PFLPhysiological Fitness Landscape

Health economics

The test is never the expensive part.

Medicare pays between $2.70 and $39.26 for every blood test in this catalogue. What a result is worth depends on two other things: what you would do about it, and how much of the hazard curve is actually causal.

What the table says

Each row takes one biomarker, an average US adult at 50, and the best lifestyle change and the best drug in the intervention catalogue for that marker. The catalogued effect is applied to the population mean and read off the mortality hazard curve: that gives the hazard ratio for the move and the undiscounted life-years it would add if the whole curve were causal.

It is not. Age- and sex-adjusted associations overstate what changing a marker achieves. So each marker carries a causal fraction κ by evidence status: 0.8 where Mendelian randomisation supports it, 0.5 where trials move the marker, 0.25 for strong observational evidence, 0.1 otherwise. These are judgements, following the priors in our value-of-information programme, and the "if fully causal" number is shown beside each adjusted one.

The break-even column asks the reverse question: at $100,000 per life-year, how much of the curve would have to be causal for the test fee alone to be worth paying? For every priced test the answer is under 0.05%. The fee is not the decision.

BiomarkerMedicare feeBest lifestyle change · effect · hazard · years gained × κ · costBest drug · effect · hazard · years gained × κ · cost
Apolipoprotein B (ApoB)
rct supported · κ 0.50
$21.09
82172
Very low saturated fat diet coupled with viscous dietary fibers
-20% · hazard ×0.72 · +1.7 yr (3.4 if fully causal) · $0
PCSK9 monoclonal antibodies (Evolocumab / Alirocumab)
-50% · hazard ×0.44 · +3.0 yr (5.9 if fully causal) · $5,850 a year · ≈ $59,055 per life-year
Serum Triglycerides
mendelian randomization · κ 0.80
$5.74
84478
Carbohydrate restriction and ketogenic / low-glycemic dietary protocol
-42% · hazard ×0.74 · +2.5 yr (3.2 if fully causal) · $0
Icosapent ethyl (Purified EPA 4g/day)
-5% · hazard ×0.97 · +0.3 yr (0.4 if fully causal) · not costed
Lipoprotein(a) [Lp(a)]
mendelian randomization · κ 0.80
$14.32
83695
none catalogued with a favourable effect Antisense oligonucleotide / siRNA inhibitors (Pelacarsen / Olpasiran)
-82% · hazard ×0.73 · +2.1 yr (2.7 if fully causal) · not costed
Systolic Blood Pressure (SBP)
rct supported · κ 0.50
no lab fee DASH Dietary Pattern combined with sodium reduction (<1500 mg/day)
-14 mmHg · hazard ×0.71 · +1.2 yr (2.5 if fully causal) · $0
First-line antihypertensive dual combination (ACEi/ARB + DHP-CCB or Thiazide)
-25 mmHg · hazard ×0.55 · +1.2 yr (2.5 if fully causal) · $30 a year · ≈ $730 per life-year
LDL Cholesterol
rct supported · κ 0.50
$10.50
83721
Portfolio Diet (Plant sterols, soy protein, viscous fiber, almonds)
-25% · hazard ×0.87 · +0.7 yr (1.5 if fully causal) · $0
High-intensity statins plus Ezetimibe 10 mg combination therapy
-62% · hazard ×0.71 · +1.1 yr (2.2 if fully causal) · $13 a year · ≈ $349 per life-year
Serum Albumin
strong observational · κ 0.25
$4.95
82040
Optimal dietary protein intake (1.2-1.6 g/kg/day with essential amino acids)
+0.6 g · hazard ×0.47 · +1.1 yr (4.3 if fully causal) · $0
Resolution of systemic inflammation via anti-inflammatory therapy
+0.8 g · hazard ×0.36 · +1.1 yr (4.3 if fully causal) · not costed
Estimated Glomerular Filtration Rate (eGFR)
rct supported · κ 0.50
$5.12
82565
none catalogued with a favourable effect SGLT2 inhibitors (Empagliflozin / Canagliflozin)
+40% · hazard ×0.86 · +1.1 yr (2.1 if fully causal) · $2,364 a year · ≈ $66,425 per life-year
Fibrinogen
strong observational · κ 0.25
$9.72
85384
Cessation of cigarette smoking
-20% · hazard ×0.68 · +1.0 yr (4.1 if fully causal) · $0
Fibrate therapy (Fenofibrate 145-200 mg/day)
-16% · hazard ×0.73 · +0.8 yr (3.3 if fully causal) · not costed
Serum 25-Hydroxyvitamin D
strong observational · κ 0.25
$29.60
82306
Oral Vitamin D3 (Cholecalciferol 2000-5000 IU/day)
+35 ng/mL · hazard ×0.69 · +1.0 yr (4.0 if fully causal) · $25 a year · ≈ $754 per life-year
none catalogued with a favourable effect
Alkaline Phosphatase (ALP)
strong observational · κ 0.25
$5.18
84075
Optimization of Vitamin D and dietary Calcium homeostasis
-20% · hazard ×0.76 · +0.7 yr (2.9 if fully causal) · $0
Antiresorptive bisphosphonates (Alendronate / Zoledronic acid) in bone turnover / Paget's disease
-58% · hazard ×0.46 · +1.0 yr (4.0 if fully causal) · not costed
Fasting Plasma Glucose
mendelian randomization · κ 0.80
$3.93
82947
Postprandial walking and structured resistance training
-22 mg/dL · hazard ×0.90 · +0.9 yr (1.2 if fully causal) · $0
Metformin therapy (500-2000 mg/day)
-40 mg/dL · hazard ×0.99 · +0.9 yr (1.2 if fully causal) · $40 a year · ≈ $1,289 per life-year
Blood Urea Nitrogen (BUN)
strong observational · κ 0.25
$3.95
84520
Structured dietary protein moderation (0.8-1.0 g/kg body weight) in CKD
-30% · hazard ×0.72 · +0.9 yr (3.4 if fully causal) · $0
Guideline-directed neurohormonal blockade in heart failure (Beta-blockers, ACEi)
-20% · hazard ×0.80 · +0.6 yr (2.4 if fully causal) · not costed
Maximal Grip Strength
strong observational · κ 0.25
no lab fee Progressive whole-body resistance training (Heavy compound lifting)
+25% · hazard ×0.73 · +0.8 yr (3.3 if fully causal) · $0
none catalogued with a favourable effect
Cardiorespiratory Fitness (VO2 Max)
strong observational · κ 0.25
no lab fee High-Intensity Interval Training (HIIT 4x4 min @ 90% HRmax)
+17% · hazard ×0.75 · +0.8 yr (3.0 if fully causal) · $0
none catalogued with a favourable effect
Fasting Serum Insulin
strong observational · κ 0.25
$11.43
83525
Therapeutic intermittent fasting and prolonged fasting (16:8 to 24hr)
-45% · hazard ×0.78 · +0.7 yr (2.7 if fully causal) · $0
SGLT2 inhibitors (Empagliflozin / Dapagliflozin)
-22% · hazard ×0.88 · +0.3 yr (1.3 if fully causal) · $2,364 a year · ≈ $212,543 per life-year
Homeostatic Model Assessment of Insulin Resistance (HOMA-IR)
strong observational · κ 0.25
$15.36
83525 + 82947
10% Total Body Weight Loss through lifestyle modification
-45% · hazard ×0.81 · +0.6 yr (2.2 if fully causal) · $782 a year · ≈ $42,244 per life-year
GLP-1 / GIP receptor agonists (Tirzepatide / Semaglutide)
-52% · hazard ×0.78 · +0.6 yr (2.6 if fully causal) · $4,188 a year · ≈ $194,048 per life-year
High-Sensitivity C-Reactive Protein (hs-CRP)
rct supported · κ 0.50
$12.95
86141
Mediterranean Diet rich in extra virgin olive oil and nuts
-28% · hazard ×0.94 · +0.3 yr (0.7 if fully causal) · $0
Statin therapy (Atorvastatin 40-80 mg or Rosuvastatin 20 mg)
-44% · hazard ×0.89 · +0.6 yr (1.3 if fully causal) · $13 a year · ≈ $616 per life-year
Aspartate Aminotransferase (AST)
strong observational · κ 0.25
$5.18
84450
Ethanol abstinence in alcohol-associated liver disease
-65% · hazard ×0.58 · +0.6 yr (2.3 if fully causal) · $0
none catalogued with a favourable effect
Serum Cystatin C
strong observational · κ 0.25
$18.52
82610
Anti-inflammatory Mediterranean lifestyle and exercise
-14% · hazard ×0.82 · +0.5 yr (2.1 if fully causal) · $0
SGLT2 inhibitors (Dapagliflozin / Empagliflozin)
-28% · hazard ×0.68 · +0.6 yr (2.2 if fully causal) · $2,364 a year · ≈ $126,804 per life-year
Interleukin-6 (IL-6)
mendelian randomization · κ 0.80
$17.27
83520
Structured resistance and moderate aerobic training
-22% · hazard ×0.99 · +0.1 yr (0.1 if fully causal) · $0
Anti-IL-6 receptor monoclonal antibody (Tocilizumab)
-70% · hazard ×0.94 · +0.5 yr (0.7 if fully causal) · not costed
Gamma-Glutamyl Transferase (GGT)
strong observational · κ 0.25
$7.20
82977
Complete alcohol abstinence in heavy drinkers
-55% · hazard ×0.81 · +0.5 yr (2.1 if fully causal) · $0
none catalogued with a favourable effect
Neutrophil-to-Lymphocyte Ratio (NLR)
strong observational · κ 0.25
$7.77
85025
Aerobic endurance training and cardiovascular conditioning
-22% · hazard ×0.83 · +0.5 yr (2.0 if fully causal) · $0
none catalogued with a favourable effect
Serum Phosphate
strong observational · κ 0.25
$4.74
84100
Strict elimination of inorganic phosphate food additives and dark sodas
-1.2 mg/dL · hazard ×0.67 · +0.4 yr (1.6 if fully causal) · not costed
Non-calcium phosphate binders (Sevelamer carbonate / Lanthanum)
-2.5 mg/dL · hazard ×0.54 · +0.4 yr (1.6 if fully causal) · not costed
Erythrocyte Sedimentation Rate (ESR)
observational · κ 0.10
$2.70
85652
Anti-inflammatory Mediterranean dietary protocol
-22% · hazard ×0.87 · +0.1 yr (1.5 if fully causal) · $0
Glucocorticoids and DMARD anti-inflammatory therapy in active inflammatory disease
-55% · hazard ×0.71 · +0.4 yr (3.6 if fully causal) · not costed
Serum Uric Acid
strong observational · κ 0.25
$4.52
84550
Vitamin C supplementation (500-1000 mg/day)
-1 mg/dL · hazard ×0.86 · +0.4 yr (1.4 if fully causal) · not costed
Xanthine oxidase inhibitors (Allopurinol 100-300 mg / Febuxostat 40-80 mg)
-45% · hazard ×0.70 · +0.4 yr (1.4 if fully causal) · $20 a year · ≈ $1,685 per life-year
High-Sensitivity Cardiac Troponin T (hs-cTnT)
strong observational · κ 0.25
$12.47
84484
Intensive blood pressure reduction and left ventricular hypertrophy regression
-18% · hazard ×0.92 · +0.2 yr (0.9 if fully causal) · $30 a year · ≈ $4,112 per life-year
Long-term Cardioprotective Beta-Blockers and ACEi/ARB in structural heart disease
-25% · hazard ×0.89 · +0.3 yr (1.3 if fully causal) · $30 a year · ≈ $2,879 per life-year
Glycated Hemoglobin (HbA1c)
rct supported · κ 0.50
$9.71
83036
Combined aerobic and resistance training (3x/week)
-0.70 %-points · hazard ×0.97 · +0.3 yr (0.6 if fully causal) · $0
none catalogued with a favourable effect
Red Cell Distribution Width (RDW)
strong observational · κ 0.25
$6.47
85027
Correction of micronutrient deficiencies (Iron, Vitamin B12, Folate)
-2.25 %-points · hazard ×0.91 · +0.3 yr (1.1 if fully causal) · not costed
none catalogued with a favourable effect
N-Terminal Pro-B-Type Natriuretic Peptide (NT-proBNP)
strong observational · κ 0.25
$39.26
83880
Dietary sodium restriction (<2000 mg/day) and structured cardiac rehabilitation
-22% · hazard ×0.93 · +0.2 yr (0.7 if fully causal) · $0
SGLT2 inhibitors (Empagliflozin / Dapagliflozin) in Heart Failure (HFrEF/HFpEF)
-28% · hazard ×0.92 · +0.2 yr (0.9 if fully causal) · $2,364 a year · ≈ $312,814 per life-year
Urine Albumin-to-Creatinine Ratio (uACR)
strong observational · κ 0.25
$10.96
82043 + 82570
none catalogued with a favourable effect ACE inhibitors / ARBs titrated to maximally tolerated doses
-42% · hazard ×0.92 · +0.2 yr (0.9 if fully causal) · $30 a year · ≈ $4,186 per life-year
Tumor Necrosis Factor-alpha (TNF-alpha)
strong observational · κ 0.25
$17.27
83520
Plant-based polyphenol-rich dietary intervention
-22% · hazard ×0.99 · +0.0 yr (0.1 if fully causal) · $0
TNF inhibitors (Infliximab / Adalimumab / Etanercept)
-72% · hazard ×0.95 · +0.1 yr (0.6 if fully causal) · not costed
Apolipoprotein A1 (ApoA1)
observational · κ 0.10
$21.09
82172
Aerobic endurance training and vigorous physical activity
+13% · hazard ×0.87 · +0.1 yr (1.4 if fully causal) · $0
Niacin therapy (Extended-release 1000-2000 mg/day)
+20% · hazard ×0.81 · +0.1 yr (1.4 if fully causal) · not costed
Urinary Creatinine Concentration
observational · κ 0.10
$5.18
82570
Creatine monohydrate supplementation (5g/day)
+30% · hazard ×0.86 · +0.1 yr (1.3 if fully causal) · not costed
none catalogued with a favourable effect
HDL Cholesterol
observational · κ 0.10
$8.19
83718
Vigorous aerobic endurance and high-intensity interval exercise
+13% · hazard ×0.95 · +0.1 yr (0.5 if fully causal) · $0
none catalogued with a favourable effect
Serum Ferritin
observational · κ 0.10
$13.63
82728
Dietary restriction of heme iron and red meat intake
-25% · hazard ×0.98 · +0.0 yr (0.3 if fully causal) · $0
none catalogued with a favourable effect
Total Cholesterol
observational · κ 0.10
$4.35
82465
Dietary soluble viscous fiber (Beta-glucan / Psyllium 10-15g/day)
-8% · hazard ×0.99 · +0.0 yr (0.1 if fully causal) · $0
none catalogued with a favourable effect
Alanine Aminotransferase (ALT)
observational · κ 0.10
$5.30
84460
Daily filtered black coffee consumption (2-3 cups/day)
-20% · hazard ×1.00 · +0.0 yr (0.0 if fully causal) · $0
none catalogued with a favourable effect

Medicare fee: CMS Clinical Laboratory Fee Schedule, CY2026 Q4 public use file, national rate for the CPT code shown; add $9.34 for the blood draw (36415). Years: undiscounted life-years for a US adult at age 50 at the population mean, moved by the catalogued effect, using the catalogue's hazard curve and CDC 2022 life tables. Cost per life-year: annual cost × 30 years of therapy ÷ κ-adjusted years, indicative only. Catalogued effects come from the trial populations named in the catalogue, which are often patients, not the general population. Break-even causal fraction for the test fee at $100,000 per life-year is below 0.05% for every priced row. Hover an intervention for its cost source.

The cost that matters

Set the test fee against the thing the result leads to. A year of the intervention ranges over four orders of magnitude, and the cheapest options sit at the top of the table.

  1. $0Diet, exercise, sleep, alcohol and smoking changesno direct medical cost; time and food are not valued here
  2. $13Generic atorvastatin 20 mg, dailyNADAC ≈ $0.03–0.04 per tablet, June 2026
  3. $20Generic allopurinol 300 mg, dailyNADAC ≈ $0.056 per tablet, July 2026
  4. $30Generic lisinopril + amlodipine, dailyNADAC ≈ $0.015–0.05 per tablet, June 2026
  5. $40Generic metformin ER 500 mg, twice dailyNADAC ≈ $0.055 per tablet, June 2026
  6. $782Medicare Diabetes Prevention Program, one yearmaximum CY2026 payment: 22 sessions at $27 plus weight-loss milestones
  7. $2,364Empagliflozin (Jardiance)2026 Medicare negotiated price, $197 per 30 days; $573 list
  8. $4,188Semaglutide (Wegovy / Ozempic), cashmanufacturer cash price $349 per month, from November 2025
  9. $5,850Evolocumab (Repatha)list price after the 2019 cut; 2026 Part D per-syringe pricing implies about $7,300

Three patterns fall out. First, where a generic drug moves a marker with trial support, the arithmetic is lopsided: a $10.50 LDL test and $13 a year of atorvastatin against an expected year of life. Second, the new agents that move kidney and metabolic markers most, SGLT2 and GLP-1 drugs, cost 100 to 300 times the generics, and their indicative cost per life-year lands near conventional thresholds. Third, for the inflammatory and nutritional markers, the best catalogued move is free, and the open question is adherence, not price.

What published analyses say

Full cost-effectiveness models of screening for single markers reach the same shape of answer. hs-CRP screening to target statins was estimated at $42,600 per QALY for 65-year-old men and $207,300 for 35-year-old women: same test, different prior risk. An HbA1c cut-off of 5.7% for diabetes screening came in under $50,000 per QALY in a CDC model, and the broadened US screening recommendation at about $29,000 per QALY. Combined cholesterol screening and treatment has been put at roughly $34,000 per QALY. In each case the fee of the test is a rounding error; the result turns on who is tested and what treatment follows.

What this is not

This page is a screen, not a cost-effectiveness analysis. It does not discount, quality-adjust, model measurement error, treat-all versus test-and-treat, adherence, side effects, or the cost of the downstream care a result triggers. The catalogued intervention effects are typical values from their source trials, applied to an average adult who may not resemble those trial participants. A journal-grade decision model with probabilistic sensitivity analysis and value-of-information results is specified and under way; see Collaborate if you hold cost or outcome data that would strengthen it.

Sources

Test fees: CMS, Clinical Laboratory Fee Schedule CY2026 Q4 public use file, retrieved 14 October 2026. Drug acquisition costs: CMS NADAC as republished by ndclist.com and hellopharmacist.com, June–July 2026. Empagliflozin: CMS Maximum Fair Price for 2026, via the Maryland Prescription Drug Affordability Board review. Semaglutide: Novo Nordisk cash-price announcement, November 2025. Evolocumab: Amgen list-price reduction, 2018. Diabetes Prevention Program: CMS MDPP CY2026 payment fact sheet. Published analyses: CRP screening (Lee et al.), HbA1c cut-offs (CDC Markov model), broadened diabetes screening (ICER $29,337/QALY), cholesterol screening ($33,800/QALY); see Evidence for the catalogue's own validation.