Blood Test for Puffy Eyes: Thyroid, Kidney and Allergy

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Eye Swelling Lab Interpretation 2026 Update Patient-Friendly

Most under-eye puffiness comes from sleep, salt, allergies, or normal fluid shifts and does not need blood work. A blood test for puffy eyes becomes sensible when swelling persists for 2–3 weeks, recurs with leg swelling or foamy urine, or appears alongside fatigue, weight change, rash, breathing symptoms, or vision changes.

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⚡ Quick Summary v1.0 —
  1. Persistent puffiness lasting longer than 2–3 weeks, especially with ankle swelling or foamy urine, merits kidney and urine testing.
  2. TSH is commonly about 0.4–4.0 mIU/L in non-pregnant adults; a TSH of 10 mIU/L or higher needs free T4 context.
  3. Urine ACR below 3 mg/mmol or 30 mg/g is usually normal; confirmed values at or above that level indicate albumin leakage.
  4. Albumin below 35 g/L or 3.5 g/dL can reduce the bloodstream’s fluid-holding pressure and contribute to eyelid swelling.
  5. Allergy testing is most useful when itching, sneezing, hives, or a reproducible exposure points to a specific trigger.
  6. Total IgE cannot diagnose an allergy by itself because normal and high values overlap substantially between people.
  7. Urgent care is needed for painful one-sided eyelid swelling, fever, reduced vision, double vision, lip or tongue swelling, or breathlessness.
  8. Repeat testing often matters more than one borderline result because hydration, exercise, and laboratory variation can shift creatinine and albumin.

When Persistent Puffy Eyes Need Blood or Urine Tests

Puffy eyes blood tests are appropriate when swelling is persistent, symmetrical, and accompanied by body-wide clues rather than a clear short-lived trigger. Morning-only puffiness after a salty meal, crying, alcohol, or poor sleep usually settles within hours and rarely reflects a dangerous laboratory abnormality.

Blood test for puffy eyes assessment with an eyelid examination and laboratory sample
Figure 1: Clinical review connects eyelid swelling patterns with targeted laboratory testing.

In my clinical experience, the useful question is not whether the eyelids look swollen on one photograph; it is whether the pattern has changed over 14–21 days. Swelling that is worse on waking, improves upright, and then returns the next morning raises the value of checking kidney function, urine protein, albumin, and thyroid tests.

A blood test for puffy eyes is less useful for isolated dark circles, loose lower-eyelid skin, or puffiness that disappears after 7–9 hours of sleep. Dr. Thomas Klein’s usual starting point is a symptom timeline, medication list, blood pressure reading, and a look at prior results in the blood test biomarkers guide before ordering a very broad panel.

Kantesti is an AI blood test analyzer that puts creatinine, albumin, TSH, electrolytes, and prior values into one pattern rather than treating a single flagged result as a diagnosis. That distinction matters: a creatinine rise after a hard workout has a very different meaning from a rising creatinine combined with foamy urine and new ankle swelling.

The Swelling Pattern Often Tells You Which Tests Matter

Bilateral, painless eyelid puffiness usually suggests fluid retention, allergy, thyroid disease, or normal anatomy, whereas painful one-sided swelling needs an eye examination before routine blood work. The timing and texture of swelling are often more informative than the degree of puffiness.

Blood test for puffy eyes alongside a cool compress and morning symptom diary
Figure 2: A symptom diary can separate transient fluid shifts from recurrent swelling.

Soft swelling that is strongest on waking and leaves a slight indentation when pressed can occur when fluid redistributes overnight. Kidney protein loss commonly produces this pattern before more obvious leg swelling, while allergic swelling is often itchy, watery, and tied to pollen, pets, cosmetics, or dust exposure.

A firm, waxy, non-pitting facial fullness with dry skin, constipation, cold intolerance, and slowed thinking points more toward hypothyroidism. By contrast, prominent eyes, a gritty sensation, lid retraction, or double vision are not typical simple puffy eyes and can signal thyroid eye disease.

I ask patients to photograph their eyelids at waking and again 4 hours later for 7 days, while recording salt-heavy meals, alcohol, new supplements, and menstrual timing. That low-tech record can prevent unnecessary testing and makes a later swelling blood test review far more precise.

Thyroid Tests for Puffy Eyelids and Facial Fullness

TSH and free T4 are the first thyroid tests when puffy eyelids occur with fatigue, cold intolerance, constipation, weight gain, or dry skin. A typical adult TSH reference interval is about 0.4–4.0 mIU/L, although the laboratory and pregnancy status matter.

Blood test for puffy eyes showing thyroid gland anatomy and a thyroid hormone assay
Figure 3: Thyroid hormone testing helps assess persistent facial fluid retention.

A TSH of 10 mIU/L or higher with a low free T4 supports overt primary hypothyroidism and needs clinician-led treatment planning rather than a supplement experiment. A TSH from 4.1–9.9 mIU/L with normal free T4 is often called subclinical hypothyroidism; repeating it after 6–12 weeks is common unless symptoms, pregnancy, or high thyroid antibodies change the decision.

The American Thyroid Association guideline uses TSH as the principal marker for most primary hypothyroidism monitoring, but interpretation changes in pituitary disease and pregnancy (Jonklaas et al., 2014). For plain-English context on abbreviations, our guide to thyroid test terms explains why TSH alone is not always enough.

Swollen eyelids thyroid-related swelling is usually gradual, bilateral, and non-itchy. I have seen patients attribute it to a new eye cream for months, then notice the more revealing clues: resting pulse falling from 72 to 54 beats per minute, constipation, and a TSH above 20 mIU/L.

Hypothyroid Puffiness Is Different From Thyroid Eye Disease

Hypothyroidism can cause diffuse puffy eyelids, while thyroid eye disease more often causes eyelid retraction, eye prominence, dryness, pressure, or double vision. These are related to thyroid autoimmunity but are not interchangeable diagnoses.

Blood test for puffy eyes with a thyroid hormone pathway and orbital tissue illustration
Figure 4: Thyroid hormone imbalance and orbital tissue changes create different eye patterns.

Thyroid eye disease is most often associated with Graves’ disease and can occur even when thyroid hormone values are normal or previously treated. A suppressed TSH below 0.1 mIU/L with raised free T4 or free T3 increases the urgency of a formal thyroid and eye assessment, especially if vision or eye movement has changed.

TSH-receptor antibody testing is useful when Graves’ disease is clinically plausible, but it is not a screening test for every person with mild under-eye bags. A focused comparison of free T4 and total T4 can also prevent a misleading result when thyroid-binding proteins are altered by pregnancy, oestrogen therapy, or illness.

Do not self-start iodine for eyelid puffiness. Excess iodine can destabilise autoimmune thyroid disease, and the safe next step is usually confirmation with TSH and free T4; clinicians sometimes add thyroid peroxidase antibodies when the result will change follow-up.

Kidney Disease Puffy Eyes: Blood Tests and the Urine Test That Matters

Kidney disease can cause puffy eyes when protein leaks into urine or when the body retains sodium and water, but a urine albumin-creatinine ratio is often more revealing than creatinine alone. Puffy eyes plus foamy urine, ankle swelling, high blood pressure, or reduced urine output deserves prompt assessment.

Blood test for puffy eyes using a renal chemistry analyzer for creatinine and electrolytes
Figure 5: Renal chemistry testing evaluates filtration and electrolyte balance together.

An eGFR below 60 mL/min/1.73 m² for at least 3 months meets one criterion for chronic kidney disease, but a single low result during dehydration does not establish chronic disease. Creatinine is influenced by muscle mass, creatine supplements, and recent intense exercise, which is why the basic metabolic panel needs clinical context.

Kantesti AI flags the combination of reduced eGFR, rising creatinine, low albumin, and urine protein as a follow-up pattern rather than making a kidney diagnosis from any one value. An adult creatinine result can sit inside a laboratory interval while eGFR or urine albumin indicates early kidney stress.

Kidney disease puffy eyes often look most obvious in the morning because loose eyelid tissue allows fluid to collect while lying flat. If swelling is sudden and substantial, with a blood pressure of 180/120 mmHg or higher, chest symptoms, confusion, or markedly reduced urination, seek same-day emergency care.

Urine ACR, Protein Loss and Nephrotic-Range Clues

A first-morning urine albumin-creatinine ratio, or ACR, is the preferred test for detecting clinically meaningful albumin leakage that can cause eyelid swelling. A confirmed ACR of 3 mg/mmol or 30 mg/g and above is abnormal in most adults.

Blood test for puffy eyes with kidney anatomy highlighting filtration and urine albumin testing
Figure 6: Kidney filtration damage can allow albumin to pass into urine.

ACR values are grouped as A1 below 3 mg/mmol, A2 from 3–30 mg/mmol, and A3 above 30 mg/mmol. KDIGO advises confirming an elevated ACR with a repeat first-morning sample when possible because fever, a urinary infection, menstruation, and strenuous exercise can create transient albuminuria (KDIGO CKD Work Group, 2024).

Nephrotic-range albuminuria is generally an ACR above 220 mg/mmol, roughly 2,200 mg/g, and deserves urgent clinician review, particularly with albumin below 30 g/L. The urine ACR guide explains why a dipstick can miss lower-grade albumin leakage.

A urine sample is not interchangeable with a blood test, yet it is central to a sensible puffy-eyes work-up. In my experience, people are sometimes reassured by normal urea or creatinine and miss the urine protein result that actually explains their morning eyelid swelling.

A1 albuminuria <3 mg/mmol or <30 mg/g Usually normal urine albumin excretion.
A2 albuminuria 3–30 mg/mmol or 30–300 mg/g Moderately increased albumin; repeat and assess blood pressure and diabetes risk.
A3 albuminuria >30 mg/mmol or >300 mg/g Severely increased albumin; clinician assessment is needed.
Nephrotic-range clue >220 mg/mmol or >2,200 mg/g Urgent assessment for substantial protein loss and related complications.

Low Albumin: Kidney Loss, Liver Production or Nutrition?

Albumin below 35 g/L or 3.5 g/dL can contribute to eyelid and ankle swelling because albumin helps retain fluid within blood vessels. Low albumin is a clue, not a diagnosis, and kidney loss, liver disease, gut loss, severe illness, and poor intake have different implications.

Blood test for puffy eyes featuring albumin molecules retaining fluid in circulation
Figure 7: Albumin helps keep fluid within the bloodstream rather than tissues.

A low serum albumin below 30 g/L plus heavy urine protein makes renal protein loss more likely, while low albumin with abnormal bilirubin, INR, or liver enzymes points clinicians toward reduced liver production or systemic illness. Albumin can also fall during significant tissue response because it behaves as a negative acute-phase protein.

Total protein and the albumin-to-globulin ratio can add useful context, but neither proves that diet is the cause. The serum protein reference guide is particularly helpful if albumin is low while globulins are high.

Patients often ask whether simply eating more protein will fix puffy eyes. It may help if intake has truly been inadequate, but it will not repair urinary protein loss; pushing high-protein shakes in someone with unexplained proteinuria can complicate the dietary discussion, so involve the treating clinician.

Allergy Clues: When IgE and Eosinophils Help

Allergy blood tests are most useful for recurrent puffy eyelids with itching, sneezing, hives, eczema, or a clear exposure pattern. They are poor screening tools for non-itchy morning puffiness without allergy symptoms.

Blood test for puffy eyes showing eosinophil cellular elements and allergy assay preparation
Figure 8: Eosinophils and targeted allergen assays can support an allergy history.

An adult absolute eosinophil count above 0.5 × 10⁹/L is commonly considered eosinophilia, but allergy is only one possible explanation; medications, parasites, skin disease, and some inflammatory disorders can also raise it. Eosinophil percentages are less reliable than the absolute count because the total white-cell count may shift.

Total IgE has no universal normal cutoff that rules allergy in or out, since laboratories use different methods and levels rise for several non-allergic reasons. Targeted specific-IgE testing should follow a credible history, which is why our review of high IgE results stresses matching a result to a real-world exposure.

Kantesti is an AI biomarker interpretation platform that can place eosinophils, total IgE, and the rest of the full blood count beside symptoms you record, but it cannot identify a trigger from a raised IgE result alone. Patch testing or specialist review may be more relevant for a reproducible reaction to a cosmetic or eyelid product.

Why Broad Allergy Panels Can Mislead in Puffy Eyes

A positive allergy result shows sensitisation, not necessarily a symptom-causing allergy, so broad panels can produce false leads in people with puffy eyes. Test selection should begin with what happens before the swelling, not with a shopping list of allergens.

Blood test for puffy eyes with eyelid tissue comparison between allergy and fluid retention
Figure 9: Itchy allergy swelling and systemic fluid retention require different testing paths.

Specific-IgE blood results are usually reported in kUA/L, but a detectable value does not prove that a food, pollen, or animal causes eyelid swelling. If a person eats a food weekly without symptoms, a low positive test result should not automatically lead to restriction.

Rapid swelling of the lips, tongue, throat, or face without itch can be angioedema, which follows a different pathway from common hay fever. Recurrent non-itchy attacks with abdominal pain or a family history may prompt clinicians to request C4 and C1-inhibitor testing, while severe acute reactions require emergency treatment rather than waiting for results.

A good home check is to stop a newly introduced eye product for 14 days, avoid rubbing the eyelids, and document whether sneezing or itch tracks with swelling. For eczema-related eye symptoms, our IgE and eczema testing guide explains the limits of a result without an exposure history.

Other Lab Clues: Inflammation, Autoimmunity and Medication Effects

Most puffy eyes do not require autoimmune testing, but urine blood, joint symptoms, rash, high blood pressure, or low complement levels change the threshold for targeted evaluation. Clinicians should choose these tests from the whole symptom pattern rather than using them as a blanket screen.

Blood test for puffy eyes showing cellular elements and complement proteins on a microscope slide
Figure 10: Autoimmune kidney patterns may combine urine abnormalities with complement changes.

Blood and protein in urine together can reflect kidney-filter inflammation and warrant timely medical review, especially when creatinine rises or blood pressure increases. A urine dipstick result should be confirmed with microscopy and quantitative protein testing; our explanation of blood in urine warning signs covers why visible and microscopic haematuria differ.

Tests such as ANA, anti-dsDNA, C3, and C4 are most informative when there are corroborating features such as photosensitive rash, mouth ulcers, inflammatory joint pain, or urine abnormalities. A positive ANA by itself is common enough in healthy people that it can generate more anxiety than clarity.

Several medicines can worsen fluid retention, including some calcium-channel blockers, anti-inflammatory pain medicines, corticosteroids, and certain diabetes medicines. Bring the exact names and doses, including herbal products; a medication change within the previous 30 days is often more actionable than an isolated mildly raised CRP.

Urgent Warning Signs: When Puffy Eyes Are Not a Lab Problem

Seek urgent same-day care for painful one-sided eyelid swelling, fever, a red hot eyelid, vision loss, double vision, inability to move the eye normally, or swelling of the lips and tongue. These features can indicate an eye-area emergency or a severe allergic reaction and should not wait for outpatient blood tests.

Blood test for puffy eyes triage with eye examination tools and emergency vital sign equipment
Figure 11: Visual symptoms and systemic warning signs override routine outpatient laboratory plans.

Pain with eye movement, reduced colour vision, or a new bulging appearance of one eye requires immediate in-person assessment. Routine kidney, thyroid, or allergy tests cannot safely rule out orbital involvement, and delaying examination risks avoidable visual harm.

Generalised swelling with breathlessness, chest pressure, fainting, or oxygen saturation below 92% also needs urgent evaluation. The concern is not just fluid retention; heart, lung, kidney, or severe allergic causes can overlap, and clinicians may add ECG, chest assessment, and natriuretic peptide testing.

Foamy urine with rapidly increasing weight of more than 2 kg in 3 days, falling urine output, or a new blood pressure above 180/120 mmHg is another reason to seek same-day care. If urine looks pink or tea-coloured, our urinalysis versus uric acid guide can help you prepare more useful questions, but it is not a substitute for assessment.

Puffy Eyes in Pregnancy, Children and Older Adults

Puffy eyes need a lower threshold for blood pressure and urine testing in pregnancy, in children with sudden swelling, and in older adults with new medication or heart-kidney risk. The same facial appearance carries different probabilities in these groups.

Blood test for puffy eyes during pregnancy with upright clinical blood pressure and urine assessment
Figure 12: Pregnancy-related facial swelling needs blood pressure and urine context.

In pregnancy, gradual mild facial puffiness may be benign, but new swelling with headache, visual disturbance, upper abdominal pain, or blood pressure at or above 140/90 mmHg needs urgent maternity advice. Urine protein assessment helps evaluate pre-eclampsia, although clinicians use the whole maternal and fetal picture rather than a single symptom.

In children, eyelid swelling after a cold can occur with common viral illness or allergies, yet abrupt morning swelling with dark urine, reduced urination, or high blood pressure needs paediatric assessment. A child’s creatinine reference interval is age- and muscle-mass dependent, so adult cutoffs should never be applied directly.

Older adults may have lower muscle mass, making creatinine look deceptively reassuring despite reduced filtration. If this concerns a parent or partner, the pregnancy and same-day lab red flags article illustrates the principle that symptoms and age-specific context often matter as much as the reference range.

How to Prepare for Testing and Avoid Misleading Results

Most thyroid, kidney, albumin, and full blood count tests do not require fasting, but good preparation improves interpretation of borderline results. Avoid unusually strenuous exercise for 24–48 hours before renal testing if possible, and tell the clinician about creatine, biotin, diuretics, and recent illness.

Blood test for puffy eyes preparation with a laboratory sample and hydration journal
Figure 13: Consistent preparation makes repeat kidney and thyroid results easier to compare.

Dehydration can temporarily raise creatinine and albumin, while drinking excessive water immediately before testing can dilute sodium and protein measurements. Aim for ordinary hydration, and collect a first-morning urine sample when repeating an abnormal ACR unless the ordering clinician gives different instructions.

Biotin doses of 5–10 mg per day found in some hair and nail supplements can interfere with certain immunoassays, including some thyroid tests. Many laboratories advise stopping high-dose biotin for at least 48 hours before sampling, but confirm the timing with the laboratory because assay design differs.

A meaningful trend is often a change that persists on at least two draws under comparable conditions, not a single result just outside range. Our guide to longitudinal lab trends explains why a personal baseline can be more revealing than an arbitrary flag.

How to Read a Puffy-Eyes Lab Panel Without Overreacting

The most informative puffy-eyes panel combines symptoms with TSH, free T4 when indicated, creatinine/eGFR, electrolytes, albumin, liver tests, full blood count, and urine ACR. A normal panel does not invalidate symptoms; it makes structural eyelid changes, sleep, allergy, and local irritation more likely.

Blood test for puffy eyes shown as a clinician comparing kidney thyroid and albumin result trends
Figure 14: Pattern comparison identifies which abnormal results need a clinician follow-up.

Kantesti AI compares dates, units, reference ranges, and related markers to identify changes that merit discussion, such as eGFR falling from 96 to 68 mL/min/1.73 m² alongside new urine albumin. A result review should always retain the original PDF or photograph because transcription errors and unit mismatches are real.

Kantesti is an AI lab test interpretation service designed to explain laboratory patterns in patient-friendly language, not to replace an eye examination or prescribe treatment. Our AI technology guide describes why contextual analysis includes medication, symptoms, prior values, and the laboratory’s own interval.

Dr. Thomas Klein recommends bringing three things to an appointment: the original report, a 2-week swelling timeline, and a complete medication and supplement list. For methodology and clinical safeguards, review our medical validation standards, particularly if a result appears surprising or inconsistent with how you feel.

Research Publications, Clinical Oversight and Practical Next Steps

As of July 20, 2026, the practical next step for persistent puffy eyes is a clinician-guided set of targeted tests, not a broad self-diagnosis panel. Recheck timing should reflect the result: urgent symptoms need same-day assessment, while mild isolated abnormalities often need confirmation within weeks.

Kantesti supports people in 127+ countries by organising laboratory reports and longitudinal results, while the treating clinician remains responsible for diagnosis and treatment. Our Medical Advisory Board helps set the clinical boundaries for when an AI explanation should prompt routine follow-up, urgent care, or direct specialist review.

Klein, T. (2026). Multilingual AI Assisted Clinical Decision Support for Early Hantavirus Triage: Design, Engineering Validation, and Real-World Deployment Across 50,000 Interpreted Blood Test Reports. Figshare. DOI | ResearchGate | Academia.edu.

Klein, T. (2026). A Pre-Registered, Rubric-Based Automated Technical Benchmark of the Kantesti Blood-Test Interpretation Engine on 100,000 Synthetic Test Cases. Figshare. DOI | ResearchGate | Academia.edu. Read more about Kantesti Ltd and its clinical review approach.

Frequently Asked Questions

What blood tests should I ask for if my eyes are puffy?

For persistent puffy eyes, clinicians commonly consider creatinine with eGFR, electrolytes, serum albumin, liver tests, TSH, and free T4 when thyroid symptoms are present. A first-morning urine ACR is often as important as the blood tests because an ACR of 3 mg/mmol or 30 mg/g and above can show albumin leakage. A full blood count may add eosinophils when itching, sneezing, eczema, or hives suggest allergy. The exact selection should follow symptoms, medications, blood pressure, and pregnancy status.

Can hypothyroidism cause swollen eyelids?

Yes, hypothyroidism can cause gradual, bilateral, non-itchy eyelid and facial puffiness through tissue changes and fluid retention. A typical non-pregnant adult TSH interval is about 0.4–4.0 mIU/L, and a TSH of 10 mIU/L or higher with low free T4 supports overt primary hypothyroidism. Dry skin, constipation, cold intolerance, fatigue, and a slower pulse make this explanation more plausible. Painful one-sided swelling or vision changes are not typical hypothyroid signs and need prompt examination.

Are puffy eyes a sign of kidney disease?

Puffy eyes can be an early sign of kidney protein loss, particularly when swelling is worse in the morning and occurs with foamy urine, ankle swelling, high blood pressure, or reduced urination. A urine ACR below 3 mg/mmol or 30 mg/g is usually normal, while a confirmed value at or above this level indicates abnormal albumin leakage. An eGFR below 60 mL/min/1.73 m² for 3 months or longer is one criterion for chronic kidney disease. Puffy eyes alone are not enough to diagnose kidney disease because sleep, salt intake, and allergy are far more common causes.

Does a high IgE level explain puffy eyes?

A high total IgE level can support an allergic tendency but cannot prove that allergy is causing puffy eyes. Total IgE reference intervals vary widely between laboratories, and high values can occur with eczema, parasites, smoking, and several non-allergic conditions. Targeted specific-IgE testing is more useful when eyelid swelling repeatedly follows a particular exposure and includes itching, sneezing, hives, or watery eyes. Sudden lip, tongue, or throat swelling needs emergency assessment regardless of the IgE result.

When are swollen eyelids an emergency?

Swollen eyelids are an emergency when they are painful and one-sided, occur with fever, reduce vision, cause double vision, limit eye movement, or appear with a bulging eye. Immediate emergency help is also needed for swelling of the lips or tongue, wheezing, faintness, or oxygen saturation below 92%. New generalised swelling with a blood pressure of 180/120 mmHg or higher, chest symptoms, or markedly reduced urination also warrants same-day care. Routine thyroid, kidney, and allergy testing should not delay an urgent in-person assessment.

Can low protein cause puffy eyes?

Low albumin can contribute to puffy eyes because albumin helps keep fluid within the bloodstream. Serum albumin below 35 g/L or 3.5 g/dL is usually considered low, while values below 30 g/L with heavy urine protein require timely evaluation for renal loss, liver disease, gut loss, or significant illness. Simply increasing dietary protein does not correct albumin lost through the kidneys. A urine ACR and liver-kidney panel help distinguish the likely cause.

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📚 Referenced Research Publications

1

Klein, T., Mitchell, S., & Weber, H. (2026). Multilingual AI Assisted Clinical Decision Support for Early Hantavirus Triage: Design, Engineering Validation, and Real-World Deployment Across 50,000 Interpreted Blood Test Reports. Kantesti AI Medical Research.

2

Klein, T., Mitchell, S., & Weber, H. (2026). A Pre-Registered, Rubric-Based Automated Technical Benchmark of the Kantesti Blood-Test Interpretation Engine on 100,000 Synthetic Test Cases. Kantesti AI Medical Research.

📖 External Medical References

3

KDIGO CKD Work Group (2024). KDIGO 2024 Clinical Practice Guideline for the Evaluation and Management of Chronic Kidney Disease. Kidney International.

4

Jonklaas J et al. (2014). Guidelines for the Treatment of Hypothyroidism: Prepared by the American Thyroid Association Task Force on Thyroid Hormone Replacement. Thyroid.

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By Prof. Dr. Thomas Klein

Dr. Thomas Klein is a board-certified clinical hematologist serving as Chief Medical Officer at Kantesti AI. With over 15 years of experience in laboratory medicine and a strong interest in AI-supported interpretation of blood test results, he works to connect new technology with everyday clinical practice. His areas of interest include biomarker analysis, clinical decision support research and population-specific reference range optimization. As CMO, he contributes clinical input to the platform's internal benchmarking and provides clinical oversight for the medical quality of Kantesti's educational reports.

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