Table 2.

Characteristics of Studies Included in the Systematic Review and/or Meta-analysis

CodeStudy (year)CountryStudy designAge (years) distribution and sexSample size, total (genotyped)Type of populationVariablesInstrument
1Stutzmann et al (2009)23France, Switzerland, and FinlandCross-sectional
  • 18–89

  • Both sexes

n = 17 527 (NA)Adolescents and adults with and without obesity (BMI ≥30 kg/m2)Eating behavior51-item TFEQ
2Hasselbalch et al (2010)24DenmarkCross-sectional
  • 18–67

  • Both sexes

  • n = 1512 (1115)

  • TT (n = 668), CT (n = 402), CC (n = 45)

Healthy adult twin pairsEnergy intake247-item FFQ
3Taylor et al (2011)25IndiaCross-sectional
  • 20–69

  • Both sexes

  • n = 6780 (6466)

  • TT (n = 2724), CT (n = 2907), CC (n = 835)

Healthy adultsEnergy intake184-item FFQ
4Corella et al (2012)26SpainCross-sectional
  • Males: 55–80

  • Females: 60–80

  • Both sexes

  • n = 7447 (7219)

  • TT (n = 4336), CT (n = 2553), CC (n = 330)

Adults with type 2 diabetes and/or ≥3 cardiovascular risk factors (hypertension, dyslipidemia, BMI ≥25 kg/m2, current smoking, or a family history of premature cardiovascular disease)Energy intake137-item semi-quantitative FFQ
5Horstmann et al (2013)27GermanyCross-sectional
  • 24–29

  • Both sexes

  • n = 221 (221)

  • TT (n = 119), CT (n = 87), CC (n = 15)

Healthy adultsEating behavior51-item TEFQ
6Valladares et al (2010)28ChileCross-sectional
  • 5–15

  • Both sexes

  • n = 221 (148)

  • TT (n = 105), CT (n = 39), CC (n = 4)

Children and adolescents with overweight and obesityEating behaviorCEBQ
7Acosta et al (2014)29USACross-sectional
  • 18–65

  • Both sexes

  • n = 178 (178)

  • TT (n = 94), CT (n = 72), CC (n = 12)

Healthy White adults with overweight and obesity (BMI > 25 kg/m2)SatietyNutrient drink test and ad libitum meal
8Ho-Urriola et al (2014)30ChileCase-control
  • 6–12

  • Both sexes

  • n = 377 (377)

  • Cases (n = 238): TT (n = 173), CT (n = 60), CC (n = 5)

  • Controls (n = 139): TT (n = 110), CT (n = 26), CC (n = 3)

  • Cases: children with overweight and obesity

  • Controls: children with normal weight

Eating behaviorCEBQ
9Katsuura-Kamano et al (2014)31JapanCross-sectional
  • 35–69

  • Both sexes

  • n = 2035 (2035)

  • TT (n = 1268), CT (n = 669), CC (n = 98)

General populationEnergy intake47-item FFQ
10Dušátková et al (2015)32Czech RepublicCross-sectional
  • 10–18

  • Both sexes

n = 1953 (NA)Children and adolescents with normal weight (BMI < 90th percentile) and with overweight/obesity (BMI ≥ 90th percentile)Energy intake3-day food record
11Khalilitehrani et al (2015)14IranCross-sectional
  • >22

  • Both sexes

  • n = 400 (374)

  • TT (n = 156), CT (n = 111), CC (n = 107)

Healthy adultsEnergy intake3-day food record
12Yilmaz et al (2015)33CanadaCross-sectional
  • 24–50

  • Both sexes

  • n = 328 (280)

  • TT (n = 168), CT (n = 92), CC (n = 20)

Healthy adultsAppetitePFS
13Lauria et al (2016)34Belgium, Cyprus, Estonia, Germany, Hungary, Italy, Spain, and SwedenProspective cohort
  • 2–9

  • Both sexes

  • n = 16 228 (1941)

  • TT (n = 1138), CT (n = 697), CC (n = 106)

SchoolchildrenEnergy intakeSACINA
14Park et al (2016)15KoreaCross-sectional
  • 40–69

  • Both sexes

  • n = 8842 (8830)

  • TT (n = 5033), CT (n = 3246), CC (n = 551)

Adults from rural and urban communitiesEnergy intake103-item FFQ
15Obregon et al (2017)35ChileCross-sectional
  • 8–14

  • Both sexes

  • n = 258 (256)

  • TT (n = 198), CT (n = 56), CC (n = 2)

Children with obesity, overweight, and normal weightEating behaviorCEBQ
16Martins et al (2018)36BrazilProspective cohort
  • 20–40

  • Females

  • n = 149 (143)

  • TT (n = 93), CT (n = 46), CC (n = 4)

Obese midterm pregnant femalesEnergy intakeSemi-quantitative FFQ
17Meng et al (2018)37USAProspective cohort
  • ≥18

  • Females

  • n = 85 (79)

  • TT (n = 43), CT (n = 32), CC (n = 4)

Pregnant females and mothers with children up to 6 months with BMI between 18.5 kg/m2 and 40 kg/m2Energy intake24-hour dietary recall
18Adamska-Patruno et al (2019)38PolandCross-sectional
  • 18–65

  • Both sexes

  • n = 927 (927)

  • TT (n = 584), CT (n = 316), CC (n = 27)

Adults with overweight/obesity (BMI ≥25 kg/m2) and with normal weight (BMI <25 kg/m2)Energy intake3-day food record
19Mohammadi et al (2020)39IranCross-sectional
  • 20–50

  • Both sexes

  • n = 288 (288)

  • TT (n = 114), CT (n = 96), CC (n = 78)

Apparently healthy adults with obesity (BMI between 30 and 40 kg/m2)Energy intake (a)132-item semi-quantitative FFQ
Appetite (b)VAS
20Mousavizadeh et al (2020)40IranProspective cohort
  • ≥18

  • Both sexes

n = 3850 (NA)General populationEnergy intake168-item semi-quantitative FFQ
21Khodarahmi et al (2020)41IranCross-sectional
  • 20–50

  • Both sexes

  • n = 188 (141)

  • TT (n = 63), CT (n = 51), CC (n = 27)

Apparently healthy adults with obesity (BMI ≥30 kg/m2)Energy intake (a)147-item semi-quantitative FFQ
Appetite (b)VAS
22Magno et al (2021)42BrazilCase-control
  • 20–48

  • Females

  • n = 70 (70)

  • Cases (n = 26): CT (n = 22), CC (n = 4)

  • Controls: TT (n = 44)

  • Females with °BMI between 40 and 60 kg/m2 and who have had obesity for at least 5 years

  • Cases: CT/CC genotypes

  • Controls: TT genotype

Energy intake (a)3-day food record
Appetite (b)VAS
Ghrelin and leptin (c)Blood analysis
23Narjabadifam et al (2021)43IranCase-control
  • 17–59

  • Females

  • n = 563 (563)

  • Cases (n = 396): TT (n = 144), CT (n = 192), CC (n = 60)

  • Controls (n = 167): TT (n = 72), CT (n = 80), CC (n = 15)

  • Cases: females with obesity and overweight (BMI ≥ 25 kg/m2)

  • Controls: females with BMI < 25 kg/m2

Hedonic hungerPFS
24Raskiliene et al (2021)12LithuaniaProspective cohort
  • 12–13

  • Both sexes

  • n = 1082 (503)

  • TT (n = 343), CT (n = 152), CC (n = 8)

SchoolchildrenEnergy intake24-hour dietary recall
25Alizadeh et al (2022)44IranCross-sectional
  • 18–56

  • Females

  • n = 282 (NA)

  • TT (n = 153)

Healthy females with overweight/obesity (BMI between 25.2 and 49.60 kg/m2)Energy intake147-item FFQ
26Rahati et al (2022)13IranCross-sectional
  • 20–50

  • Both sexes

  • n = 403 (403)

  • TT (n = 100), CT (n = 250), CC (n = 53)

Healthy adults with overweight or obesity (BMI between 25 and 40 kg/m2)Energy intake (a)3-day food record
Appetite (b)VAS
27Nacis et al (2022)45PhilippinesCross-sectional
  • 13–18

  • Both sexes

  • n = 280 (280)

  • TT (n = 230), CT (n = 49), CC (n = 1)

Healthy adolescentsEnergy intake5-day food record
28Zarei et al (2022)46IranCross-sectional
  • 18–48

  • Females

  • n = 291 (275)

  • TT (n = 83), CT (n = 69), CC (n = 123)

Females with overweight/obesity (BMI ≥25 kg/m2)Energy intake147-item FFQ
29Rasaei et al (2023)47IranCross-sectional
  • 18–68

  • Females

n = 378 (NA)Females with overweight or obesity (BMI of 25–40 kg/m2)Energy intake147-item FFQ
CodeStudy (year)CountryStudy designAge (years) distribution and sexSample size, total (genotyped)Type of populationVariablesInstrument
1Stutzmann et al (2009)23France, Switzerland, and FinlandCross-sectional
  • 18–89

  • Both sexes

n = 17 527 (NA)Adolescents and adults with and without obesity (BMI ≥30 kg/m2)Eating behavior51-item TFEQ
2Hasselbalch et al (2010)24DenmarkCross-sectional
  • 18–67

  • Both sexes

  • n = 1512 (1115)

  • TT (n = 668), CT (n = 402), CC (n = 45)

Healthy adult twin pairsEnergy intake247-item FFQ
3Taylor et al (2011)25IndiaCross-sectional
  • 20–69

  • Both sexes

  • n = 6780 (6466)

  • TT (n = 2724), CT (n = 2907), CC (n = 835)

Healthy adultsEnergy intake184-item FFQ
4Corella et al (2012)26SpainCross-sectional
  • Males: 55–80

  • Females: 60–80

  • Both sexes

  • n = 7447 (7219)

  • TT (n = 4336), CT (n = 2553), CC (n = 330)

Adults with type 2 diabetes and/or ≥3 cardiovascular risk factors (hypertension, dyslipidemia, BMI ≥25 kg/m2, current smoking, or a family history of premature cardiovascular disease)Energy intake137-item semi-quantitative FFQ
5Horstmann et al (2013)27GermanyCross-sectional
  • 24–29

  • Both sexes

  • n = 221 (221)

  • TT (n = 119), CT (n = 87), CC (n = 15)

Healthy adultsEating behavior51-item TEFQ
6Valladares et al (2010)28ChileCross-sectional
  • 5–15

  • Both sexes

  • n = 221 (148)

  • TT (n = 105), CT (n = 39), CC (n = 4)

Children and adolescents with overweight and obesityEating behaviorCEBQ
7Acosta et al (2014)29USACross-sectional
  • 18–65

  • Both sexes

  • n = 178 (178)

  • TT (n = 94), CT (n = 72), CC (n = 12)

Healthy White adults with overweight and obesity (BMI > 25 kg/m2)SatietyNutrient drink test and ad libitum meal
8Ho-Urriola et al (2014)30ChileCase-control
  • 6–12

  • Both sexes

  • n = 377 (377)

  • Cases (n = 238): TT (n = 173), CT (n = 60), CC (n = 5)

  • Controls (n = 139): TT (n = 110), CT (n = 26), CC (n = 3)

  • Cases: children with overweight and obesity

  • Controls: children with normal weight

Eating behaviorCEBQ
9Katsuura-Kamano et al (2014)31JapanCross-sectional
  • 35–69

  • Both sexes

  • n = 2035 (2035)

  • TT (n = 1268), CT (n = 669), CC (n = 98)

General populationEnergy intake47-item FFQ
10Dušátková et al (2015)32Czech RepublicCross-sectional
  • 10–18

  • Both sexes

n = 1953 (NA)Children and adolescents with normal weight (BMI < 90th percentile) and with overweight/obesity (BMI ≥ 90th percentile)Energy intake3-day food record
11Khalilitehrani et al (2015)14IranCross-sectional
  • >22

  • Both sexes

  • n = 400 (374)

  • TT (n = 156), CT (n = 111), CC (n = 107)

Healthy adultsEnergy intake3-day food record
12Yilmaz et al (2015)33CanadaCross-sectional
  • 24–50

  • Both sexes

  • n = 328 (280)

  • TT (n = 168), CT (n = 92), CC (n = 20)

Healthy adultsAppetitePFS
13Lauria et al (2016)34Belgium, Cyprus, Estonia, Germany, Hungary, Italy, Spain, and SwedenProspective cohort
  • 2–9

  • Both sexes

  • n = 16 228 (1941)

  • TT (n = 1138), CT (n = 697), CC (n = 106)

SchoolchildrenEnergy intakeSACINA
14Park et al (2016)15KoreaCross-sectional
  • 40–69

  • Both sexes

  • n = 8842 (8830)

  • TT (n = 5033), CT (n = 3246), CC (n = 551)

Adults from rural and urban communitiesEnergy intake103-item FFQ
15Obregon et al (2017)35ChileCross-sectional
  • 8–14

  • Both sexes

  • n = 258 (256)

  • TT (n = 198), CT (n = 56), CC (n = 2)

Children with obesity, overweight, and normal weightEating behaviorCEBQ
16Martins et al (2018)36BrazilProspective cohort
  • 20–40

  • Females

  • n = 149 (143)

  • TT (n = 93), CT (n = 46), CC (n = 4)

Obese midterm pregnant femalesEnergy intakeSemi-quantitative FFQ
17Meng et al (2018)37USAProspective cohort
  • ≥18

  • Females

  • n = 85 (79)

  • TT (n = 43), CT (n = 32), CC (n = 4)

Pregnant females and mothers with children up to 6 months with BMI between 18.5 kg/m2 and 40 kg/m2Energy intake24-hour dietary recall
18Adamska-Patruno et al (2019)38PolandCross-sectional
  • 18–65

  • Both sexes

  • n = 927 (927)

  • TT (n = 584), CT (n = 316), CC (n = 27)

Adults with overweight/obesity (BMI ≥25 kg/m2) and with normal weight (BMI <25 kg/m2)Energy intake3-day food record
19Mohammadi et al (2020)39IranCross-sectional
  • 20–50

  • Both sexes

  • n = 288 (288)

  • TT (n = 114), CT (n = 96), CC (n = 78)

Apparently healthy adults with obesity (BMI between 30 and 40 kg/m2)Energy intake (a)132-item semi-quantitative FFQ
Appetite (b)VAS
20Mousavizadeh et al (2020)40IranProspective cohort
  • ≥18

  • Both sexes

n = 3850 (NA)General populationEnergy intake168-item semi-quantitative FFQ
21Khodarahmi et al (2020)41IranCross-sectional
  • 20–50

  • Both sexes

  • n = 188 (141)

  • TT (n = 63), CT (n = 51), CC (n = 27)

Apparently healthy adults with obesity (BMI ≥30 kg/m2)Energy intake (a)147-item semi-quantitative FFQ
Appetite (b)VAS
22Magno et al (2021)42BrazilCase-control
  • 20–48

  • Females

  • n = 70 (70)

  • Cases (n = 26): CT (n = 22), CC (n = 4)

  • Controls: TT (n = 44)

  • Females with °BMI between 40 and 60 kg/m2 and who have had obesity for at least 5 years

  • Cases: CT/CC genotypes

  • Controls: TT genotype

Energy intake (a)3-day food record
Appetite (b)VAS
Ghrelin and leptin (c)Blood analysis
23Narjabadifam et al (2021)43IranCase-control
  • 17–59

  • Females

  • n = 563 (563)

  • Cases (n = 396): TT (n = 144), CT (n = 192), CC (n = 60)

  • Controls (n = 167): TT (n = 72), CT (n = 80), CC (n = 15)

  • Cases: females with obesity and overweight (BMI ≥ 25 kg/m2)

  • Controls: females with BMI < 25 kg/m2

Hedonic hungerPFS
24Raskiliene et al (2021)12LithuaniaProspective cohort
  • 12–13

  • Both sexes

  • n = 1082 (503)

  • TT (n = 343), CT (n = 152), CC (n = 8)

SchoolchildrenEnergy intake24-hour dietary recall
25Alizadeh et al (2022)44IranCross-sectional
  • 18–56

  • Females

  • n = 282 (NA)

  • TT (n = 153)

Healthy females with overweight/obesity (BMI between 25.2 and 49.60 kg/m2)Energy intake147-item FFQ
26Rahati et al (2022)13IranCross-sectional
  • 20–50

  • Both sexes

  • n = 403 (403)

  • TT (n = 100), CT (n = 250), CC (n = 53)

Healthy adults with overweight or obesity (BMI between 25 and 40 kg/m2)Energy intake (a)3-day food record
Appetite (b)VAS
27Nacis et al (2022)45PhilippinesCross-sectional
  • 13–18

  • Both sexes

  • n = 280 (280)

  • TT (n = 230), CT (n = 49), CC (n = 1)

Healthy adolescentsEnergy intake5-day food record
28Zarei et al (2022)46IranCross-sectional
  • 18–48

  • Females

  • n = 291 (275)

  • TT (n = 83), CT (n = 69), CC (n = 123)

Females with overweight/obesity (BMI ≥25 kg/m2)Energy intake147-item FFQ
29Rasaei et al (2023)47IranCross-sectional
  • 18–68

  • Females

n = 378 (NA)Females with overweight or obesity (BMI of 25–40 kg/m2)Energy intake147-item FFQ

Abbreviations: BMI, body mass index; CEBQ, Child Eating Behavior Questionnaire; FFQ, food-frequency questionnaire; NA, not available; PFS, Power Food Scale; SACINA, Self-Administered Children and Infant Nutrition Assessment; TFEQ, Three Factors Eating Questionnaire; VAS, visual analogue scale.

Table 2.

Characteristics of Studies Included in the Systematic Review and/or Meta-analysis

CodeStudy (year)CountryStudy designAge (years) distribution and sexSample size, total (genotyped)Type of populationVariablesInstrument
1Stutzmann et al (2009)23France, Switzerland, and FinlandCross-sectional
  • 18–89

  • Both sexes

n = 17 527 (NA)Adolescents and adults with and without obesity (BMI ≥30 kg/m2)Eating behavior51-item TFEQ
2Hasselbalch et al (2010)24DenmarkCross-sectional
  • 18–67

  • Both sexes

  • n = 1512 (1115)

  • TT (n = 668), CT (n = 402), CC (n = 45)

Healthy adult twin pairsEnergy intake247-item FFQ
3Taylor et al (2011)25IndiaCross-sectional
  • 20–69

  • Both sexes

  • n = 6780 (6466)

  • TT (n = 2724), CT (n = 2907), CC (n = 835)

Healthy adultsEnergy intake184-item FFQ
4Corella et al (2012)26SpainCross-sectional
  • Males: 55–80

  • Females: 60–80

  • Both sexes

  • n = 7447 (7219)

  • TT (n = 4336), CT (n = 2553), CC (n = 330)

Adults with type 2 diabetes and/or ≥3 cardiovascular risk factors (hypertension, dyslipidemia, BMI ≥25 kg/m2, current smoking, or a family history of premature cardiovascular disease)Energy intake137-item semi-quantitative FFQ
5Horstmann et al (2013)27GermanyCross-sectional
  • 24–29

  • Both sexes

  • n = 221 (221)

  • TT (n = 119), CT (n = 87), CC (n = 15)

Healthy adultsEating behavior51-item TEFQ
6Valladares et al (2010)28ChileCross-sectional
  • 5–15

  • Both sexes

  • n = 221 (148)

  • TT (n = 105), CT (n = 39), CC (n = 4)

Children and adolescents with overweight and obesityEating behaviorCEBQ
7Acosta et al (2014)29USACross-sectional
  • 18–65

  • Both sexes

  • n = 178 (178)

  • TT (n = 94), CT (n = 72), CC (n = 12)

Healthy White adults with overweight and obesity (BMI > 25 kg/m2)SatietyNutrient drink test and ad libitum meal
8Ho-Urriola et al (2014)30ChileCase-control
  • 6–12

  • Both sexes

  • n = 377 (377)

  • Cases (n = 238): TT (n = 173), CT (n = 60), CC (n = 5)

  • Controls (n = 139): TT (n = 110), CT (n = 26), CC (n = 3)

  • Cases: children with overweight and obesity

  • Controls: children with normal weight

Eating behaviorCEBQ
9Katsuura-Kamano et al (2014)31JapanCross-sectional
  • 35–69

  • Both sexes

  • n = 2035 (2035)

  • TT (n = 1268), CT (n = 669), CC (n = 98)

General populationEnergy intake47-item FFQ
10Dušátková et al (2015)32Czech RepublicCross-sectional
  • 10–18

  • Both sexes

n = 1953 (NA)Children and adolescents with normal weight (BMI < 90th percentile) and with overweight/obesity (BMI ≥ 90th percentile)Energy intake3-day food record
11Khalilitehrani et al (2015)14IranCross-sectional
  • >22

  • Both sexes

  • n = 400 (374)

  • TT (n = 156), CT (n = 111), CC (n = 107)

Healthy adultsEnergy intake3-day food record
12Yilmaz et al (2015)33CanadaCross-sectional
  • 24–50

  • Both sexes

  • n = 328 (280)

  • TT (n = 168), CT (n = 92), CC (n = 20)

Healthy adultsAppetitePFS
13Lauria et al (2016)34Belgium, Cyprus, Estonia, Germany, Hungary, Italy, Spain, and SwedenProspective cohort
  • 2–9

  • Both sexes

  • n = 16 228 (1941)

  • TT (n = 1138), CT (n = 697), CC (n = 106)

SchoolchildrenEnergy intakeSACINA
14Park et al (2016)15KoreaCross-sectional
  • 40–69

  • Both sexes

  • n = 8842 (8830)

  • TT (n = 5033), CT (n = 3246), CC (n = 551)

Adults from rural and urban communitiesEnergy intake103-item FFQ
15Obregon et al (2017)35ChileCross-sectional
  • 8–14

  • Both sexes

  • n = 258 (256)

  • TT (n = 198), CT (n = 56), CC (n = 2)

Children with obesity, overweight, and normal weightEating behaviorCEBQ
16Martins et al (2018)36BrazilProspective cohort
  • 20–40

  • Females

  • n = 149 (143)

  • TT (n = 93), CT (n = 46), CC (n = 4)

Obese midterm pregnant femalesEnergy intakeSemi-quantitative FFQ
17Meng et al (2018)37USAProspective cohort
  • ≥18

  • Females

  • n = 85 (79)

  • TT (n = 43), CT (n = 32), CC (n = 4)

Pregnant females and mothers with children up to 6 months with BMI between 18.5 kg/m2 and 40 kg/m2Energy intake24-hour dietary recall
18Adamska-Patruno et al (2019)38PolandCross-sectional
  • 18–65

  • Both sexes

  • n = 927 (927)

  • TT (n = 584), CT (n = 316), CC (n = 27)

Adults with overweight/obesity (BMI ≥25 kg/m2) and with normal weight (BMI <25 kg/m2)Energy intake3-day food record
19Mohammadi et al (2020)39IranCross-sectional
  • 20–50

  • Both sexes

  • n = 288 (288)

  • TT (n = 114), CT (n = 96), CC (n = 78)

Apparently healthy adults with obesity (BMI between 30 and 40 kg/m2)Energy intake (a)132-item semi-quantitative FFQ
Appetite (b)VAS
20Mousavizadeh et al (2020)40IranProspective cohort
  • ≥18

  • Both sexes

n = 3850 (NA)General populationEnergy intake168-item semi-quantitative FFQ
21Khodarahmi et al (2020)41IranCross-sectional
  • 20–50

  • Both sexes

  • n = 188 (141)

  • TT (n = 63), CT (n = 51), CC (n = 27)

Apparently healthy adults with obesity (BMI ≥30 kg/m2)Energy intake (a)147-item semi-quantitative FFQ
Appetite (b)VAS
22Magno et al (2021)42BrazilCase-control
  • 20–48

  • Females

  • n = 70 (70)

  • Cases (n = 26): CT (n = 22), CC (n = 4)

  • Controls: TT (n = 44)

  • Females with °BMI between 40 and 60 kg/m2 and who have had obesity for at least 5 years

  • Cases: CT/CC genotypes

  • Controls: TT genotype

Energy intake (a)3-day food record
Appetite (b)VAS
Ghrelin and leptin (c)Blood analysis
23Narjabadifam et al (2021)43IranCase-control
  • 17–59

  • Females

  • n = 563 (563)

  • Cases (n = 396): TT (n = 144), CT (n = 192), CC (n = 60)

  • Controls (n = 167): TT (n = 72), CT (n = 80), CC (n = 15)

  • Cases: females with obesity and overweight (BMI ≥ 25 kg/m2)

  • Controls: females with BMI < 25 kg/m2

Hedonic hungerPFS
24Raskiliene et al (2021)12LithuaniaProspective cohort
  • 12–13

  • Both sexes

  • n = 1082 (503)

  • TT (n = 343), CT (n = 152), CC (n = 8)

SchoolchildrenEnergy intake24-hour dietary recall
25Alizadeh et al (2022)44IranCross-sectional
  • 18–56

  • Females

  • n = 282 (NA)

  • TT (n = 153)

Healthy females with overweight/obesity (BMI between 25.2 and 49.60 kg/m2)Energy intake147-item FFQ
26Rahati et al (2022)13IranCross-sectional
  • 20–50

  • Both sexes

  • n = 403 (403)

  • TT (n = 100), CT (n = 250), CC (n = 53)

Healthy adults with overweight or obesity (BMI between 25 and 40 kg/m2)Energy intake (a)3-day food record
Appetite (b)VAS
27Nacis et al (2022)45PhilippinesCross-sectional
  • 13–18

  • Both sexes

  • n = 280 (280)

  • TT (n = 230), CT (n = 49), CC (n = 1)

Healthy adolescentsEnergy intake5-day food record
28Zarei et al (2022)46IranCross-sectional
  • 18–48

  • Females

  • n = 291 (275)

  • TT (n = 83), CT (n = 69), CC (n = 123)

Females with overweight/obesity (BMI ≥25 kg/m2)Energy intake147-item FFQ
29Rasaei et al (2023)47IranCross-sectional
  • 18–68

  • Females

n = 378 (NA)Females with overweight or obesity (BMI of 25–40 kg/m2)Energy intake147-item FFQ
CodeStudy (year)CountryStudy designAge (years) distribution and sexSample size, total (genotyped)Type of populationVariablesInstrument
1Stutzmann et al (2009)23France, Switzerland, and FinlandCross-sectional
  • 18–89

  • Both sexes

n = 17 527 (NA)Adolescents and adults with and without obesity (BMI ≥30 kg/m2)Eating behavior51-item TFEQ
2Hasselbalch et al (2010)24DenmarkCross-sectional
  • 18–67

  • Both sexes

  • n = 1512 (1115)

  • TT (n = 668), CT (n = 402), CC (n = 45)

Healthy adult twin pairsEnergy intake247-item FFQ
3Taylor et al (2011)25IndiaCross-sectional
  • 20–69

  • Both sexes

  • n = 6780 (6466)

  • TT (n = 2724), CT (n = 2907), CC (n = 835)

Healthy adultsEnergy intake184-item FFQ
4Corella et al (2012)26SpainCross-sectional
  • Males: 55–80

  • Females: 60–80

  • Both sexes

  • n = 7447 (7219)

  • TT (n = 4336), CT (n = 2553), CC (n = 330)

Adults with type 2 diabetes and/or ≥3 cardiovascular risk factors (hypertension, dyslipidemia, BMI ≥25 kg/m2, current smoking, or a family history of premature cardiovascular disease)Energy intake137-item semi-quantitative FFQ
5Horstmann et al (2013)27GermanyCross-sectional
  • 24–29

  • Both sexes

  • n = 221 (221)

  • TT (n = 119), CT (n = 87), CC (n = 15)

Healthy adultsEating behavior51-item TEFQ
6Valladares et al (2010)28ChileCross-sectional
  • 5–15

  • Both sexes

  • n = 221 (148)

  • TT (n = 105), CT (n = 39), CC (n = 4)

Children and adolescents with overweight and obesityEating behaviorCEBQ
7Acosta et al (2014)29USACross-sectional
  • 18–65

  • Both sexes

  • n = 178 (178)

  • TT (n = 94), CT (n = 72), CC (n = 12)

Healthy White adults with overweight and obesity (BMI > 25 kg/m2)SatietyNutrient drink test and ad libitum meal
8Ho-Urriola et al (2014)30ChileCase-control
  • 6–12

  • Both sexes

  • n = 377 (377)

  • Cases (n = 238): TT (n = 173), CT (n = 60), CC (n = 5)

  • Controls (n = 139): TT (n = 110), CT (n = 26), CC (n = 3)

  • Cases: children with overweight and obesity

  • Controls: children with normal weight

Eating behaviorCEBQ
9Katsuura-Kamano et al (2014)31JapanCross-sectional
  • 35–69

  • Both sexes

  • n = 2035 (2035)

  • TT (n = 1268), CT (n = 669), CC (n = 98)

General populationEnergy intake47-item FFQ
10Dušátková et al (2015)32Czech RepublicCross-sectional
  • 10–18

  • Both sexes

n = 1953 (NA)Children and adolescents with normal weight (BMI < 90th percentile) and with overweight/obesity (BMI ≥ 90th percentile)Energy intake3-day food record
11Khalilitehrani et al (2015)14IranCross-sectional
  • >22

  • Both sexes

  • n = 400 (374)

  • TT (n = 156), CT (n = 111), CC (n = 107)

Healthy adultsEnergy intake3-day food record
12Yilmaz et al (2015)33CanadaCross-sectional
  • 24–50

  • Both sexes

  • n = 328 (280)

  • TT (n = 168), CT (n = 92), CC (n = 20)

Healthy adultsAppetitePFS
13Lauria et al (2016)34Belgium, Cyprus, Estonia, Germany, Hungary, Italy, Spain, and SwedenProspective cohort
  • 2–9

  • Both sexes

  • n = 16 228 (1941)

  • TT (n = 1138), CT (n = 697), CC (n = 106)

SchoolchildrenEnergy intakeSACINA
14Park et al (2016)15KoreaCross-sectional
  • 40–69

  • Both sexes

  • n = 8842 (8830)

  • TT (n = 5033), CT (n = 3246), CC (n = 551)

Adults from rural and urban communitiesEnergy intake103-item FFQ
15Obregon et al (2017)35ChileCross-sectional
  • 8–14

  • Both sexes

  • n = 258 (256)

  • TT (n = 198), CT (n = 56), CC (n = 2)

Children with obesity, overweight, and normal weightEating behaviorCEBQ
16Martins et al (2018)36BrazilProspective cohort
  • 20–40

  • Females

  • n = 149 (143)

  • TT (n = 93), CT (n = 46), CC (n = 4)

Obese midterm pregnant femalesEnergy intakeSemi-quantitative FFQ
17Meng et al (2018)37USAProspective cohort
  • ≥18

  • Females

  • n = 85 (79)

  • TT (n = 43), CT (n = 32), CC (n = 4)

Pregnant females and mothers with children up to 6 months with BMI between 18.5 kg/m2 and 40 kg/m2Energy intake24-hour dietary recall
18Adamska-Patruno et al (2019)38PolandCross-sectional
  • 18–65

  • Both sexes

  • n = 927 (927)

  • TT (n = 584), CT (n = 316), CC (n = 27)

Adults with overweight/obesity (BMI ≥25 kg/m2) and with normal weight (BMI <25 kg/m2)Energy intake3-day food record
19Mohammadi et al (2020)39IranCross-sectional
  • 20–50

  • Both sexes

  • n = 288 (288)

  • TT (n = 114), CT (n = 96), CC (n = 78)

Apparently healthy adults with obesity (BMI between 30 and 40 kg/m2)Energy intake (a)132-item semi-quantitative FFQ
Appetite (b)VAS
20Mousavizadeh et al (2020)40IranProspective cohort
  • ≥18

  • Both sexes

n = 3850 (NA)General populationEnergy intake168-item semi-quantitative FFQ
21Khodarahmi et al (2020)41IranCross-sectional
  • 20–50

  • Both sexes

  • n = 188 (141)

  • TT (n = 63), CT (n = 51), CC (n = 27)

Apparently healthy adults with obesity (BMI ≥30 kg/m2)Energy intake (a)147-item semi-quantitative FFQ
Appetite (b)VAS
22Magno et al (2021)42BrazilCase-control
  • 20–48

  • Females

  • n = 70 (70)

  • Cases (n = 26): CT (n = 22), CC (n = 4)

  • Controls: TT (n = 44)

  • Females with °BMI between 40 and 60 kg/m2 and who have had obesity for at least 5 years

  • Cases: CT/CC genotypes

  • Controls: TT genotype

Energy intake (a)3-day food record
Appetite (b)VAS
Ghrelin and leptin (c)Blood analysis
23Narjabadifam et al (2021)43IranCase-control
  • 17–59

  • Females

  • n = 563 (563)

  • Cases (n = 396): TT (n = 144), CT (n = 192), CC (n = 60)

  • Controls (n = 167): TT (n = 72), CT (n = 80), CC (n = 15)

  • Cases: females with obesity and overweight (BMI ≥ 25 kg/m2)

  • Controls: females with BMI < 25 kg/m2

Hedonic hungerPFS
24Raskiliene et al (2021)12LithuaniaProspective cohort
  • 12–13

  • Both sexes

  • n = 1082 (503)

  • TT (n = 343), CT (n = 152), CC (n = 8)

SchoolchildrenEnergy intake24-hour dietary recall
25Alizadeh et al (2022)44IranCross-sectional
  • 18–56

  • Females

  • n = 282 (NA)

  • TT (n = 153)

Healthy females with overweight/obesity (BMI between 25.2 and 49.60 kg/m2)Energy intake147-item FFQ
26Rahati et al (2022)13IranCross-sectional
  • 20–50

  • Both sexes

  • n = 403 (403)

  • TT (n = 100), CT (n = 250), CC (n = 53)

Healthy adults with overweight or obesity (BMI between 25 and 40 kg/m2)Energy intake (a)3-day food record
Appetite (b)VAS
27Nacis et al (2022)45PhilippinesCross-sectional
  • 13–18

  • Both sexes

  • n = 280 (280)

  • TT (n = 230), CT (n = 49), CC (n = 1)

Healthy adolescentsEnergy intake5-day food record
28Zarei et al (2022)46IranCross-sectional
  • 18–48

  • Females

  • n = 291 (275)

  • TT (n = 83), CT (n = 69), CC (n = 123)

Females with overweight/obesity (BMI ≥25 kg/m2)Energy intake147-item FFQ
29Rasaei et al (2023)47IranCross-sectional
  • 18–68

  • Females

n = 378 (NA)Females with overweight or obesity (BMI of 25–40 kg/m2)Energy intake147-item FFQ

Abbreviations: BMI, body mass index; CEBQ, Child Eating Behavior Questionnaire; FFQ, food-frequency questionnaire; NA, not available; PFS, Power Food Scale; SACINA, Self-Administered Children and Infant Nutrition Assessment; TFEQ, Three Factors Eating Questionnaire; VAS, visual analogue scale.

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