Metabolic Health

Evidence Snapshot

Evidence relationships

Studies reviewed

Interventions evaluated

Strongest evidence area

Pioglitazone

Top Evidence Areas

Rank	Intervention	Outcome	Effectiveness	Strength	Consistency	Studies
#1	Aerobic exercise	GLP 1	Moderate Positive	Limited	Unclear	1
#2	Aerobic exercise	MicroRNA 192	Moderate Positive	Limited	Unclear	1
#3	Aerobic exercise	VO2 max	Moderate Positive	Limited	Unclear	1
#4	Akkermansia muciniphila	Gut microbiota diversity	Moderate Positive	Limited	Consistent	1
#5	Allium hookeri extract	Fasting insulin levels	Neutral	Weak	Unclear	1
#6	Allium hookeri extract	HDL cholesterol	Neutral	Weak	Unclear	1
#7	Allium hookeri extract	LDL cholesterol	Neutral	Weak	Unclear	1
#8	Allium hookeri extract	Total cholesterol	Neutral	Weak	Unclear	1
#9	Allium hookeri extract	Triglycerides	Neutral	Weak	Unclear	1
#10	Basal insulin	Systolic blood pressure	Moderate Positive	Limited	Unclear	1

Rank #1

GLP 1

Aerobic exercise

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Rank #2

MicroRNA 192

Aerobic exercise

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Rank #3

VO2 max

Aerobic exercise

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Rank #4

Gut microbiota diversity

Akkermansia muciniphila

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Consistent

Studies

Rank #5

Fasting insulin levels

Allium hookeri extract

Effectiveness

Neutral

Strength

Weak

Consistency

Unclear

Studies

Rank #6

HDL cholesterol

Allium hookeri extract

Effectiveness

Neutral

Strength

Weak

Consistency

Unclear

Studies

Rank #7

LDL cholesterol

Allium hookeri extract

Effectiveness

Neutral

Strength

Weak

Consistency

Unclear

Studies

Rank #8

Total cholesterol

Allium hookeri extract

Effectiveness

Neutral

Strength

Weak

Consistency

Unclear

Studies

Rank #9

Triglycerides

Allium hookeri extract

Effectiveness

Neutral

Strength

Weak

Consistency

Unclear

Studies

Rank #10

Systolic blood pressure

Basal insulin

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Practical Questions

Which interventions are most often studied for Metabolic Health?

outcome

Based on 15 evidence relationships across 15 studies

Outcomes:

Fasting insulin levelsHDL cholesterolLDL cholesterolTotal cholesterolTriglycerides+8 more

Interventions:

Allium hookeri extractPioglitazoneResistance training

Which interventions need more research for Metabolic Health?

evidence

Based on 3 evidence relationships across 5 studies

Outcomes:

GLP 1Diastolic blood pressureSystolic blood pressure

Interventions:

Aerobic exerciseExercise therapy

How does Pioglitazone compare with Tirzepatide for Metabolic Health?

compare

Very Low Evidence

Within Metabolic Health, the table evidence for Pioglitazone and Tirzepatide is similar or too limited to clearly favor one. Interpret cautiously when study counts are low.

Pioglitazone

Evidence:53.0

Effectiveness:80.0

Studies:1

Pairs:1

moderate

Tirzepatide

Evidence:53.0

Effectiveness:80.0

Studies:1

Pairs:1

moderate

No clear winner based on current evidence

Limitations

Only 1 supporting study per compared itemConsistency scores not available for all compared itemsSome compared items based on single evidence pair

Comparison based on only 1 supporting study per item.

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 Strength→Higher Evidence Strength

Lower Effectiveness→Higher Effectiveness

Explore by Intervention

Intervention	Pairs	Research	Avg Strength
Exercise therapy	2	2	48
Pioglitazone	6	2	46
Aerobic exercise	3	1	44
Akkermansia muciniphila	1	1	45
Allium hookeri extract	5	1	33
Basal insulin	1	1	47
GLP 1 receptor agonists	1	1	47
High Intensity interval training (HIIT)	1	1	33
Probiotics	3	1	44
Resistance training	4	1	44
Systemic steroid therapy	1	1	29
Telemonitoring	2	1	46
Teplizumab	1	1	39
Tirzepatide	1	1	53
Ursodeoxycholic acid (UDCA)	3	1	42

Latest Research

AI virtual trials match real trial results for GLP-1 vs insulin in type 2 diabetes

Published: 16 de mayo de 2026

int-basal-insulinint-glp-1-receptor-agonists

out-systolic-blood-pressure

High-intensity interval exercise causes less blood sugar drop than moderate exercise in type 1 diabetes

Published: 16 de mayo de 2026

int-high-intensity-interval-training-hiit

out-blood-lactate

Probiotics and personalized diets may help lower blood sugar in type 2 diabetes

Published: 16 de mayo de 2026

int-akkermansia-muciniphila-supplementation

out-gut-microbiota-diversity

Exercise may lower blood pressure in people with diabetes

Published: 16 de mayo de 2026

int-exercise-therapy

out-diastolic-blood-pressureout-systolic-blood-pressure

Newer diabetes drugs show stronger weight and blood sugar benefits in prediabetes

Published: 16 de mayo de 2026

int-pioglitazoneint-tirzepatide

out-total-cholesterolout-triglycerides

Allium hookeri extract reduces HbA1c levels in prediabetic adults

Published: 16 de mayo de 2026

int-allium-hookeri-extract

out-fasting-insulin-levelsout-hdl-cholesterol

Ursodeoxycholic acid may improve left atrial function in women with gestational diabetes

Published: 16 de mayo de 2026

int-ursodeoxycholic-acid

out-left-atrial-contractile-strain-echocardiographyout-left-atrial-reservoir-strain-echocardiography

Home resistance training and leisure activity both improve blood sugar and boost helpful GLP-1 hormone in children with type 1 diabetes

Published: 7 de mayo de 2026

int-aerobic-exerciseint-resistance-training

out-fasting-insulin-levelsout-glp-1

Supported telemonitoring improved HbA1c and blood pressure in type 2 diabetes

Published: 6 de mayo de 2026

int-telemonitoring

out-diastolic-blood-pressureout-systolic-blood-pressure

Short steroid treatment may help manage teplizumab CRS without stopping therapy

Published: 6 de mayo de 2026

int-systemic-steroid-therapyint-teplizumab

out-beta-cell-function

Full Evidence Table

Showing 35 of 35 evidence pairs

Intervention	Outcome	Effectiveness	Strength	Consistency	Studies
Aerobic exercise	GLP 1	Moderate Positive	Limited	Unclear	1
Aerobic exercise	MicroRNA 192	Moderate Positive	Limited	Unclear	1
Aerobic exercise	VO2 max	Moderate Positive	Limited	Unclear	1
Akkermansia muciniphila	Gut microbiota diversity	Moderate Positive	Limited	Consistent	1
Allium hookeri extract	Fasting insulin levels	Neutral	Weak	Unclear	1
Allium hookeri extract	HDL cholesterol	Neutral	Weak	Unclear	1
Allium hookeri extract	LDL cholesterol	Neutral	Weak	Unclear	1
Allium hookeri extract	Total cholesterol	Neutral	Weak	Unclear	1
Allium hookeri extract	Triglycerides	Neutral	Weak	Unclear	1
Basal insulin	Systolic blood pressure	Moderate Positive	Limited	Unclear	1
Exercise therapy	Diastolic blood pressure	Weak Positive	Limited	Mixed	2
Exercise therapy	Systolic blood pressure	Moderate Positive	Limited	Consistent	2
GLP 1 receptor agonists	Systolic blood pressure	Moderate Positive	Limited	Unclear	1
High Intensity interval training (HIIT)	Blood lactate	Neutral	Weak	Unclear	1
Pioglitazone	Adipose tissue elastin content	Moderate Positive	Limited	Unclear	1
Pioglitazone	Adipose tissue macrophage count	Moderate Positive	Limited	Unclear	1
Pioglitazone	Adipose tissue mast cell count	Moderate Positive	Limited	Unclear	1
Pioglitazone	Capillary density	Moderate Positive	Limited	Unclear	1
Pioglitazone	Insulin sensitivity	Moderate Positive	Limited	Unclear	1
Pioglitazone	Triglycerides	Moderate Positive	Limited	Unclear	1
Probiotics	Gut microbiota diversity	Moderate Positive	Limited	Unclear	1
Probiotics	Insulin resistance	Moderate Positive	Limited	Unclear	1
Probiotics	Triglycerides	Moderate Positive	Limited	Unclear	1
Resistance training	Fasting insulin levels	Moderate Positive	Limited	Unclear	1
Resistance training	GLP 1	Moderate Positive	Limited	Unclear	1
Resistance training	MicroRNA 192	Moderate Positive	Limited	Unclear	1
Resistance training	VO2 max	Moderate Positive	Limited	Unclear	1
Systemic steroid therapy	Beta Cell function	Neutral	Weak	Unclear	1
Telemonitoring	Diastolic blood pressure	Moderate Positive	Limited	Unclear	1
Telemonitoring	Systolic blood pressure	Moderate Positive	Limited	Unclear	1
Teplizumab	Beta Cell function	Moderate Positive	Weak	Unclear	1
Tirzepatide	Total cholesterol	Moderate Positive	Limited	Unclear	1
Ursodeoxycholic acid (UDCA)	Left atrial contractile strain (echocardiography)	Moderate Positive	Limited	Unclear	1
Ursodeoxycholic acid (UDCA)	Left atrial reservoir strain (echocardiography)	Moderate Positive	Limited	Unclear	1
Ursodeoxycholic acid (UDCA)	Left ventricular ejection fraction (LVEF)	Neutral	Weak	Unclear	1

Intervention → Outcome

Aerobic exercise → GLP 1

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Intervention → Outcome

Aerobic exercise → MicroRNA 192

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Intervention → Outcome

Aerobic exercise → VO2 max

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Intervention → Outcome

Akkermansia muciniphila → Gut microbiota diversity

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Consistent

Studies

Intervention → Outcome

Allium hookeri extract → Fasting insulin levels

Effectiveness

Neutral

Strength

Weak

Consistency

Unclear

Studies

Intervention → Outcome

Allium hookeri extract → HDL cholesterol

Effectiveness

Neutral

Strength

Weak

Consistency

Unclear

Studies

Intervention → Outcome

Allium hookeri extract → LDL cholesterol

Effectiveness

Neutral

Strength

Weak

Consistency

Unclear

Studies

Intervention → Outcome

Allium hookeri extract → Total cholesterol

Effectiveness

Neutral

Strength

Weak

Consistency

Unclear

Studies

Intervention → Outcome

Allium hookeri extract → Triglycerides

Effectiveness

Neutral

Strength

Weak

Consistency

Unclear

Studies

Intervention → Outcome

Basal insulin → Systolic blood pressure

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Intervention → Outcome

Exercise therapy → Diastolic blood pressure

Effectiveness

Weak Positive

Strength

Limited

Consistency

Mixed

Studies

Intervention → Outcome

Exercise therapy → Systolic blood pressure

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Consistent

Studies

Intervention → Outcome

GLP 1 receptor agonists → Systolic blood pressure

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Intervention → Outcome

High Intensity interval training (HIIT) → Blood lactate

Effectiveness

Neutral

Strength

Weak

Consistency

Unclear

Studies

Intervention → Outcome

Pioglitazone → Adipose tissue elastin content

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Intervention → Outcome

Pioglitazone → Adipose tissue macrophage count

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Intervention → Outcome

Pioglitazone → Adipose tissue mast cell count

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Intervention → Outcome

Pioglitazone → Capillary density

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Intervention → Outcome

Pioglitazone → Insulin sensitivity

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Intervention → Outcome

Pioglitazone → Triglycerides

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Intervention → Outcome

Probiotics → Gut microbiota diversity

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Intervention → Outcome

Probiotics → Insulin resistance

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Intervention → Outcome

Probiotics → Triglycerides

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Intervention → Outcome

Resistance training → Fasting insulin levels

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Intervention → Outcome

Resistance training → GLP 1

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Intervention → Outcome

Resistance training → MicroRNA 192

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Intervention → Outcome

Resistance training → VO2 max

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Intervention → Outcome

Systemic steroid therapy → Beta Cell function

Effectiveness

Neutral

Strength

Weak

Consistency

Unclear

Studies

Intervention → Outcome

Telemonitoring → Diastolic blood pressure

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Intervention → Outcome

Telemonitoring → Systolic blood pressure

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Intervention → Outcome

Teplizumab → Beta Cell function

Effectiveness

Moderate Positive

Strength

Weak

Consistency

Unclear

Studies

Intervention → Outcome

Tirzepatide → Total cholesterol

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Intervention → Outcome

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

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Intervention → Outcome

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

Effectiveness

Moderate Positive

Strength

Limited

Consistency

Unclear

Studies

Intervention → Outcome

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

Effectiveness

Neutral

Strength

Weak

Consistency

Unclear

Studies