The formula has a problem dependent on the precision of CRP tests. Because many historic tests had a minimum measureable quantity of 0.6 mg/L then the source data predicts things wrongly with values below that.

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As mentioned by @John_Hemming, low CRP is an issue with Levine’s PhenoAge. There are 2 reasons for that: It’s a linear model so it’s only valid around its mean values and worse in the case of CRP they use the log of the CRP rather than the CRP value itself. That’s a problem because it goes to negative infinity at 0 so you can reduce the age by any amount. For instance if I use 1e-30 in the CRP value I get an age reduction of 76 years and a biological age of -15 (minus 15). They should have used log(CRP+0.5) or something like that to avoid that issue with low values.

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Life Extension recently added a Phenotypical Age lab test based on statistical models of mortality risk amongst the NHANES III & IV cohorts. Price: $75.

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This seems to be the same one used in the well-known spreadsheet. I modified this one to have 3 tabs with values of “average” where biological = phenotypic age, plus “healthy” and “unhealthy” where values are physiologically normal but optimal and suboptimal respectively.

Pretty cool to play with IMO

0. Levine Phenoage calculator.xlsx (19.4 KB)

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Thanks for this @relaxedmeatball. I missed it. I thought some members might find this $75 price (25% off) might be attractive if they have not made this calculation or want to do it again inexpensively.

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How to optimize your Levine Phenotypic age, suggestions from CGPT5:

Here’s what’s inside the (Morgan) Levine Phenotypic Age / “PhenoAge” clock, and which direction is “better” for the score:

Biomarker (blood/hematology) “Younger” direction in PhenoAge
Albumin Higher
Creatinine Lower
Glucose (fasting) Lower
C-reactive protein (hs-CRP; log) Lower
% Lymphocytes (differential) Higher
Mean Corpuscular Volume (MCV) Lower (avoid macrocytosis)
Red Cell Distribution Width (RDW) Lower
Alkaline Phosphatase (ALP) Lower
White Blood Cell count (WBC) Lower
Chronological age included in the model

Below are practical levers for each marker. These are general, evidence-based ideas—not medical advice. For medications or if your labs are out of range, loop in your clinician.


1) Albumin — aim higher (within normal)

What low suggests: inflammation, liver disease, malnutrition, frailty.
Levers

  • Protein & calories: 1.2–1.6 g/kg/day protein (distributed across meals); add whey/casein if intake is low.
  • Resistance training: 2–3×/wk improves anabolic status and albumin over time in frail adults.
  • Treat drivers: manage chronic inflammation/infection; assess liver function, nephrotic loss, GI malabsorption.
  • Micronutrients: ensure adequate zinc and vitamin D (replete if low).

2) Creatinine — aim lower (protect kidneys)

What high suggests: reduced GFR, dehydration, muscle injury (rarely: very high muscle mass can raise it slightly).
Levers

  • Hydration & BP: keep well-hydrated; target ~120/80 if appropriate.
  • Glycemia: tight glucose control if diabetic; consider SGLT2 inhibitor or ACEi/ARB (clinical decision).
  • Avoid nephrotoxins: minimize NSAIDs, contrast dye; review supplements (e.g., very high creatine can confound).
  • Dietary pattern: plant-predominant, low-sodium; treat metabolic acidosis (bicarbonate) if present (clinician-guided).

3) Fasting Glucose — aim lower (80s–low 90s mg/dL is often a good target)

Levers

  • Diet: minimize refined starch/sugar; 25–40 g fiber/day (psyllium, inulin, veggies, legumes); protein at breakfast.
  • Timing: earlier, consistent meal window; avoid late-night eating.
  • Exercise: post-meal walks or 10–15 min zone-2; 2–3×/wk resistance training.
  • Tools: CGM-guided meal tweaks.
  • Supplements/meds: Psyllium, berberine (300–500 mg 2–3×/day), acarbose, metformin, GLP-1 RA, SGLT2i—discuss with your physician.

4) hs-CRP — aim lower (<1 mg/L ideal)

Levers

  • Weight & activity: 5–10% weight loss and 150–300 min/wk aerobic + 2–3×/wk resistance.
  • Diet: Mediterranean pattern; more EPA/DHA fish; fewer ultra-processed foods.
  • Oral & sleep health: treat periodontitis; 7–9 h sleep; screen for sleep apnea.
  • Stress: mindfulness, CBT-i for insomnia, daylight exposure.
  • Supplements/meds: Omega-3 EPA/DHA 2–4 g/day (TG-lowering doses also reduce CRP); curcumin (bioavailable forms); statins and low-dose colchicine reduce CRP in selected cardiometabolic patients (physician-directed).

5) % Lymphocytes — aim higher (within lab normal)

What low suggests: stress glucocorticoid effect, acute illness, nutrient deficits, autoimmune disease, some meds.
Levers

  • Address causes: review meds (steroids), treat infections, manage autoimmune disease.
  • Sleep & stress: consistent 7–9 h; reduce overtraining; add recovery blocks.
  • Nutrition: replete vitamin D, zinc, selenium, B12/folate if low; adequate protein.

6) MCV — aim lower (avoid macrocytosis >~95–100 fL)

What high suggests: B12/folate deficiency, alcohol use, hypothyroidism, marrow/medication effects (e.g., hydroxyurea).
Levers

  • Test & replete: B12 (consider methylcobalamin) and folate (diet or 400–800 µg/day if deficient); check MMA/homocysteine.
  • Cut alcohol (or keep very moderate).
  • Screen thyroid and treat if hypothyroid.
  • Review meds with your clinician.

7) RDW — aim lower

What high suggests: iron deficiency, B12/folate deficiency, chronic inflammation/CKD.
Levers

  • Find the cause: ferritin, transferrin saturation, B12, folate, CRP.
  • Replete: iron (dietary or oral iron—take with vitamin C, away from calcium), B12, folate as indicated.
  • Treat inflammation/CKD drivers; improve diet quality and activity.

8) Alkaline Phosphatase — aim lower (but not below lab range)

What high suggests: cholestasis/bile duct disease, bone turnover (vitamin D deficiency, Paget’s), certain meds.
Levers

  • Differentiate source: get GGT (hepatobiliary) and ALP isoenzymes or bone markers if needed.
  • Vitamin D repletion to 30–50 ng/mL if low; ensure calcium/magnesium adequacy.
  • Liver health: reduce alcohol; tackle NAFLD (weight loss, exercise, lower fructose/simple sugars).
  • Bone health: resistance & impact training; treat hyperparathyroidism/thyroid disorders if present.

9) WBC — aim lower (but within normal; avoid leukopenia)

What high suggests: infection, smoking, obesity, sleep apnea, systemic inflammation.
Levers

  • Lifestyle: stop smoking/vaping; reduce visceral fat; treat OSA; regular exercise.
  • Oral/gum care and infection control.
  • Anti-inflammatory diet as above; manage chronic conditions (e.g., gout, autoimmunity) with clinician.

Practical playbook

  1. Measure right: Use fasting morning labs for glucose and CRP when possible; avoid hard workouts/alcohol the day before.
  2. Fix deficiencies first: B12/folate/iron/vitamin D and zinc shifts can improve MCV, RDW, ALP, lymphocyte %.
  3. Hit systemic levers: weight reduction, aerobic + resistance training, sleep regularity, oral health, and smoking cessation move CRP, WBC, glucose together.
  4. Kidney & liver checks: if creatinine or ALP is off, investigate causes before “supplementing.”
  5. Retest cadence: every 8–12 weeks after an intervention block is a reasonable cycle to see movement without chasing noise.
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(I specialised in haematology and transfusion after university)

I think what RDW actually tells us is about the consistency and stability in RBC production, and it reflects tha balance of production vs clearance. For example, if RBCs are damaged, their MCV generally becomes lower than normal cells (thus raising RDW), but they should be removed by the spleen (lowering RDW). On the other hand, if your bone marrow is releasing immature RBCs (reticulocytes), they are generally larger than normal RBCs (thus raising RDW). Same with nutritional status. If you go a few weeks with folate, RBC size is going to move, and RDW goes up. (Iron is less susceptible, since we have decent stores. You’d also see it in ferritin tests).

MCV is the strongest weighted parameter in the Levine formula. It also consistently comes up as something that’s strongly related to ageing in multiple studies from multiple datasets. So I do believe in it. Having a very low RDW% means you have one consistent population of RBCs. That means consistent RBC production, and efficient clearance of any dodgy cells.

One interesting thing I learned is that hyperglycaemia also affects RBC size by causing oxidative stress. So in some way, this should correlate with HBA1C. Also, many forms of inflammation alter the rate of erythropoiesis (RBC production), which would be reflected in RDW. So to that extent, it’s quite a broad and sensitive marker.

And I’m pleased to say that mine is 11.9%, giving me a nice young age in the Levine spreadsheet, haha

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Nice! Can you provide a link to your calculator?

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