From: Healthy lifestyle, metabolomics and incident type 2 diabetes in a population-based cohort from Spain
Ā | RR (95% CI) | RD (95%CI) | |||||||
---|---|---|---|---|---|---|---|---|---|
Group | Metabolite | Model 1 | p-value | Model 2 | p-value | Model 1 | p-value | Model 2 | p-value |
Lipoprotein profile | Cholesterol | ||||||||
āVLDL cholesterol | 2.12 (1.45ā3.08) | <ā0.001 | 2.09 (1.35ā3.24) | <ā0.001 | 59.62 (18.18, 101.06) | 0.005 | 60.66 (16.58, 104.74) | 0.007 | |
āHDL cholesterol | 0.21 (0.07ā0.66) | 0.008 | 0.28 (0.10ā0.79) | 0.02 | ā52.40 (ā88.35, ā16.45) | 0.004 | āā47.56 (āā83.74, āā11.37) | 0.01 | |
āIDL cholesterol | 1.27 (0.75ā2.15) | 0.38 | 1.11 (0.61ā2.01) | 0.74 | 9.82 (āā15.46, 35.1) | 0.45 | 6.12 (ā24.57, 36.81) | 0.70 | |
Triglycerides | |||||||||
āVLDL triglycerides | 2.07 (1.48ā2.91) | <ā0.001 | 2.02 (1.38ā2.95) | <ā0.001 | 58.25 (17.54, 98.95) | 0.005 | 56.59 (14.06, 99.12) | 0.009 | |
āIDL triglycerides | 1.25 (0.69ā2.29) | 0.46 | 1.14 (0.60ā2.17) | 0.69 | 9.79 (ā18.15, 37.73) | 0.49 | 8.52 (ā22.84, 39.89) | 0.59 | |
Lipoprotein particle concentration | |||||||||
āLarge VLDL | 1.77 (1.36ā2.31) | <ā0.001 | 1.67 (1.25ā2.24) | <ā0.001 | 48.30 (8.03, 88.58) | 0.02 | 45.59 (4.49, 86.69) | 0.03 | |
āMedium VLDL | 1.56 (1.20ā2.03) | <ā0.001 | 1.48 (1.12ā1.95) | <ā0.001 | 43.70 (8.93, 78.48) | 0.01 | 39.86 (3.85, 75.87) | 0.03 | |
āSmall VLDL | 2.34 (1.62ā3.37) | <ā0.001 | 2.40 (1.57ā3.68) | <ā0.001 | 61.85 (20.86, 102.85) | 0.003 | 62.69 (19.54, 105.84) | 0.004 | |
āSmall LDL | 1.70 (1.20ā2.40) | 0.003 | 2.71 (1.52ā4.82) | <ā0.001 | 45.69 (6.59, 84.78) | 0.02 | 78.19 (16.82, 139.56) | 0.01 | |
āMedium HDL | 0.15 (0.05ā0.49) | 0.002 | 0.22 (0.07ā0.66) | 0.007 | ā54.12 (ā84.41, ā23.83) | <ā0.001 | ā46.41 (ā76.50, ā16.31) | 0.003 | |
Amino acids | Alanine | 0.33 (0.20ā0.53) | <ā0.001 | 0.38 (0.24ā0.60) | <ā0.001 | ā66.25 (āā106.80, āā25.70) | 0.001 | ā60.72 (āā100.87, āā20.58) | 0.003 |
Creatine phosphate | 0.43 (0.22ā0.84) | 0.01 | 0.36 (0.18ā0.76) | 0.007 | ā36.60 (āā70.68, āā2.52) | 0.04 | ā51.06 (ā95.96, āā6.15) | 0.03 | |
Creatine | 0.34 (0.20ā0.59) | <ā0.001 | 0.27 (0.14ā0.51) | <ā0.001 | ā49.69 (āā82.80, āā16.57) | 0.003 | ā68.15 (ā113.77, āā22.52) | 0.003 | |
Cysteine | 0.35 (0.20ā0.60) | <ā0.001 | 0.29 (0.15ā0.55) | <ā0.001 | ā43.89 (āā74.10, āā13.69) | 0.004 | ā57.78 (ā97.34, āā18.21) | 0.004 | |
Glutamine | 0.32 (0.18ā0.57) | <ā0.001 | 0.29 (0.15ā0.53) | <ā0.001 | āā51.97 (ā88.04, ā15.91) | 0.005 | ā62.53 (āā106.14, āā18.91) | 0.005 | |
N-acetylglutamine | 0.28 (0.18ā0.44) | <ā0.001 | 0.27 (0.16ā0.44) | <ā0.001 | āā68.69 (ā104.62, āā32.76) | <ā0.001 | ā71.46 (ā109.90, āā33.01) | <ā0.001 | |
Proline | 0.34 (0.19ā0.62) | <ā0.001 | 0.33 (0.18ā0.61) | <ā0.001 | āā51.58 (āā88.78, ā14.37) | 0.007 | ā58.68 (āā100.91, āā16.44) | 0.006 | |
Leucine | 0.32 (0.20ā0.51) | <ā0.001 | 0.37 (0.23ā0.59) | <ā0.001 | ā68.75 (ā107.06, āā30.45) | <ā0.001 | ā60.81 (āā97.75, āā23.87) | 0.001 | |
Fatty acids | CH2CH2CO- | 3.38 (2.07ā5.52) | <ā0.001 | 3.03 (1.87ā4.91) | <ā0.001 | 64.57 (27.25, 101.89) | <ā0.001 | 60.88 (24.37, 97.39) | 0.001 |
CH2N- | 2.79 (1.69ā4.60) | <ā0.001 | 2.77 (1.62ā4.73) | <ā0.001 | 53.28 (17.86, 88.69) | 0.003 | 59.06 (18.42, 99.70) | 0.004 | |
Isobutyrate | 0.22 (0.13ā0.37) | <ā0.001 | 0.27 (0.16ā0.46) | <ā0.001 | ā73.15 (āā109.93, āā36.38) | <ā0.001 | ā65.92 (ā101.30, āā30.54) | <ā0.001 | |
Fluid balance | Albumin | 0.34 (0.20ā0.58) | <ā0.001 | 0.26 (0.14ā0.50) | <ā0.001 | ā50.89 (āā84.27, ā17.52) | 0.003 | ā70.49 (āā116.19, āā24.78) | 0.003 |
Creatinine | 0.65 (0.34ā1.26) | 0.21 | 0.56 (0.26ā1.17) | 0.12 | āā16.96 (āā46.61, 12.68) | 0.26 | ā22.07 (āā56.62, 12.49) | 0.21 | |
Energy metabolism | Glycolysis | ||||||||
āCitrate | 0.30 (0.16ā0.57) | <ā0.001 | 0.27 (0.14ā0.55) | <ā0.001 | ā49.90 (āā84.40, āā15.40) | 0.005 | āā58.56 (ā98.87, āā18.26) | 0.004 | |
āPyruvate | 0.32 (0.18ā0.59) | <ā0.001 | 0.31 (0.16ā0.58) | <ā0.001 | āā49.48 (āā84.04, āā14.92) | 0.005 | āā56.04 (ā94.75, āā17.32) | 0.005 | |
Ketone bodies | |||||||||
āAcetate | 0.28 (0.15ā0.52) | <ā0.001 | 0.27 (0.15ā0.51) | <ā0.001 | āā62.62 (āā101.68, āā23.55) | 0.002 | āā68.92 (āā111.80, āā26.04) | 0.002 | |
āAcetone | 3.19 (1.97ā5.15) | <ā0.001 | 2.88 (1.84ā4.51) | <ā0.001 | 75.63 (32.20, 119.05) | <ā0.001 | 72.26 (29.49, 115.03) | <ā0.001 | |
ā3-Hydroxybutyrate | 0.36 (0.20ā0.64) | <ā0.001 | 0.34 (0.18ā0.63) | <ā0.001 | āā48.61 (āā84.22, āā13.00) | 0.007 | āā56.27 (āā97.80, āā14.74) | 0.008 | |
Products of bacterial co-metabolism | Isopropanol | 0.47 (0.23ā0.93) | 0.03 | 0.39 (0.18ā0.85) | 0.02 | ā31.46 (āā63.24, 0.31) | 0.05 | ā43.23 (āā83.80, āā2.66) | 0.04 |
Trimethylamines | 0.29 (0.16ā0.53) | <ā0.001 | 0.23 (0.12ā0.45) | <ā0.001 | ā52.59 (āā86.57, āā18.61) | 0.002 | ā68.58 (āā112.14, āā25.01) | 0.002 | |
Phenylpropionate | 0.34 (0.21ā0.54) | <ā0.001 | 0.39 (0.26ā0.59) | <ā0.001 | āā70.33 (āā112.40, āā28.25) | 0.001 | ā66.12 (āā108.06, āā24.19) | 0.002 | |
Phosphoethanolamines | O-phosphoethanolamine | 0.38 (0.20ā0.72) | 0.003 | 0.33 (0.17ā0.65) | 0.002 | āā42.53 (āā77.86, ā7.19) | 0.02 | ā56.54 (āā101.38, āā11.69) | 0.01 |