Metabolic Health

Evidence Snapshot

71
Evidence relationships
76
Studies reviewed
24
Interventions evaluated
Strongest evidence area
Pioglitazone

Top Evidence Areas

Rank #1

Beta Cell function

Behavioral lifestyle interventions
Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Rank #2

Fasting insulin levels

Behavioral lifestyle interventions
Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Rank #3

Insulin resistance

Behavioral lifestyle interventions
Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Rank #4

GLP 1

Aerobic exercise
Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Rank #5

MicroRNA 192

Aerobic exercise
Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Rank #6

VO2 max

Aerobic exercise
Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Rank #7

Gut microbiota diversity

Akkermansia muciniphila
Effectiveness
Moderate Positive
Strength
Limited
Consistency
Consistent
Studies
1
Rank #8

Fasting insulin levels

Allium hookeri extract
Effectiveness
Neutral
Strength
Weak
Consistency
Unclear
Studies
1
Rank #9

HDL cholesterol

Allium hookeri extract
Effectiveness
Neutral
Strength
Weak
Consistency
Unclear
Studies
1
Rank #10

LDL cholesterol

Allium hookeri extract
Effectiveness
Neutral
Strength
Weak
Consistency
Unclear
Studies
1

Practical Questions

Which interventions are most often studied for Metabolic Health?

most studied

Based on 17 evidence relationships across 18 studies

Outcomes:
Fasting insulin levelsHDL cholesterolLDL cholesterolTotal cholesterolTriglycerides+7 more
Interventions:
Allium hookeri extractMultidisciplinary lifestyle intervention for type 2 diabetes remissionPioglitazone

Where are results mixed or inconsistent for Metabolic Health?

consistency issues

Based on 2 evidence relationships across 4 studies

Outcomes:
Diastolic blood pressureFasting insulin levels
Interventions:
Exercise therapyMultidisciplinary lifestyle intervention for type 2 diabetes remission

Which interventions need more research for Metabolic Health?

research gaps

Based on 3 evidence relationships across 6 studies

Outcomes:
Diastolic blood pressureSystolic blood pressureFasting insulin levels
Interventions:
Exercise therapyMultidisciplinary lifestyle intervention for type 2 diabetes remission

How does Pioglitazone compare with Tirzepatide for Metabolic Health?

compare

Based on 2 evidence relationships across 2 studies

Outcomes:
TriglyceridesTotal cholesterol
Interventions:
PioglitazoneTirzepatide

Evidence Landscape

Evidence landscape

Each bubble represents an evidence relationship. Position shows effectiveness and strength; size reflects study volume.

Limited evidence
Promising
Reliable
High impact
Lower Evidence StrengthHigher Evidence Strength
Lower EffectivenessHigher Effectiveness

Explore by Intervention

InterventionPairsResearchAvg Strength
Probiotics4346
Exercise therapy2248
Multidisciplinary lifestyle intervention for type 2 diabetes remission6242
Pioglitazone6246
Aerobic exercise3144
Akkermansia muciniphila1145
Allium hookeri extract5133
American ginseng1150
Basal insulin1147
Behavioral lifestyle interventions3145
Dapagliflozin plus linagliptin combination therapy3140
Del Immune V Extra bacterial lysate2138
Digital physician Pharmacist collaborative care5147
GLP 1 receptor agonists1147
High Intensity interval training (HIIT)1133
Integrated multidisciplinary diabetes and kidney care program5138
Mediterranean ketogenic diet5141
Resistance training4144
Systemic steroid therapy1129
Telemonitoring2146
Teplizumab1139
Tirzepatide1153
Ursodeoxycholic acid (UDCA)3142
Very Low Calorie ketogenic diet5141

Latest Research

Dapagliflozin plus linagliptin may improve time in range in T2D

Study Type: cohortPublished: 30 de mayo de 2026
int-dapagliflozin-linagliptin-combination
out-liver-to-spleen-attenuation-ratioout-systolic-blood-pressure

L. rhamnosus bacterial lysate may improve HbA1c in type 2 diabetes

Study Type: randomized-controlled-trials-rctsPublished: 30 de mayo de 2026
int-del-immune-v-extra-bacterial-lysate
out-beta-cell-functionout-insulin-sensitivity

Elderly patient with long-standing diabetes achieved sustained insulin independence through lifestyle intervention

Study Type: non-randomized-clinical-trial-non-rctPublished: 29 de mayo de 2026
int-multidisciplinary-lifestyle-intervention-for-type-2-diabetes
out-c-reactive-proteinout-fasting-insulin-levels

Intensive lifestyle program was linked to diabetes remission in Indian adults

Study Type: non-randomized-clinical-trial-non-rctPublished: 29 de mayo de 2026
int-multidisciplinary-lifestyle-intervention-for-type-2-diabetes
out-fasting-insulin-levelsout-insulin-resistance

Team-based diabetes care may improve blood sugar, blood pressure, and albuminuria

Study Type: non-randomized-clinical-trial-non-rctPublished: 29 de mayo de 2026
int-integrated-multidisciplinary-diabetes-kidney-care
out-diastolic-blood-pressureout-hdl-cholesterol

Digital pharmacist-physician care improves HbA1c in type 2 diabetes

Study Type: randomized-controlled-trials-rctsPublished: 29 de mayo de 2026
int-digital-physician-pharmacist-collaborative-care
out-10-year-ascvd-riskout-diastolic-blood-pressure

Mediterranean ketogenic eating matched VLCKD for weight loss over 3 months

Study Type: non-randomized-clinical-trial-non-rctPublished: 27 de mayo de 2026
int-mediterranean-ketogenic-dietint-very-low-calorie-ketogenic-diet
out-hdl-cholesterolout-insulin-resistance

Gut microbiota interventions may improve glucose and cardiometabolic markers in type 2 diabetes

Study Type: systematic-reviewPublished: 26 de mayo de 2026
int-probiotics
out-insulin-resistanceout-ldl-cholesterol

Natural products may improve blood sugar and cardiovascular risk markers in type 2 diabetes

Study Type: systematic-reviewPublished: 26 de mayo de 2026
int-american-ginseng
out-systolic-blood-pressure

Lifestyle changes plus probiotic use were linked with better HbA1c in one man with type 2 diabetes

Study Type: non-randomized-clinical-trial-non-rctPublished: 26 de mayo de 2026
int-probiotics
out-triglycerides

Full Evidence Table

Showing 71 of 71 evidence pairs
Intervention → Outcome

Behavioral lifestyle interventionsBeta Cell function

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Behavioral lifestyle interventionsFasting insulin levels

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Behavioral lifestyle interventionsInsulin resistance

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Aerobic exerciseGLP 1

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Aerobic exerciseMicroRNA 192

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Aerobic exerciseVO2 max

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Akkermansia muciniphilaGut microbiota diversity

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Consistent
Studies
1
Intervention → Outcome

Allium hookeri extractFasting insulin levels

Effectiveness
Neutral
Strength
Weak
Consistency
Unclear
Studies
1
Intervention → Outcome

Allium hookeri extractHDL cholesterol

Effectiveness
Neutral
Strength
Weak
Consistency
Unclear
Studies
1
Intervention → Outcome

Allium hookeri extractLDL cholesterol

Effectiveness
Neutral
Strength
Weak
Consistency
Unclear
Studies
1
Intervention → Outcome

Allium hookeri extractTotal cholesterol

Effectiveness
Neutral
Strength
Weak
Consistency
Unclear
Studies
1
Intervention → Outcome

Allium hookeri extractTriglycerides

Effectiveness
Neutral
Strength
Weak
Consistency
Unclear
Studies
1
Intervention → Outcome

American ginsengSystolic blood pressure

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Basal insulinSystolic blood pressure

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Dapagliflozin plus linagliptin combination therapyLiver To Spleen attenuation ratio

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Dapagliflozin plus linagliptin combination therapySystolic blood pressure

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Dapagliflozin plus linagliptin combination therapyTriglycerides

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Del Immune V Extra bacterial lysateBeta Cell function

Effectiveness
Neutral
Strength
Weak
Consistency
Unclear
Studies
1
Intervention → Outcome

Del Immune V Extra bacterial lysateInsulin sensitivity

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Digital physician Pharmacist collaborative care10 Year ASCVD risk

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Digital physician Pharmacist collaborative careDiastolic blood pressure

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Digital physician Pharmacist collaborative careSystolic blood pressure

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Digital physician Pharmacist collaborative careTotal cholesterol

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Digital physician Pharmacist collaborative careTriglycerides

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Exercise therapyDiastolic blood pressure

Effectiveness
Weak Positive
Strength
Limited
Consistency
Mixed
Studies
2
Intervention → Outcome

Exercise therapySystolic blood pressure

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Consistent
Studies
2
Intervention → Outcome

GLP 1 receptor agonistsSystolic blood pressure

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

High Intensity interval training (HIIT)Blood lactate

Effectiveness
Neutral
Strength
Weak
Consistency
Unclear
Studies
1
Intervention → Outcome

Integrated multidisciplinary diabetes and kidney care programDiastolic blood pressure

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Integrated multidisciplinary diabetes and kidney care programHDL cholesterol

Effectiveness
Moderate Negative
Strength
Weak
Consistency
Unclear
Studies
1
Intervention → Outcome

Integrated multidisciplinary diabetes and kidney care programLDL cholesterol

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Integrated multidisciplinary diabetes and kidney care programSystolic blood pressure

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Integrated multidisciplinary diabetes and kidney care programTotal cholesterol

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Mediterranean ketogenic dietHDL cholesterol

Effectiveness
Neutral
Strength
Weak
Consistency
Unclear
Studies
1
Intervention → Outcome

Mediterranean ketogenic dietInsulin resistance

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Mediterranean ketogenic dietLDL cholesterol

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Mediterranean ketogenic dietTotal cholesterol

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Mediterranean ketogenic dietTriglycerides

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Multidisciplinary lifestyle intervention for type 2 diabetes remissionC Reactive protein

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Multidisciplinary lifestyle intervention for type 2 diabetes remissionFasting insulin levels

Effectiveness
Weak Positive
Strength
Limited
Consistency
Mixed
Studies
2
Intervention → Outcome

Multidisciplinary lifestyle intervention for type 2 diabetes remissionHDL cholesterol

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Multidisciplinary lifestyle intervention for type 2 diabetes remissionInsulin resistance

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Multidisciplinary lifestyle intervention for type 2 diabetes remissionInsulin sensitivity

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Multidisciplinary lifestyle intervention for type 2 diabetes remissionTriglycerides

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

PioglitazoneAdipose tissue elastin content

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

PioglitazoneAdipose tissue macrophage count

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

PioglitazoneAdipose tissue mast cell count

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

PioglitazoneCapillary density

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

PioglitazoneInsulin sensitivity

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

PioglitazoneTriglycerides

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

ProbioticsGut microbiota diversity

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

ProbioticsInsulin resistance

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Consistent
Studies
2
Intervention → Outcome

ProbioticsLDL cholesterol

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

ProbioticsTriglycerides

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Consistent
Studies
2
Intervention → Outcome

Resistance trainingFasting insulin levels

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Resistance trainingGLP 1

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Resistance trainingMicroRNA 192

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Resistance trainingVO2 max

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Systemic steroid therapyBeta Cell function

Effectiveness
Neutral
Strength
Weak
Consistency
Unclear
Studies
1
Intervention → Outcome

TelemonitoringDiastolic blood pressure

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

TelemonitoringSystolic blood pressure

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

TeplizumabBeta Cell function

Effectiveness
Moderate Positive
Strength
Weak
Consistency
Unclear
Studies
1
Intervention → Outcome

TirzepatideTotal cholesterol

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Ursodeoxycholic acid (UDCA)Left atrial contractile strain (echocardiography)

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Ursodeoxycholic acid (UDCA)Left atrial reservoir strain (echocardiography)

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Ursodeoxycholic acid (UDCA)Left ventricular ejection fraction (LVEF)

Effectiveness
Neutral
Strength
Weak
Consistency
Unclear
Studies
1
Intervention → Outcome

Very Low Calorie ketogenic dietHDL cholesterol

Effectiveness
Neutral
Strength
Weak
Consistency
Unclear
Studies
1
Intervention → Outcome

Very Low Calorie ketogenic dietInsulin resistance

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Very Low Calorie ketogenic dietLDL cholesterol

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Very Low Calorie ketogenic dietTotal cholesterol

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1
Intervention → Outcome

Very Low Calorie ketogenic dietTriglycerides

Effectiveness
Moderate Positive
Strength
Limited
Consistency
Unclear
Studies
1