Retrospective Cohort Study
Copyright ©The Author(s) 2025.
World J Diabetes. Jul 15, 2025; 16(7): 107111
Published online Jul 15, 2025. doi: 10.4239/wjd.v16.i7.107111
Table 1 Basic participant characteristics by dietary index for gut microbiota scores, mean (SE)/ n (%)
Variables
Total
Q1 (0-4)
Q2 (5)
Q3 (6)
Q4 (7-14)
P value
Age53.84 (0.25)52.07 (0.34)53.19 (0.46)54.63 (0.45)57.14 (0.39)< 0.0001
Creatinine80.80 (0.44)82.90 (0.92)79.90 (0.60)79.78 (0.96)78.85 (0.50)0.004
UA338.42 (1.20)341.76 (1.67)337.00 (2.27)338.33 (2.80)333.91 (2.30)0.05
BUN5.21 (0.03)5.27 (0.04)5.16 (0.05)5.18 (0.06)5.19 (0.06)0.15
HbA1c6.06 (0.02)6.13 (0.02)6.06 (0.03)5.99 (0.03)6.02 (0.03)< 0.001
BMI, % (SE)< 0.0001
< 2518.42 (0.01)16.75 (0.80)17.98 (1.10)18.47 (1.11)22.00 (1.15)
25-3032.52 (0.01)30.83 (0.98)32.02 (1.12)34.07 (1.63)34.81 (1.21)
> 3049.06 (0.01)52.43 (1.13)50.00 (1.33)47.46 (1.37)43.19 (1.32)
Sex, % (SE)< 0.001
Male52.17 (0.01)55.30 (0.87)51.35 (1.17)50.70 (1.66)48.64 (1.11)
Female47.83 (0.01)44.70 (0.87)48.65 (1.17)49.30 (1.66)51.36 (1.11)
Race, % (SE)< 0.0001
Mexican American8.62 (0.01)10.27 (1.01)9.49 (1.13)7.41 (0.80)5.67 (0.68)
Non-Hispanic Black11.72 (0.01)15.16 (1.21)11.29 (0.87)9.50 (0.78)7.87 (0.73)
Non-Hispanic White66.87 (0.03)62.20 (1.84)65.80 (1.91)70.65 (1.43)73.24 (1.58)
Other12.80 (0.00)12.37 (0.80)13.43 (0.86)12.44 (0.83)13.22 (0.90)
Marital status, % (SE)< 0.0001
Married59.18 (0.02)55.78 (1.22)60.15 (1.35)59.17 (1.24)64.45 (1.71)
Never married11.77 (0.01)13.65 (0.81)11.49 (0.81)12.21 (1.02)8.19 (0.83)
Divorced11.93 (0.01)12.50 (0.79)10.77 (0.88)11.89 (0.98)12.24 (1.09)
Unmarried but have/had partner17.11 (0.01)18.07 (0.71)17.59 (0.97)16.73 (0.94)15.12 (0.96)
Education, % (SE)< 0.0001
Less than high school17.68 (0.01)22.00 (0.89)17.80 (0.87)15.34 (0.96)11.69 (0.94)
High school or equivalent24.64 (0.01)27.55 (0.88)25.78 (1.43)21.90 (1.46)20.48 (1.24)
College or above57.67 (0.02)50.45 (1.11)56.42 (1.64)62.77 (1.66)67.83 (1.61)
Smoke, % (SE)< 0.0001
Never51.48 (0.01)49.70 (1.18)51.84 (1.24)53.65 (1.41)52.36 (1.51)
Former30.07 (0.01)29.22 (1.07)28.85 (1.09)27.92 (1.13)35.03 (1.63)
Now18.46 (0.01)21.09 (0.77)19.30 (1.03)18.43 (1.18)12.61 (0.90)
Alcohol use, % (SE)< 0.0001
Never11.57 (0.01)11.55 (0.61)13.11 (1.10)10.83 (0.80)10.56 (0.82)
Former16.56 (0.01)17.18 (0.85)17.34 (1.06)16.69 (1.14)14.39 (0.92)
Mild39.62 (0.01)36.77 (1.16)37.13 (1.46)39.37 (1.61)48.01 (1.36)
Moderate14.99 (0.01)14.27 (0.71)15.17 (0.90)16.25 (1.26)14.97 (0.89)
Heavy17.25 (0.01)20.23 (0.87)17.26 (1.03)16.86 (1.24)12.07 (1.09)
Cancer, % (SE)< 0.001
Yes13.14 (0.01)11.59 (0.60)12.17 (0.86)14.15 (0.92)16.22 (0.87)
No86.86 (0.02)88.41 (0.60)87.83 (0.86)85.85 (0.92)83.78 (0.87)
CVD, % (SE)0.59
Yes13.84 (0.01)14.46 (0.60)13.71 (0.78)13.15 (0.97)13.47 (0.88)
No86.16 (0.02)85.54 (0.60)86.29 (0.78)86.85 (0.97)86.53 (0.88)
Hypertension, % (SE)< 0.0001
Yes52.43 (0.02)52.89 (1.07)52.32 (1.36)51.16 (1.37)52.86 (1.31)
No47.57 (0.01)47.11 (1.07)47.68 (1.36)48.84 (1.37)47.14 (1.31)
PIR, % (SE)< 0.0001
< 1.321.12 (0.01)26.21 (0.88)21.95 (0.96)18.03 (1.02)13.55 (0.96)
1.3-3.537.62 (0.01)39.26 (1.18)37.52 (1.42)37.65 (1.58)34.65 (1.77)
> 3.541.26 (0.02)34.53 (1.37)40.53 (1.71)44.32 (1.58)51.80 (2.08)
Antidiabetic treatment, % (SE)0.02
Yes18.42 (0.01)19.78 (0.79)19.05 (1.14)16.14 (0.82)17.30 (0.95)
No81.58 (0.02)80.22 (0.79)80.95 (1.14)83.86 (0.82)82.70 (0.95)
Table 2 Association of diabetes and prediabetes all-cause mortality and cardiovascular risk with dietary index for gut microbiota
Model 11
Model 22
Model 33
HR (95%CI)
P value
HR (95%CI)
P value
HR (95%CI)
P value
All-cause mortality
DI-GM0.99 (0.95-1.02)0.420.93 (0.89-0.96)< 0.00010.96 (0.93-1.00)0.05
DI-GM quartiles
Q1ReferenceReferenceReferenceReferenceReferenceReference
Q20.96 (0.80-1.14)0.630.89 (0.75-1.06)0.200.94 (0.80-1.10)0.45
Q31.01 (0.86-1.19)0.900.86 (0.73-1.01)0.060.93 (0.80-1.09)0.38
Q40.91 (0.76-1.08)0.270.68 (0.57-0.82)< 0.00010.83 (0.69-0.99)0.03
P for trend0.608< 0.0010.283
Cardiovascular mortality
DI-GM0.96 (0.90-1.02)0.150.90 (0.84-0.95)< 0.0010.93 (0.87-0.99)0.02
DI-GM quartiles
Q1ReferenceReferenceReferenceReferenceReferenceReference
Q20.90 (0.66-1.23)0.520.85 (0.62-1.17)0.320.85 (0.62-1.16)0.31
Q30.93 (0.72-1.20)0.600.78 (0.61-1.01)0.060.81 (0.63-1.06)0.12
Q40.85 (0.61-1.18)0.330.62 (0.45-0.86)0.0050.75 (0.54-1.00)0.05
P for trend0.6040.0130.916
Table 3 Diabetes and prediabetes all-cause mortality risk subgroup analyses
Variables
Q1
Q2 HR (95%CI)
Q3 HR (95%CI)
Q4 HR (95%CI)
P for trend
P for interaction
Age (years)0.07
< 65Reference1.27 (0.94-1.71)0.93 (0.65-1.34)1.11 (0.73-1.69)0.88
≥ 65Reference0.82 (0.68-0.99)1.01 (0.84-1.22)0.74 (0.62-0.89)0.21
Sex0.50
MaleReference0.94 (0.76-1.17)0.89 (0.69-1.15)0.91 (0.70-1.19)0.87
FemaleReference0.94 (0.73-1.21)0.98 (0.77-1.23)0.71 (0.56-0.90)0.09
Race0.03
Mexican AmericanReference0.77 (0.48-1.25)1.05 (0.63-1.75)0.61 (0.34-1.08)0.34
Non-Hispanic BlackReference1.14 (0.82-1.58)0.77 (0.54-1.11)0.62 (0.38-1.01)0.31
Non-Hispanic WhiteReference0.93 (0.76-1.14)0.94 (0.78-1.14)0.88 (00.72-1.07)0.73
OtherReference0.81 (0.47-1.41)0.96 (0.64-1.44)0.33 (0.19-0.55)0.001
Marital0.42
MarriedReference0.94 (0.76-1.17)0.93 (0.76-1.14)0.79 (0.63-0.99)0.28
Never marriedReference1.05 (0.50-2.19)0.77 (0.27-2.19)1.46 (0.53-4.02)0.30
DivorcedReference0.78 (0.53-1.15)0.85 (0.53-1.34)1.20 (0.75-1.92)0.61
Unmarried but have/had partnerReference1.01 (0.76-1.36)1.00 (0.75-1.35)0.67 (0.50-0.91)0.04
Education0.13
Less than high schoolReference1.01 (0.78-1.31)1.06 (0.82-1.36)0.81 (0.58-1.13)0.24
High school or equivalentReference0.84 (0.57-1.23)1.22 (0.91-1.64)0.86 (0.62-1.18)0.90
College or aboveReference0.97 (0.75-1.26)0.74 (0.59-0.92)0.79 (0.61-1.03)0.51
BMI0.29
< 25Reference0.89 (0.64-1.25)0.82 (0.58-1.15)0.56 (0.39-0.80)0.08
25-30Reference1.07 (0.77-1.49)1.03 (0.77-1.37)0.86 (0.62-1.19)0.23
> 30Reference0.89 (0.70-1.14)0.94 (0.73-1.21)0.96 (0.73-1.25)0.73
Hypertension0.42
YesReference0.87 (0.72-1.05)0.92 (0.78-1.09)0.80 (0.65-0.98)0.05
NoReference1.22 (0.87-1.71)0.97 (0.70-1.34)0.85 (0.60-1.20)0.35
PIR0.99
< 1.3Reference0.99 (0.79-1.24)0.90 (0.70-1.17)0.82 (0.56-1.19)0.74
1.3-3.5Reference0.92 (0.71-1.19)1.00 (0.79-1.28)0.83 (0.65-1.08)0.29
> 3.5Reference0.98 (0.67-1.42)0.84 (0.59-1.18)0.84 (0.58-1.22)0.22
Cancer0.85
YesReference0.97 (0.72-1.32)0.92 (0.67-1.26)0.92 (0.69-1.23)0.88
NoReference0.94 (0.78-1.14)0.94 (0.77-1.14)0.78 (0.64-0.95)0.22
CVD0.27
YesReference0.76 (0.60-0.97)0.83 (0.63-1.09)0.71 (0.55-0.92)0.22
NoReference1.07 (0.86-1.32)1.00 (0.81-1.22)0.90 (0.71-1.13)0.32
Table 4 Diabetes and prediabetes cardiovascular mortality risk subgroup analyses
Variables
Q1
Q2 HR (95%CI)
Q3 HR (95%CI)
Q4 HR (95%CI)
P for trend
P for interaction
Age0.05
< 65Reference1.13 (0.59-2.18)0.32 (0.13-0.79)1.02 (0.39-2.65)0.10
≥ 65Reference0.78 (0.56-1.09)1.05 (0.76-1.46)0.70 (0.50-0.97)0.50
Sex0.62
MaleReference0.87 (0.58-1.30)0.70 (0.45-1.10)0.81 (0.52-1.26)0.78
FemaleReference0.84 (0.52-1.36)0.99 (0.66-1.49)0.69 (0.42-1.13)0.53
Race0.33
Mexican AmericanReference0.78 (0.25-2.39)1.31 (0.54-3.17)0.51 (0.15-1.68)0.23
Non-Hispanic BlackReference0.95 (0.60-1.52)0.53 (0.27-1.07)0.34 (0.13-0.87)0.04
Non-Hispanic WhiteReference0.85 (0.56-1.29)0.82 (0.59-1.13)0.81 (0.56-1.19)0.56
OtherReference0.95 (0.32-2.86)1.25 (0.55-2.80)0.50 (0.16-1.60)0.11
Marital status0.46
MarriedReference1.08 (0.72-1.63)0.90 (0.61-1.34)0.94 (0.59-1.49)0.66
Never marriedReference0.56 (0.14-2.26)0.76 (0.13-4.28)1.01 (0.07-13.51)0.55
DivorcedReference0.76 (0.39-1.48)0.26 (0.09-0.80)0.75 (0.33-1.70)0.20
Unmarried but have/had partnerReference0.72 (0.45-1.14)0.90 (0.57-1.43)0.50 (0.32-0.77)0.11
Education0.20
Less than high schoolReference0.90 (0.56-1.46)1.19 (0.80-1.78)0.94 (0.50-1.74)0.73
High school or equivalentReference0.89 (0.42-1.90)1.39 (0.86-2.24)0.71 (0.35-1.42)0.54
College or aboveReference0.78 (0.49-1.25)0.48 (0.31-0.74)0.62 (0.40-0.95)0.94
BMI0.48
< 25Reference1.25 (0.60-2.61)0.90 (0.53-1.53)0.69 (0.34-1.38)0.18
25-30Reference1.02 (0.64-1.61)0.96 (0.54-1.70)0.58 (0.31-1.07)0.12
> 30Reference0.70 (0.40-1.20)0.70 (0.47-1.03)0.89 (0.55-1.46)0.48
Hypertension0.14
YesReference0.75 (0.53-1.07)0.87 (0.67-1.13)0.76 (0.52-1.10)0.17
NoReference1.35 (0.71-2.55)0.68 (0.34-1.34)0.68 (0.35-1.32)0.58
PIR0.93
< 1.3Reference1.06 (0.68-1.67)0.83 (0.51-1.33)1.01 (0.49-2.07)0.69
1.3-3.5Reference0.73 (0.44-1.20)0.87 (0.57-1.33)0.66 (0.42-1.04)0.12
> 3.5Reference1.06 (0.52-2.16)0.82 (0.43-1.55)0.84 (0.46-1.54)0.43
Cancer0.26
YesReference0.94 (0.48-1.84)1.00 (0.49-2.02)1.21 (0.61-2.37)0.63
NoReference0.85 (0.59-1.23)0.80 (0.60-1.06)0.62 (0.43-0.88)0.39
CVD0.68
YesReference0.73 (0.46-1.15)0.82 (0.51-1.31)0.61 (0.40-0.94)0.21
NoReference0.98 (0.63-1.53)0.80 (0.54-1.18)0.85 (0.53-1.36)0.76