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. 2020 Jan 20;10:669. doi: 10.1038/s41598-019-56909-7

Table 2.

Characteristics of studies investigating correlations between metabolites and MetS criteria.

Reference (Study, population location) Study design Outcome (definition) N Age range Gender Population sample characteristics
Mean type (available or calculated) Age BMI WC (cm) Sys BP /Dia BP (mmHg) Glucose (mM) TG (mM) HDL-C (mM)
Barrea_201872 (Italy) MetS (NCEP ATP III) 137 20–63 M + W Calculated 36 33 109 126 / 80 5.5 1.6 1.1
Blouin_200573 (Quebec family study (QFS), Quebec (CAN)) MetS (NCEP ATP III) 130 20–71 M Available 43 ± 15 27 ± 5 93 ± 14 117 ± 16 / 73 ± 10 5.5 ± 1.1 1.5 ± 0.8 1.1 ± 0.3
Caimi_201263 (Italy) Case/Control MetS ± T2D (IDF) 160 M + W All MetS 54 ± 9 32 ± 5 107 ± 11 132 ± 16 / 81 ± 10 6.3 ± 2.5 2.5 ± 1.7 1.0 ± 0.3
Cheng_201274 (Framingham Heart Study (FHS), USA) (Malmö Diet and Cancer Study (MDC), Sweden) Case/Control Cardio-metabolic risk 1015 47–65 M + W Available 56 ± 9 28 ± 5 96 ± 14 129 ± 18 / 76 ± 10 5.4 ± 0.6 1.8 ± 1.2 1.2 ± 0.4
Case/Control Cardio-metabolic risk 746 53–65 M + W Available 59 ± 6 27 ± 4 88 ± 13 147 ± 19 / 90 ± 9 5.1 ± 0.5 1.3 ± NA 1.3 ± 0.3
Favennec_201575 (D.E.S.I.R. cohort, France) Case/Control T2D 1048 37–60 M + W Calculated 48 25 85 NA 5.5 NA NA
(Biological Atlas of Severe Obesity (ABOS), France) Case/Control Obesity 109 26–56 W Calculated 46 25 121 NA 6.6 NA NA
Gao_201976 (CODING, Canada) MetS 536 M Available 42 ± 13 28 ± 5 99 ± 13 133 ± 15 / 84 ± 10 5.3 ± 0.7 1.5 ± 1 1.2 ± 0.3
545 W Available 45 ± 11 27 ± 5 91 ± 15 123 ± 16 / 80 ± 11 5.1 ± 0.7 1.2 ± 0.7 1.5 ± 0.4
Ho_201677 (Framingham Heart Study (FHS), USA) BMI 2383 45–65 M + W Available 55 ± 10 28 ± 5 NA

126 ± 19

75 ± 10

5.3* (4.9;5.7) 1.4* (1.0;2.0) 1.2* (1.0;1.5)
Huynh_201978 (AusDiab, Australia) Cardio-metabolic risk 389 M + W Available 55 ± 12 27 ± 4 NA 131 ± 18 / 71 ± 11 5.3 ± 0.4 1.5 ± 0.9 1.46 ± 0.4
Liu_201779 (ERF, Netherlands) Case/Control T2D 2776 M + W Calculated 49 27 NA 140 / 80 4.7 1.2 1.3
Marchand_201880 (Quebec (CAN)) Insulin resistance 101 48–68 W Available 57 ± 4 28 ± 5 89 ± 12 130 ± 15 / 82 ± 7 5.6 ± 0.8 1.3 ± 0.7 1.4 ± 0.4
Neeland_201881 (DHS, USA) T2D 3072 18–65 M + W Available 43 ± 10 28 NA 119 / NA 5 5.2 2.7
Ntzouvani_201766 (Greece) Case/Control MetS (IDF) 100 over 30 M Calculated 56 27 NA 130 / 83 5.3 1.5 1.1
Ottosson_201882 (Malmö Preventive Project, Sweden) T2D 1084 M + W Calculated 69 27 NA 147 / NA 5.5 1.3 1.3
Ramakrishanan_201868 (USA) Case/Control MetS (NCEP ATP III) 50 24–72 M + W Calculated 51 33 102 126 / 78 5.2 1.3 1.2
Shim_201969 (USA) Case/Control MetS (NCEP ATP III) 50 24–72 M + W Calculated 51 33 102 126 / 78 5.2 1.3 1.2
Wang-Satler_201283 (KORA, Germany) Case/Control T2D 1297 58–72 M + W Calculated 64 28 NA 135 / NA 5.6 1.5 1.5

BMI = body mass index; WC = waist circumference; BP = blood pressure (sys = systolic; dia = diastolic); TG = triglycerides; HDL-C = high-density lipoprotein cholesterol; NA = not available; ‘Calculated mean type’ refers to clinical variable means that were calculated, when missing, from the available data in the publication. Mean values ± SD; *Median value (25th; 7 = th percentiles).

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