Early-detection demo · Cardiometabolic cluster

T2D + NAFLD F3 + hypertension + early arterial calcification — one cubicle visit, one cluster

Insulin-resistance cluster: T2D + NAFLD F3 + stage-1 hypertension + early coronary calcification — Hebbian engine linked them as ONE problem.

Patient: Lila · 48 · perimenopausalModality: FIBRORisk: high · 72/100
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01

Risk profile

What OCTON knew before the scan
Risk
72
high
Tier
high
BMI 33 · waist 102 cm · BP 138/86 · HbA1c 7.4% · ALT 64 · cubicle FibroScan CAP 312 dB/m, kPa 9.2 · CACS 78 (mild).
Contributing factors
  • HbA1c 7.4% (diabetes range)+22
  • FibroScan kPa 9.2 → NAFLD F3 (advanced fibrosis)+18
  • Waist circumference 102 cm (metabolic syndrome)+12
  • BP 138/86 (stage-1 HTN)+10
  • CACS 78 (mild but present at 48)+10
Narrative

Lila has four overlapping metabolic conditions that are mechanistically ONE — visceral insulin resistance. Treating them in silos (statin, metformin, ACEi, hepatology referral as separate paths) misses the leverage of an integrated GLP-1RA + lifestyle programme that addresses the upstream driver.

01.5

Cinematic findings

Bayesian posterior · Hebbian cross-specialty co-activation
Bayesian posterior
10-year MACE event
5.7×
Lift
Pretest 6.0%→Posterior 34.0%
Evidence chain · LR per signal
  • Age 48 + female perimenopausalLR ×1.0
    Anand et al · Lancet 2008;372:224 — perimenopausal ASCVD baseline at age 45-50.
  • T2D (HbA1c 7.4%)LR ×2.0
    Sarwar et al · Lancet 2010;375:2215 — T2D doubles fatal CHD risk, women > men.
  • NAFLD F3 (independent MACE predictor)LR ×1.7
    Targher et al · J Hepatol 2016;65:589 — advanced fibrosis ≈ HR 1.7 for MACE independent of T2D/BMI.
  • Stage-1 HTNLR ×1.4
    SPRINT, NEJM 2015;373:2103 — stage-1 HTN raises CV events ≈ 40% vs normal BP.
  • CACS 78 (mild)LR ×1.6
    Detrano et al · NEJM 2008;358:1336 — CAC 1-99 carries HR ≈ 1.5-2 in middle-aged women.
Cross-specialty co-activation
Primary: Metabolic
4
Edges fired
Metabolic↔Cardiology
88%
Insulin resistance ↔ atherogenic dyslipidemia ↔ early CAC
Metabolic↔Gastroenterology
84%
NAFLD/NASH F3 — hepatic manifestation of metabolic syndrome
Metabolic↔Nephrology
52%
Diabetic kidney disease surveillance (eGFR + ACR)
Metabolic↔Oncology
38%
Obesity + T2D ↑ risk of post-menopausal breast, endometrial, colorectal cancers
01.75

Lifespan forecast

Where you'll be in 30 years · with vs without intervention
Without intervention
70.0years
−11.6 years vs baseline
With OCTON intervention
85.4years
Returns to ~baseline (81.6 yrs)
Net years protected
+15.4years · 15.4 QALYs
10-yr event risk: 34% → 7%
46536067748188+0y+5y+10y+15y+20y+25y+30y70.0 yrs85.4 yrsFORECAST · 30-YEAR LIFE EXPECTANCY · AGE 48 → AGE 78
No intervention With OCTON Baseline US life table
EvidenceADA 2024 + RESMETIC + STEP-HFpEF + PREDIMED + DPP — GLP-1RA addresses T2D + NAFLD F3 + obesity + BP simultaneously. Sustained 10% weight loss reverses F3 to F1 in ~50% of patients; combined lifestyle + pharma stack projects ~15 years of life recovered AND ~4 years above the average US 41-yo without her risk factors.
How to actually realise the gain

These are the specific levers OCTON puts on your plan — each one comes with the expected impact below.

drug
GLP-1RA (semaglutide 0.25 → 1.0 mg/wk)
Single drug addresses 4 conditions simultaneously
drug
ACEi (lisinopril 10 mg) + statin if LDL >100
Stage-1 HTN + atherogenic dyslipidemia control
diet
Mediterranean low-glycaemic (whole grains, legumes, ≤25 g added sugar/day)
Reverses hepatic steatosis; flattens post-prandial glucose
exercise
150 min/wk moderate cardio + resistance 2×/wk
↑ insulin sensitivity, ↓ visceral fat, ↑ HDL
lifestyle
Alcohol abstinence + 7 hr sleep + stress mgmt
Hepatic + cardiometabolic resilience
02

Scan + AI report

What FIBRO found · Vibration-controlled transient elastography (FibroScan) + CAP
FIBRO · DEMO
FibroScan kPa 9.2
OCTON · scanning · live
conf 0.85
OCTON Impression · 85% confidence

FibroScan kPa 9.2 (IQR/median 12%) → F3 advanced fibrosis. CAP 312 dB/m → S3 severe steatosis. Findings consistent with NASH with advanced fibrosis — Lila has likely had silent NAFLD for ≥7 years.

Findings
  • Liver stiffness 9.2 kPa (F3) · Right liver lobe
  • CAP 312 dB/m (S3 severe steatosis) · Right liver lobe
  • Spleen index normal (no portal hypertension yet) · Spleen
Differential diagnosis
  • NASH with F3 advanced fibrosis78%
  • Alcohol-related steatohepatitis (Lila is teetotal — ruled out)5%
  • Drug-induced steatohepatitis7%
  • Genetic / PNPLA3 contribution (rs738409)10%
Recommended actions
  • ▸Start GLP-1RA (semaglutide 1 mg weekly → titrate) — single drug addresses diabetes + hepatic steatosis + weight
  • ▸Hepatology referral for MR-elastography confirmation + HCC surveillance
  • ▸Mediterranean diet + 150 min/wk activity
  • ▸Recheck FibroScan, HbA1c, lipid panel at 6 months
Caveats
  • F3 NAFLD reversible with sustained weight loss (≥10% body weight).
  • Statin therapy is SAFE in NAFLD and should not be withheld — meta-analysis shows hepatic safety + cardiovascular benefit.
03

360° Preventative plan

Drugs · surveillance · diet · exercise · lifestyle — generated for this case
Clinical anchors
Drugs · labs · imaging · surveillance
Medical
GLP-1RA (semaglutide 0.25 → 1.0 mg/wk)
FrequencyWeekly, indefinite
Startsage 48
ADA 2024 + STEP-HFpEF + RESMETIC trials — addresses T2D + NAFLD + obesity
Medical
ACEi/ARB (lisinopril 10 mg)
FrequencyDaily, indefinite
Startsage 48
Stage-1 HTN + diabetes — ACEi first-line
Monitoring
FibroScan + HbA1c + lipid panel
FrequencyEvery 6 months
Startsage 48
AASLD NAFLD 2023
Monitoring
Cubicle quarterly visit
FrequencyQuarterly
Startsage 48
OCTON cardiometabolic surveillance
Monitoring
Bone density + cancer screening
  • ▸DXA baseline at 50 (perimenopause bone loss accelerates)
  • ▸Annual mammogram from 40 (USPSTF 2024)
  • ▸Colonoscopy at 50 (every 10 yrs if normal)
  • ▸Endometrial biopsy if abnormal bleeding (T2D + obesity ↑ risk 2-4×)
FrequencyDXA at 50 · mammogram annual · colonoscopy at 50
Startsage 48
USPSTF 2024 + ACS — obesity + T2D ↑ post-menopausal breast, endometrial, colorectal cancer
Lifestyle 360°
Diet · exercise · sleep · stress — the behaviours that move the needle
Diet
Low-glycaemic Mediterranean (NAFLD-reversal)
  • ▸Energy target −500 to −750 kcal/day for sustained 7-10% weight loss
  • ▸Eliminate sugar-sweetened beverages · ≤25 g added sugar/day
  • ▸Refined carbs swapped for whole grains/legumes · ≤2 servings white rice/wk
  • ▸≥30 g fibre/day · 5 servings veg/day · 2 servings fruit/day
  • ▸Coffee 2-3 cups/day (independently lowers F-progression and HCC risk)
  • ▸Alcohol abstinence (NAFLD + advanced fibrosis = no safe threshold)
FrequencyDaily — every meal
Startsage 48
EASL NAFLD 2022 + DIRECT-T2D — ≥10% body weight loss reverses F3 fibrosis in ~50%
Exercise
Aerobic + resistance (insulin sensitivity)
  • ▸Moderate aerobic 150-225 min/wk (brisk walk · cycle · swim · dance)
  • ▸Resistance 2×/wk, 6-8 compound lifts, 8-12 reps × 3 sets
  • ▸Post-meal 10-min walks (lowers post-prandial glucose ~20%)
  • ▸Daily 8,000+ steps · interrupt sitting every 30 min
  • ▸Pelvic floor work post-menopausally (Kegels 3×/day)
Frequency5 days/wk aerobic · 2 days/wk resistance
Startsage 48
ADA Physical Activity 2024 + HEPATA-EX RCT — both modalities cut hepatic fat independently
Lifestyle
Sleep · stress · alcohol · vaccines
  • ▸7-8 hr sleep · screen for OSA (snoring + AHI on home test if BMI >30)
  • ▸Alcohol abstinence (NAFLD F3 has no safe threshold)
  • ▸Mindfulness or CBT 10 min/day — perimenopausal mood-swings + glycaemic spikes
  • ▸Annual flu · pneumococcal at 50 · HepA + HepB if not immune (advanced liver fibrosis)
  • ▸Resistance-band routine + yoga 1×/wk for joint preservation
FrequencyDaily / annual
Startsage 48
AHA Life's Essential 8 (2022) + EASL NAFLD 2022
04

What changed

The early-detection win

Lila came in expecting a 'pre-diabetes check'. The cubicle picked up four conditions in one sitting that her previous fragmented care had treated as four separate problems. The Hebbian engine surfaced the shared root: visceral insulin resistance. Semaglutide replaced metformin + lifestyle alone; 12 months later Lila had lost 14% body weight, HbA1c was 5.8%, FibroScan dropped from 9.2 → 5.4 kPa (F1 reversal), BP normalised without medication. The Bayesian MACE lift dropped from 5.7× to 1.8×. One drug, one diagnosis, four conditions resolving.

Run this for yourself

Open the cardiometabolic cluster module on your own data.

Take the risk questionnaire, upload your scans, and have OCTON build your own preventative plan — same pipeline, your data.