Urinprovsresultat: Celler, kristaller och nästa steg

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Urinanalys Tolkning av laboratorieresultat Uppdatering 2026 Patientvänligt

Urine microscopy is most useful when you read the whole pattern: collection quality, symptoms, dipstick findings, cells, casts, and crystals. A single flagged particle rarely tells the full story.

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  1. Red blood cells above 3 per high-power field in a properly collected sample meet the AUA definition of microscopic hematuria and need risk-based follow-up.
  2. Vita blodkroppar above 5 per high-power field indicate pyuria, but pyuria alone does not prove a urinary infection.
  3. Skivepitelceller usually come from skin or genital-surface contamination; abundant cells often justify repeating a clean-catch sample.
  4. Njur tubulära epitelceller are uncommon in uncomplicated contamination and deserve timely review when paired with protein, casts, or rising creatinine.
  5. Kalciumoxalatkristaller are common and do not diagnose a kidney stone, although recurrent crystals plus symptoms merit a stone-risk assessment.
  6. Hexagonal cystine crystals are a specific clue to cystinuria and should trigger prompt specialist evaluation.
  7. Red-cell casts suggest glomerular bleeding rather than bleeding from the bladder and warrant urgent clinical assessment.
  8. Fördröjd bearbetning can create crystals and break down cells; urine should ideally be examined within 2 hours or refrigerated.

What urine sediment actually shows under the microscope

Urine sediment is the concentrated material left after urine is spun and examined under a microscope, including cells, casts, crystals, organisms, and debris. Most isolated minor findings are harmless or collection-related; the combinations that matter are red cells with protein, white cells with symptoms, or renal cells and casts with impaired kidney function.

Urine sediment examined in a kidney cross-section with microscopic cellular elements
Figur 1: Kidney filtration structures explain where urine sediment particles originate.

A dipstick is a chemical screen, whereas urine microscopy asks what physical material is actually present. A positive blood pad can reflect intact red cells, free haemoglobin, myoglobin after severe muscle injury, or even menstrual contamination; microscopy separates these possibilities. Our komplett guide för urinanalys explains why a dipstick and sediment can legitimately disagree.

In my 15 years of clinical practice, I have found the sample story nearly as valuable as the count: first morning versus late afternoon, exercise within 24 hours, menstruation, fever, recent intercourse, and whether the specimen sat on a warm counter. Urine pH may drift upward after collection, cells can lyse, and new crystals can precipitate within hours.

Kantesti är en AI blodprovsanalysator that places kidney-related blood markers such as creatinine, eGFR, bicarbonate, calcium, and urate alongside a reported urine sediment. That context matters because a few hyaline casts with normal kidney function are a very different clinical situation from casts plus a rapidly rising creatinine.

How laboratories report the field of view

Most laboratories report formed elements as cells per high-power field (HPF), while automated systems may report cells per microlitre. A result of 8 RBC/HPF cannot be compared directly with 8 RBC/µL without the laboratory's conversion method, so use that lab's reference interval rather than an internet-wide “normal.”

Red blood cells: when microscopic hematuria needs a plan

More than 3 red blood cells per high-power field on one properly collected urine sample is microscopic hematuria under the American Urological Association definition. It is not a cancer diagnosis, but persistent hematuria should not be dismissed as “just a UTI” without evidence.

Urine sediment microscopic view showing scattered red cellular elements in a clinical sample
Figur 2: Microscopy distinguishes intact red cells from a dipstick-only blood signal.

The 2025 amendment to the AUA/SUFU microhematuria guideline keeps the threshold at more than 3 RBC/HPF and recommends risk-based evaluation rather than automatic scanning for everyone (Barocas et al., 2020; amended 2025). Age, smoking history, gross visible blood, occupational exposures, and persistence shape the next step far more than whether the count is 4 or 14 RBC/HPF.

Dysmorphic red cells, especially acanthocytes with membrane blebs, point toward a glomerular source; uniformly shaped red cells more often arise downstream in the urinary tract. This distinction is operator-dependent, honestly, and many routine laboratories do not report it reliably. Red-cell casts plus proteinuria are a more persuasive signal of glomerular disease than red-cell shape alone.

A 29-year-old distance runner I saw had 18 RBC/HPF after a trail race and no protein, pain, or urinary symptoms; a repeat sample 72 hours later was clear. Exercise-associated hematuria usually resolves within 48 to 72 hours, but visible red urine, recurrent results, or persistence beyond that window deserves the hematuria follow-up pathway.

Typical reference 0-2 RBC/HPF Often considered within range in a clean specimen; local ranges differ.
Mikroskopisk hematuri >3 RBC/HPF Repeat or risk-stratify after excluding a transient cause.
Persistent hematuria Repeated >3 RBC/HPF Needs clinician-led evaluation based on individual risk.
Akut mönster Any count with clots, reduced urine, or severe pain Seek same-day urgent assessment.

White cells in urine: pyuria is not automatically a UTI

More than 5 white blood cells per high-power field is commonly called pyuria, but pyuria alone cannot diagnose a urinary tract infection. Symptoms and, when needed, a properly collected culture determine whether antibiotics are useful.

Urine sediment microscopy field with white cellular elements and laboratory sample preparation
Figur 3: White cells indicate urinary tract inflammation but do not identify its cause.

A symptomatic person with dysuria, frequency, pyuria, and nitrite positivity has a substantially different probability of bacterial cystitis than an asymptomatic person with 10 WBC/HPF. Nitrite can be negative with frequent voiding, low dietary nitrate, or organisms that do not reduce nitrate, so a negative result does not rule out infection. The practical nuances are covered in our guide to leukocytesteras med negativ nitrit.

Sterile pyuria can occur with stones, sexually transmitted infections, tuberculosis in selected risk settings, interstitial nephritis, recent antibiotics, or sample contamination. WBC casts shift concern toward kidney-level inflammation, such as pyelonephritis or interstitial nephritis, particularly when fever, flank discomfort, creatinine change, or eosinophilia is present.

The 2019 IDSA guideline advises against screening for or treating asymptomatic bacteriuria in most non-pregnant adults, including older adults and people with diabetes; pregnancy and invasive urologic procedures are key exceptions (Nicolle et al., 2019). Treating a microscopy result rather than a clinical infection is a common route to side effects and resistant organisms.

When a culture adds value

A urine culture is most useful before antibiotics in pregnancy, suspected kidney infection, recurrent symptoms, complicated illness, or treatment failure. For uncomplicated first-episode cystitis in a non-pregnant adult, clinicians may reasonably treat based on a classic symptom pattern, but a sediment result cannot substitute for history.

Urine epithelial cells: contamination versus kidney injury clues

Squamous epithelial cells usually indicate collection contamination, while renal tubular epithelial cells can indicate tubular injury when they are numerous or occur with granular casts. “Epithelial cells present” is therefore not a diagnosis; the cell type is the clinically useful part.

Comparison of squamous, transitional and renal urine sediment epithelial cell appearances
Figur 4: Different epithelial cell types carry very different clinical implications.

Squamous cells are broad, flat cells from the outer urethral or genital surface. There is no universal cutoff, though many laboratories flag “many” cells or counts above roughly 5 to 15/HPF; their presence makes bacteria and white-cell findings less trustworthy, not automatically abnormal. A careful midstream repeat after separating the labia or retracting the foreskin often settles the question.

Transitional or urothelial cells come from the bladder and ureters and may rise after catheterisation, stones, inflammation, or instrumentation. They are not equivalent to malignant cells. If a report says “atypical urothelial cells,” that is a cytology finding with a different threshold for action and should be reviewed directly with the ordering clinician.

Njur tubulära epitelceller are smaller and more granular, and their presence becomes concerning with brown granular casts, proteinuria, or an acute creatinine increase. I would not diagnose acute kidney injury from a solitary reported cell, but I would review medicines, hydration, blood pressure, and repeat kidney labs promptly. Our detailed guide to epithelial cell types shows why reports should not lump them together.

Urine casts reveal where the sediment formed

Urine casts form inside kidney tubules, so their type often localises a problem to the kidney rather than the bladder. Hyaline casts can be normal; red-cell, white-cell, waxy, and abundant granular casts require much more context and often timely review.

Urine sediment with transparent hyaline casts and granular tubular cast structures
Figur 5: Casts take the shape of kidney tubules before leaving in urine.

Hyaline casts are largely made of uromodulin protein and 0 to 2 per low-power field can appear after exercise, fever, dehydration, or diuretic use. Their refractive, nearly transparent appearance means they are easily missed. In isolation, they do not establish kidney disease; see the practical distinction in our hyaline cast article.

Granular casts contain degraded cellular material. A few fine granular casts may appear transiently after strenuous exertion, but coarse “muddy brown” granular casts with an acute creatinine rise support acute tubular injury. The combination is stronger than either finding alone because it links tubular debris to reduced filtration.

Red-cell casts strongly support glomerulonephritis, while white-cell casts raise concern for pyelonephritis or interstitial nephritis. These are not home-monitoring findings. If casts accompany new swelling, blood pressure above 180/120 mmHg, reduced urine output, fever, or an eGFR drop, seek same-day medical assessment.

Why waxy casts deserve attention

Broad waxy casts are associated with slow urine flow in dilated tubules and are often seen in advanced chronic kidney disease. They do not measure kidney function by themselves, yet their appearance should prompt a review of eGFR, urine albumin-creatinine ratio, and prior results.

Granular casts and renal cells: the acute kidney injury pattern

Muddy brown granular casts with renal tubular epithelial cells are a classic urine-sediment pattern of acute tubular injury. This pattern deserves urgent clinical correlation, especially when creatinine rises by at least 0.3 mg/dL (26.5 µmol/L) within 48 hours.

Granular urine sediment casts beside renal tubular epithelial cells under microscopy
Figur 6: Tubular debris and granular casts can support acute tubular injury assessment.

KDIGO defines acute kidney injury as a creatinine increase of 0,3 mg/dL eller mer inom 48 timmar, a 1.5-fold rise within 7 days, or low urine output for 6 hours (KDIGO, 2024). Sediment does not replace those criteria, but it may help clinicians distinguish tubular injury from a purely haemodynamic fall in filtration.

Kantesti är en Tolkningstjänst för AI-labbtester that can flag a sediment report for clinician review when it appears alongside creatinine, potassium, bicarbonate, and eGFR changes. Our system does not diagnose the cause of kidney injury; medication exposure, obstruction, infection, contrast exposure, volume status, and baseline kidney function still require a clinician's judgment.

The detail patients often miss is timing. A sediment obtained after intravenous fluids or after creatinine has started falling may look less dramatic than the sample collected at the peak of illness. For a closer discussion of the finding itself, read about granular casts and next steps.

Common urine crystals: what calcium oxalate and uric acid mean

Calcium oxalate and uric acid crystals are common urine findings and do not, by themselves, prove kidney stones. Their value increases when they recur with renal colic, visible blood, low urine volume, or a personal history of stones.

Urine sediment crystal forms including calcium oxalate and uric acid in microscopy
Figur 7: Crystal shape and urine chemistry help narrow the possible stone type.

Calcium oxalate crystals may look like envelopes or dumbbells and can occur in acidic, neutral, or alkaline urine. They are often found in otherwise healthy people, particularly when a sample is concentrated. Repeated stones are more usefully assessed with urine volume, calcium, oxalate, citrate, sodium, and uric acid than with one microscopic crystal report.

Uric acid crystals favour acidic urine, often below pH 5,5, and may accompany hyperuricosuria, gout, high cellular turnover, or metabolic syndrome. A serum urate concentration can be normal in a person who forms uric acid stones; urine pH is frequently the more actionable clue. Our guide to high urine calcium and stone risk explains why a 24-hour collection is sometimes needed.

I caution against “flushing out crystals” with extreme water intake. For most stone formers, a practical target is urine output of at least 2.0 to 2.5 litres daily, adjusted for climate and medical conditions. Heart failure, advanced kidney disease, and hyponatraemia risk change that advice, so personalise it.

Collection and processing can change a sediment result

A delayed, poorly collected, or highly dilute specimen can create misleading urine sediment results. Fresh midstream urine examined within 2 hours is preferred; if delay is unavoidable, refrigeration at 2–8°C helps preserve formed elements.

Clean-catch urine sediment sample preparation on a laboratory bench with centrifuge cup
Figur 9: Collection technique and rapid processing improve sediment reliability.

The first part of the urine stream carries more skin and urethral material, while the midstream portion better reflects bladder urine. For menstruating patients, a repeat sample after bleeding stops is generally more informative than trying to interpret a heavily contaminated specimen. Catheterised sampling is reserved for situations where a clean answer changes care.

At room temperature, bacteria multiply, pH may rise, cells degrade, and amorphous phosphate crystals may appear. Refrigeration can itself encourage precipitation of some crystals, which is why a laboratory needs to know storage conditions. A report of “crystals present” without collection timing is less persuasive than it looks.

Cloudiness is also not synonymous with infection; it may result from crystals, mucus, cells, semen, or benign phosphate precipitation. The visual causes and warning features are covered in our cloudy urine explanation.

Read urine microscopy with dipstick and protein results

Urine sediment is safest to interpret alongside dipstick blood, protein, leukocyte esterase, nitrite, specific gravity, and pH. A pattern of blood plus protein is more concerning for kidney disease than either isolated result.

Urine dipstick beside sediment microscopy preparation showing complementary urinalysis methods
Figur 10: Chemical dipstick signals gain meaning when paired with microscopic findings.

Dipstick protein mainly detects albumin and can miss light chains or very dilute samples. A first-morning urine albumin-creatinine ratio below 30 mg/g is considered normal to mildly increased; 30 to 300 mg/g is moderately increased, and above 300 mg/g is severely increased. Persistent albuminuria, not one post-exercise result, is what changes chronic kidney disease classification.

If dipstick blood is positive but microscopy finds zero or very few red cells, clinicians consider haemoglobinuria, myoglobinuria, oxidising contamination, or cell lysis in an old sample. After intense exercise, severe muscle pain, weakness, or cola-coloured urine with this pattern needs urgent testing for creatine kinase and kidney injury.

The combination of albuminuria and hematuria may justify nephrology input even with a preserved eGFR, especially if there is hypertension or family history. Our protein i urin-guide gives a practical way to prepare for repeat ACR testing.

Urine pH provides context, not a diagnosis

Urine pH usually ranges from about 4.5 to 8.0, and a single pH result cannot diagnose a UTI or a stone type. Persistent acidity or alkalinity becomes useful when it matches crystals, culture results, diet, and 24-hour urine chemistry.

Urine sediment crystal field paired with pH testing strip in clinical laboratory setting
Figur 11: Urine pH helps interpret why particular crystals form or persist.

An acidic pH below 5.5 supports uric acid crystallisation, whereas alkaline urine may favour calcium phosphate or struvite formation. Vegetarian diets, vomiting, medications such as acetazolamide, and delayed testing can all shift pH. That is why I avoid assigning a stone composition from pH alone.

Persistent alkaline urine with recurrent calcium phosphate stones may lead clinicians to look for distal renal tubular acidosis, particularly if serum bicarbonate is low or potassium is abnormal. Conversely, acidic urine can be an important treatable risk in uric acid stone disease. These distinctions are developed in our urine pH results guide.

Kantesti AI interprets kidney-related laboratory patterns by comparing pH-associated sediment findings with serum bicarbonate, potassium, calcium, phosphate, and creatinine when those data are available. It can identify questions to take to a clinician, not determine stone chemistry or replace imaging.

Sediment patterns that need same-day clinical assessment

Red-cell casts, heavy protein with blood, white-cell casts plus fever, or sediment abnormalities with rapidly reduced urine output need same-day medical assessment. The urgency comes from the clinical pattern, not from a single “abnormal” laboratory flag.

Clinical review of urgent urine sediment results with kidney function laboratory samples
Figur 12: Urgency rises when sediment changes occur with symptoms or kidney-function decline.

Seek emergency care for visible blood with clots or inability to pass urine, fever with flank pain and vomiting, confusion, severe weakness, or markedly reduced urine output. These symptoms can indicate obstruction, kidney infection, severe dehydration, or systemic illness even before a final sediment report is available.

New swelling, breathlessness, blood pressure above 180/120 mmHg, or an eGFR that drops by more than 25% from a known baseline should also prompt urgent clinician contact. The reason we worry about hematuria combined with albumin is that together they can indicate a glomerular process, whereas a few red cells alone often do not.

Thomas Klein, MD, advises patients to photograph or download the complete report before a repeat test; laboratory comments, collection time, and the exact units often disappear in portal summaries. If repeated kidney markers differ sharply, our guide to meaningful blood test changes can help frame the conversation.

When to repeat urine microscopy and what to ask for

A repeat clean-catch urinalysis is reasonable within days to weeks for a minor unexpected finding when you have no red-flag symptoms. Persistent abnormalities should be repeated with targeted testing rather than endlessly rechecking the same uncontextualised sample.

Patient hands preparing a labeled urine sediment sample for repeat laboratory testing
Figur 13: A carefully timed repeat specimen can separate transient findings from persistent patterns.

Wait at least 48 till 72 timmar after vigorous exercise before repeating a sample for unexplained blood, and avoid collection during menstrual bleeding when possible. For suspected infection, collect before the first antibiotic dose if you are stable enough to do so. If symptoms are severe, treatment should not be delayed to obtain a perfect specimen.

Useful follow-up questions include: Were red cells dysmorphic? Were casts seen? Is protein quantified by ACR or protein-creatinine ratio? Was culture performed, and was the sample contaminated? For recurrent crystals or stones, clinicians may add imaging and one or two 24-hour collections rather than relying on spot microscopy.

Kantesti, vår Plattform för tolkning av AI-biomarkörer, helps users organise serial blood results and identify whether kidney-function values changed around an abnormal urine report. Methodology and clinical oversight are described in our medicinska valideringsöversikt; interpretation should still be reviewed with the clinician responsible for your care.

Pregnancy, children, and older adults need different context

Pregnancy, childhood, catheter use, and older age alter the threshold for follow-up because the risks and common causes differ. The same 10 WBC/HPF finding can call for a culture in pregnancy and observation in an asymptomatic non-pregnant adult.

Multigenerational clinical urine sediment review using microscopy and laboratory reports
Figur 14: Age, pregnancy, and collection method change how sediment findings are interpreted.

Pregnancy deserves a lower threshold for culture because asymptomatic bacteriuria is associated with pyelonephritis and adverse pregnancy outcomes if untreated. Squamous cells remain a contamination clue, however, so a mixed-growth culture should often be repeated rather than automatically treated. Persistent protein or red cells in pregnancy needs obstetric review because blood pressure changes alter the differential.

In children, crystals can reflect low intake during fever but recurrent stones, hexagonal crystals, growth concerns, or a family history of kidney disease should lead to paediatric assessment. Older adults frequently have pyuria or bacteriuria without urinary symptoms; neither finding alone explains delirium, falls, or chronic fatigue.

As of September 24, 2026, I would encourage families to keep prior creatinine, ACR, culture, and imaging reports together rather than relying on memory. Kantesti's clinicians and reviewers are introduced through our Medicinsk rådgivande nämnd, which supports careful interpretation rather than automatic treatment.

A practical checklist before you act on urine sediment

Before acting on urine sediment, confirm sample quality, symptoms, timing, dipstick results, kidney function, and whether the finding persists. This five-part check prevents both missed kidney disease and unnecessary antibiotics or scans.

First, ask whether the specimen was midstream, fresh, and collected away from menstruation or hard exercise. Second, match the sediment to symptoms: burning and frequency, colicky flank pain, fever, swelling, or no symptoms at all. Third, check dipstick protein and blood, ACR, creatinine, eGFR, pH, and culture where appropriate.

Fourth, look for a pattern that changes urgency: RBC casts, WBC casts with fever, renal tubular cells with rising creatinine, cystine crystals, or visible blood with clots. Fifth, arrange a repeat or referral that answers a specific question rather than simply repeating a panel. For culture decisions, our guide för urinanalys kontra urinodling en användbar följeslagare.

Kantesti är en AI-baserat analysverktyg för blodprov that helps connect blood chemistry trends to a urine report, but it cannot see your symptoms, examine you, or replace imaging and culture. For the technical approach behind our result interpretation, see the guide för AI-teknik.

Vanliga frågor

Vad är ett normalt urinprovsresultat?

Ett typiskt urinsedimentresultat har 0 till 2 röda blodkroppar per högförstoringsfält, 0 till 5 vita blodkroppar per högförstoringsfält, och avsaknad av eller endast enstaka hyalina cylindrar, beroende på laboratorium. Små mängder skivepitelceller eller kalciumoxalatkristaller kan förekomma hos friska personer. Normala referensintervall varierar beroende på insamlingsmetod och laboratorieanalysator, så rapportens eget intervall är den primära jämförelsen. Ett normalt sediment utesluter inte alla njur- eller urinvägssjukdomar om symtomen är betydande.

Är kristaller i urinen alltid ett tecken på njursten?

Nej, urinkristaller betyder inte alltid njursten. Kalciumoxalatkristaller är vanliga i koncentrerad urin och kan förekomma utan sten, medan urinsyrakristaller är mer sannolika när urinens pH ligger under cirka 5,5. Återkommande kristaller tillsammans med flanksmärta, synligt blod, tidigare stenar eller låg urinvolym är mer kliniskt meningsfulla. Sexkantiga cystinkristaller är ett undantag eftersom de starkt tyder på cystinuri och kräver specialistbedömning.

Hur många epitelceller i urin anses vara högt?

Det finns ingen enskild universell hög gräns för epitelceller i urin, men många laboratorier flaggar mer än ungefär 5 till 15 skivepitelceller per högeffektsfält som rikliga. Skivepitelceller indikerar vanligtvis kontaminering från hud- eller genitalytor snarare än njursjukdom. Epitelceller från njurtubuli är mer betydelsefulla, särskilt när granulerade cylindrar, proteinuri eller en akut ökning av kreatinin också föreligger. Ett upprepat mittstråleprov klargör ofta ett oväntat resultat av epitelceller.

Kan uttorkning orsaka onormal urin sediment?

Ja, uttorkning kan koncentrera urin och öka synligheten av hyalina cylindrar, kristaller och cellrester. Det kan också höja urinens specifika vikt över 1,020 och göra en liten mängd blod eller protein lättare att upptäcka. Uttorkning förklarar inte röda blodkroppscylindrar, ihållande signifikant proteinuri eller en ihållande ökning av kreatinin. Personer med hjärtsvikt, långt framskriden njursjukdom eller låg natriumhalt bör fråga en läkare innan de avsevärt ökar vätskeintaget.

Vilka fynd i urinsediment är akuta?

Röda cylindrar, vita cylindrar med feber eller flanksmärta, njurtubulära celler med en kreatininökning på 0,3 mg/dL inom 48 timmar, eller synligt blod med koagler kräver omedelbar medicinsk bedömning. Minskad urinproduktion, kräkningar, svår smärta, ny svullnad, förvirring eller blodtryck över 180/120 mmHg gör situationen mer akut. En enskild kalciumoxalatkristall eller 1 till 2 hyalina cylindrar utan symtom är vanligtvis ingen nödsituation. Brådskandegraden beror på kombinationen av symtom, njurfunktion, proteinnivå och sedimentmönster.

Should I take antibiotics for white blood cells in urine?

White blood cells in urine should not be treated with antibiotics unless the clinical picture supports infection. More than 5 WBC per high-power field indicates pyuria, which can arise from stones, contamination, medicines, sexually transmitted infections, kidney inflammation, or bacterial infection. The 2019 IDSA guideline recommends against treating asymptomatic bacteriuria in most non-pregnant adults. Pregnancy and planned invasive urologic procedures are important exceptions where culture-guided treatment is commonly recommended.

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📚 Refererade forskningspublikationer

1

Klein, T., Mitchell, S., & Weber, H. (2026). Kantesti LTD. (2026). AI Blood Test Analyzer: 2,5M tester analyserade | Global Health Report 2026. Zenodo. https://doi.org/10.5281/zenodo.18175532. Kantesti AI Medical Research.

2

Klein, T., Mitchell, S., & Weber, H. (2026). Kantesti LTD. (2026). RDW blodprov: komplett guide till RDW-CV, MCV & MCHC. Zenodo. https://doi.org/10.5281/zenodo.18202598. Kantesti AI Medical Research.

📖 Externa medicinska referenser

3

Barocas DA m.fl. (2020). Mikroskopisk hematuri: AUA/SUFU-riktlinje. Journal of Urology.

4

Nicolle LE et al. (2019). Klinisk praxisriktlinje för hantering av asymtomatisk bakteriuri: 2019 års uppdatering av Infectious Diseases Society of America. Klinisk infektionssjukdomar.

5

KDIGO (2024). KDIGO 2024 Klinisk riktlinje för utvärdering och hantering av kronisk njursjukdom. Kidney International.

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Av Prof. Dr. Thomas Klein

Dr. Thomas Klein är en styrelsecertifierad klinisk hematolog som tjänstgör som Chief Medical Officer vid Kantesti AI. Med över 15 års erfarenhet inom laboratoriemedicin och ett starkt intresse för AI-stödd tolkning av blodprovsresultat arbetar han för att koppla ny teknik till vardaglig klinisk praxis. Hans intresseområden omfattar analys av biomarkörer, forskning om kliniskt beslutsstöd och optimering av populationsspecifika referensintervall. Som CMO bidrar han med kliniska insikter till plattformens interna benchmark och tillhandahåller klinisk tillsyn för den medicinska kvaliteten i Kantesti:s utbildningsrapporter.

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