = moderate physical activity; MVPA = moderate-to-vigorous physical activity; PA = physical activity;
         VPA = vigorous physical activity.TaggedAPTARAEnd
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