TOBIN Intelligence Library · evidence review
Insulin Resistance (Prediabetes Pattern)
Insulin resistance means the body needs more insulin to keep glucose normal. It often comes years before type 2 diabetes. It is estimated with HOMA-IR = (fasting insulin µIU/mL × fasting glucose mg/dL) ÷ 405. Values of about 2.5 or more, a triglyceride/HDL ratio of 3 or more, or HbA1c of 5.7–6.4% suggest it. HOMA-IR cutoffs vary by population and assay, so it guides risk but does not diagnose.
What is well established
3 links- Visceral adiposity → Hepatic and muscle insulin resistanceA
Free-fatty-acid flux and adipokines impair insulin signalling; weight loss reverses it (DPP).
Established causal · Multiple high-quality guidelines or meta-analyses
- Physical inactivity → Reduced glucose uptake by muscleA
Exercise increases GLUT4 translocation independent of insulin.
Randomized evidence · Multiple high-quality guidelines or meta-analyses
- Short or poor sleep → Lower insulin sensitivityB
Sleep restriction trials reduce insulin sensitivity within days.
Randomized evidence · Moderate clinical evidence
What is suspected, not proven
1 links- Endocrine-active chemicals (BPA, phthalates) → Insulin resistanceD
NHANES associations and animal data; causation in humans is not established.
Open question: the exposure is measurable, but whether it contributes at real-world levels needs prospective human data.
iDetection of an exposure does not establish that it caused a disease. This platform separates exposure, association, plausible mechanism, clinical evidence and demonstrated causation.
Domain emphasis
Gut microbiome composition associates with insulin sensitivity; microbiome treatments remain investigational.
Related Quadpandemics
I · Estrogen & Endocrine Disruption
Endocrine-active chemicals are widely measurable in the population; their health effects must be evaluated exposure by exposure.
II · Obesity & Metabolic Dysfunction
Obesity is a signaling and exposure problem, not a number on a scale.
IV · Anxiety, Depression & Neurobehavioral Health
Mood symptoms are assessed responsibly — never automatically attributed to toxins or hormones.
Labs that inform this review
- HbA1c (4.0–5.6 %) — Average glycemia over roughly three months; central to Pandemic II. Discuss any value of 6.5% or higher with a clinician promptly.
- Fasting insulin (2.0–8.0 µIU/mL) — Insulin signaling load; pairs with glucose for HOMA-IR. Marked elevation with symptoms warrants clinician review.
- ApoB (< 90 (lower if high risk) mg/dL) — Atherogenic particle count; better risk discrimination than LDL-C alone. Persistently high values deserve a cardiovascular risk discussion.
- TSH (0.4–4.0 mIU/L) — First-line thyroid signaling test. Any abnormal result should be confirmed and reviewed clinically.
- Estradiol (Cycle- and sex-dependent pg/mL) — Central to Pandemic I assessment, interpreted with cycle timing. Interpretation requires a clinician who knows your cycle and medication context.
- Free T4 (0.8–1.8 ng/dL) — Circulating thyroid hormone; confirms whether an abnormal TSH reflects true thyroid under- or over-function. Low free T4 with symptoms, or any high value with palpitations, needs clinician review promptly.
- Free T3 (2.3–4.2 pg/mL) — Active thyroid hormone, formed mostly by conversion of T4 in tissues. High free T3 with low TSH suggests hyperthyroidism — see a clinician.
- Reverse T3 (9–24 ng/dL) — Inactive T4 metabolite that rises in stress, illness and calorie restriction. Do not change thyroid medication on rT3 alone; discuss with a clinician.
- Total cholesterol (< 200 mg/dL) — Sum of cholesterol in all lipoproteins. Values ≥300 mg/dL suggest a genetic lipid disorder — see a clinician.
- LDL cholesterol (< 100 mg/dL) — Cholesterol carried in LDL; main treatment target in guidelines. LDL-C ≥190 mg/dL warrants clinician evaluation for familial hypercholesterolemia.
- Non-HDL cholesterol (< 130 mg/dL) — Total minus HDL cholesterol — captures all atherogenic particles' cholesterol. Discuss persistently high values with a clinician.
- LDL particle number (LDL-P) (< 1000 nmol/L) — NMR count of LDL particles (Labcorp NMR LipoProfile); particle number drives arterial entry. High LDL-P with other risk factors deserves a cardiovascular risk discussion.
- Small LDL-P (≤ 527 nmol/L) — Number of small, dense LDL particles — an insulin-resistance lipid pattern. Review with a clinician as part of overall risk.
- LDL particle size (> 20.5 nm) — Average LDL size; ≤20.5 nm is called pattern B (small, dense). Interpret with particle number rather than alone.
- HDL particle number (HDL-P) (≥ 30.5 µmol/L) — Number of HDL particles; may reflect protective capacity better than HDL-C. Interpret in a clinician-led risk assessment.
- Lp(a) (< 75 (risk-enhancing ≥ 125) nmol/L) — Genetically determined lipoprotein; independent cause of atherosclerosis and aortic stenosis. Lp(a) ≥125 nmol/L warrants clinician review of overall cardiovascular risk.
- sdLDL-C (small dense LDL) (< 30 (lab-specific) mg/dL) — Cholesterol in small dense LDL (Quest Cardio IQ, Boston Heart). Review with a clinician as part of overall risk.
- Oxidized LDL (< 60 (lab-specific) U/L) — LDL damaged by oxidation; marker of oxidative stress on lipids. Interpret with a clinician; do not use alone for decisions.
Score cutoffs used
- HbA1c ADA Standards of Care: 5.7–6.4% prediabetes, ≥6.5% diabetes range
- Fasting glucose ADA: 100–125 mg/dL impaired fasting glucose, ≥126 diabetes range
- Fasting insulin Common functional reference; interpret only with a true fasting sample
- ApoB ACC/AHA & ESC: ApoB ≥130 mg/dL is a risk-enhancing factor
- Triglycerides NCEP ATP III: 150–199 borderline, 200–499 high, ≥500 very high
- HDL cholesterol NCEP ATP III: <40 mg/dL low (men), <50 (women)
- ALT ACG: upper limit of normal ≈ 29–33 U/L (men), 19–25 (women)
- GGT Typical laboratory upper limit ≈ 50 U/L
- TSH ATA/Endocrine Society: 0.4–4.5 mIU/L; >10 overt range
- Homocysteine >15 µmol/L elevated in most laboratory references
- Free T4 Typical reference 0.8–1.8 ng/dL (assay-specific); interpret with TSH (ATA)
- Free T3 Typical reference 2.3–4.2 pg/mL; low T3 also occurs in illness and calorie restriction
- Reverse T3 Typical reference 9–24 ng/dL; guidelines (ATA) do not recommend rT3 for routine diagnosis — grade D
- Anti-TPO antibodies Common cutoff >34–35 IU/mL (assay-specific); marks Hashimoto's risk (ATA)
- Thyroglobulin antibodies Common cutoff ≤4 IU/mL (Roche) — assay-specific; positive in ~60–80% of Hashimoto's
- Total cholesterol NCEP ATP III: <200 desirable, 200–239 borderline, ≥240 high
- LDL cholesterol ACC/AHA 2018: ≥190 mg/dL severe; 160–189 high; optimal <100
- Non-HDL cholesterol NLA: non-HDL <130 mg/dL desirable
- LDL particle number (LDL-P) NMR LipoProfile (Labcorp): <1000 optimal, 1300–1599 borderline-high, ≥1600 high; MESA
- Small LDL-P NMR LipoProfile: ≤527 nmol/L reference
- LDL particle size NMR: >20.5 nm pattern A, ≤20.5 pattern B
- HDL particle number (HDL-P) NMR LipoProfile: ≥30.5 µmol/L reference
- Lp(a) ACC/AHA & EAS 2022: ≥125 nmol/L (≥50 mg/dL) risk-enhancing; measure once in lifetime
- sdLDL-C (small dense LDL) Denka assay (Quest Cardio IQ, Boston Heart): <30 mg/dL optimal (lab-specific)
- Lp-PLA2 activity PLAC Activity test (FDA-cleared): >123 nmol/min/mL higher risk
- Oxidized LDL Lab-specific (Cleveland HeartLab ~<60 U/L); research-grade, grade C
Key formulas and thresholds
Published clinical cutoffs- HOMA-IR = fasting glucose (mg/dL) × fasting insulin (µIU/mL) ÷ 405 — above 2.5 suggests insulin resistance (Matthews 1985).
- BMI = weight (kg) ÷ height (m)² — 25–29.9 overweight, 30 or more obesity (WHO); lower cutoffs (23/27.5) for many Asian populations.
- Waist-to-height ratio = waist ÷ height — 0.5 or more signals central adiposity (NICE 2022).
- TG/HDL ratio = triglycerides ÷ HDL (mg/dL) — above 3 is associated with insulin resistance (observational).
- HbA1c (%): concern above 5.6, scored 100 at 8 — ADA Standards of Care: 5.7–6.4% prediabetes, ≥6.5% diabetes range
- Fasting glucose (mg/dL): concern above 99, scored 100 at 180 — ADA: 100–125 mg/dL impaired fasting glucose, ≥126 diabetes range
- Fasting insulin (µIU/mL): concern above 8, scored 100 at 40 — Common functional reference; interpret only with a true fasting sample
- ApoB (mg/dL): concern above 90, scored 100 at 160 — ACC/AHA & ESC: ApoB ≥130 mg/dL is a risk-enhancing factor
- Triglycerides (mg/dL): concern above 149, scored 100 at 500 — NCEP ATP III: 150–199 borderline, 200–499 high, ≥500 very high
- HDL cholesterol (mg/dL): concern below 50, scored 100 at 20 — NCEP ATP III: <40 mg/dL low (men), <50 (women)
- ALT (U/L): concern above 33, scored 100 at 200 — ACG: upper limit of normal ≈ 29–33 U/L (men), 19–25 (women)
- GGT (U/L): concern above 50, scored 100 at 200 — Typical laboratory upper limit ≈ 50 U/L
- TSH (mIU/L): concern above 4.5, scored 100 at 20; concern below 0.4, scored 100 at 0.01 — ATA/Endocrine Society: 0.4–4.5 mIU/L; >10 overt range
- Homocysteine (µmol/L): concern above 10, scored 100 at 30 — >15 µmol/L elevated in most laboratory references
- Free T4 (ng/dL): concern below 0.9, scored 100 at 0.5; concern above 1.8, scored 100 at 3.5 — Typical reference 0.8–1.8 ng/dL (assay-specific); interpret with TSH (ATA)
- Free T3 (pg/mL): concern below 2.5, scored 100 at 1.8; concern above 4.4, scored 100 at 7 — Typical reference 2.3–4.2 pg/mL; low T3 also occurs in illness and calorie restriction
- Reverse T3 (ng/dL): concern above 24, scored 100 at 40 — Typical reference 9–24 ng/dL; guidelines (ATA) do not recommend rT3 for routine diagnosis — grade D
- Anti-TPO antibodies (IU/mL): concern above 34, scored 100 at 500 — Common cutoff >34–35 IU/mL (assay-specific); marks Hashimoto's risk (ATA)
- Thyroglobulin antibodies (IU/mL): concern above 4, scored 100 at 200 — Common cutoff ≤4 IU/mL (Roche) — assay-specific; positive in ~60–80% of Hashimoto's
- Total cholesterol (mg/dL): concern above 199, scored 100 at 300 — NCEP ATP III: <200 desirable, 200–239 borderline, ≥240 high
- LDL cholesterol (mg/dL): concern above 99, scored 100 at 190 — ACC/AHA 2018: ≥190 mg/dL severe; 160–189 high; optimal <100
- Non-HDL cholesterol (mg/dL): concern above 129, scored 100 at 220 — NLA: non-HDL <130 mg/dL desirable
- LDL particle number (LDL-P) (nmol/L): concern above 1000, scored 100 at 2000 — NMR LipoProfile (Labcorp): <1000 optimal, 1300–1599 borderline-high, ≥1600 high; MESA
- Small LDL-P (nmol/L): concern above 527, scored 100 at 1000 — NMR LipoProfile: ≤527 nmol/L reference
- LDL particle size (nm): concern below 20.5, scored 100 at 19.5 — NMR: >20.5 nm pattern A, ≤20.5 pattern B
- HDL particle number (HDL-P) (µmol/L): concern below 30.5, scored 100 at 20 — NMR LipoProfile: ≥30.5 µmol/L reference
- Lp(a) (nmol/L): concern above 75, scored 100 at 250 — ACC/AHA & EAS 2022: ≥125 nmol/L (≥50 mg/dL) risk-enhancing; measure once in lifetime
- sdLDL-C (small dense LDL) (mg/dL): concern above 30, scored 100 at 60 — Denka assay (Quest Cardio IQ, Boston Heart): <30 mg/dL optimal (lab-specific)
- Lp-PLA2 activity (nmol/min/mL): concern above 123, scored 100 at 225 — PLAC Activity test (FDA-cleared): >123 nmol/min/mL higher risk
- Oxidized LDL (U/L): concern above 60, scored 100 at 100 — Lab-specific (Cleveland HeartLab ~<60 U/L); research-grade, grade C
iThese thresholds organize where to look; they do not diagnose. Laboratory ranges, age, sex and pregnancy change interpretation.
Published sources
Guidelines and landmark studies- Method Matthews DR et al. Homeostasis model assessment: insulin resistance from fasting glucose and insulin. Diabetologia 1985.
- RCT Knowler WC et al. Reduction in the incidence of type 2 diabetes with lifestyle intervention or metformin (DPP). N Engl J Med 2002.
- Guideline ADA Standards of Care 2025 — Prevention or delay of diabetes.
- Cohort/Review McLaughlin T et al. Use of metabolic markers (TG/HDL) to identify insulin resistance. Ann Intern Med 2003.