Blood Cancer Test Pathway: CBC, Smear and Flow Clues

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Hematology Lab Interpretation 2026 Update Patient-Friendly

A blood cancer test usually starts with a CBC, not a scan. The next steps depend on the pattern: smear review, flow cytometry, repeat testing, or bone marrow examination.

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📝 Published: 🩺 Medically Reviewed: ✅ Evidence-Based
⚡ Quick Summary v1.0 —
  1. Blood cancer test usually means a stepwise pathway: CBC first, smear second, then flow cytometry or marrow testing if the pattern persists.
  2. CBC blood cancer clues include unexplained WBC above 30 × 10⁹/L, blasts, severe anemia, platelets below 50 × 10⁹/L, or several abnormal cell lines together.
  3. Blood smear test cancer clues are visual findings such as blasts, abnormal lymphocytes, tear-drop cells, dysplasia, rouleaux, and smudge cells.
  4. Flow cytometry identifies abnormal immune-cell populations by surface markers; CLL diagnosis typically requires ≥5 × 10⁹/L clonal B cells for at least 3 months.
  5. Bone marrow testing is usually considered when blasts appear, pancytopenia persists, monoclonal cells are found, or CBC abnormalities cannot be explained by infection, medicine, or deficiency.
  6. False alarms happen: steroids, stress, viral illness, clotted samples, platelet clumping, and recent vaccines can all shift counts for 24 hours to several weeks.
  7. Urgent review is sensible for blasts, WBC above 100 × 10⁹/L, platelets below 20 × 10⁹/L, hemoglobin below 70 g/L, fever with neutropenia, or new neurological symptoms.
  8. Trend matters because one abnormal CBC is less informative than 2 or 3 results over 2-8 weeks, especially when symptoms are mild.

What a blood cancer test can suggest before diagnosis

A blood cancer test is usually not one single test; it is a sequence that starts with a CBC, checks a smear, and escalates to flow cytometry or bone marrow testing when the pattern looks persistent or malignant. A CBC can raise suspicion within minutes, but it cannot name leukemia, lymphoma, myeloma, or marrow failure by itself.

Blood cancer test pathway showing CBC, slide review and flow cytometry steps
Figure 1: Stepwise hematology testing starts broad, then becomes more specific.

As of June 17, 2026, I still tell patients the same thing I learned early in hematology clinics: the CBC is a smoke alarm, not the fire report. Kantesti is an AI blood test interpretation platform that reads CBC patterns in clinical context, but a doctor must confirm suspected blood cancer with microscopy, immunophenotyping, genetics, and sometimes marrow tissue examination; our company background is described on About Us.

I am Thomas Klein, MD, and in my clinical review work I worry less about one mildly high white cell count and more about combinations: anemia plus low platelets, rising lymphocytes for more than 3 months, or immature cells reported as blasts. A blood cancer blood test pathway often moves from automated CBC to manual smear within the same laboratory day when an analyzer flag crosses a local threshold.

The practical first question is not, Do I have cancer? It is, Does this count pattern fit a benign cause within the next 24-72 hours, or does it need hematology review now? A normal CBC does not completely exclude lymphoma or early myeloma, but a normal hemoglobin, WBC, platelet count, calcium, creatinine, and LDH makes aggressive blood cancer less likely in many symptomatic adults.

CBC blood cancer clues doctors check first

CBC blood cancer clues come from the total WBC, absolute differential, hemoglobin, platelet count, red cell indices, and analyzer flags. Adult reference intervals vary by lab, but a WBC of about 4.0-11.0 × 10⁹/L, hemoglobin of 120-170 g/L, and platelets of 150-450 × 10⁹/L are common starting points.

CBC analyzer examining cellular counts for a blood cancer test pathway
Figure 2: Automated CBC results decide whether the lab reviews cells manually.

A CBC becomes more concerning when 2 or 3 cell lines are abnormal together. For example, a WBC of 38 × 10⁹/L with hemoglobin 82 g/L and platelets 42 × 10⁹/L has a very different risk profile from a WBC of 13 × 10⁹/L after a chest infection.

Automated machines are excellent counters, but they are not diagnosticians. If you want the plain-English anatomy of the test, our guide to CBC components explains how red cells, white cells, platelets, indices, and the differential fit together.

One underused trick is comparing the absolute count with the percentage. A lymphocyte percentage of 55% can be harmless if the total WBC is 5.0 × 10⁹/L, but an absolute lymphocyte count of 8.0 × 10⁹/L in a 68-year-old that persists for 3 months deserves a different conversation.

Typical adult WBC range 4.0-11.0 × 10⁹/L Usually reassuring if hemoglobin, platelets and smear are also normal
Mild leukocytosis 11.0-20.0 × 10⁹/L Often infection, smoking, steroids, stress, pregnancy, or inflammation
Marked leukocytosis 20.0-50.0 × 10⁹/L Needs differential, smear review, medication history and repeat timing
Very high WBC >50.0-100.0 × 10⁹/L Can reflect leukemia or severe reactive states; urgent clinician review is typical

White cell patterns that change the level of concern

White cell patterns matter more than the total WBC alone because neutrophils, lymphocytes, monocytes, eosinophils, basophils, and immature granulocytes point toward different causes. An absolute count, not just a percentage, is the number clinicians use for risk decisions.

Differential count pattern used in a blood cancer test interpretation
Figure 3: Absolute white cell subsets often explain why a CBC was flagged.

A neutrophil count of 14 × 10⁹/L after prednisone, trauma, or bacterial infection is common in practice and may normalize within 3-10 days. A neutrophil count of 14 × 10⁹/L plus basophilia, splenomegaly, and immature granulocytes raises a different possibility, including myeloproliferative disease.

A persistent absolute lymphocyte count above 5.0 × 10⁹/L in an older adult is the classic trigger for considering CLL-type flow cytometry, especially when smudge cells appear. Our absolute differential guide shows why a high percentage can mislead when the total WBC is low or normal.

Monocytes are another quiet clue. Sustained monocytosis above 1.0 × 10⁹/L and above 10% of white cells for at least 3 months can suggest chronic myelomonocytic leukemia, but tuberculosis, endocarditis, autoimmune disease, and recovery from neutropenia can mimic it.

High WBC results that are usually reactive

Most high WBC results are reactive, not blood cancer, especially when the rise is mild, neutrophil-predominant, and linked to infection, steroid use, smoking, pregnancy, surgery, seizures, or heavy exercise. The time course is often the giveaway.

Reactive high WBC pattern compared with suspicious hematology findings
Figure 4: Reactive white cell rises often match a recent illness or medicine.

I often see WBC values of 12-18 × 10⁹/L after a viral illness, dental infection, or a short steroid course, and the repeat CBC 1-3 weeks later looks boring again. That boring repeat is valuable; cancer patterns usually do not vanish overnight unless treatment or sampling error is involved.

The left shift matters. Bands and immature granulocytes can appear in serious infection, and toxic granulation on the smear supports an inflammatory response rather than a primary marrow cancer in many cases; our high WBC pattern guide walks through those common branches.

Here is the nuance patients rarely get from search results: very high counts can still be reactive. Severe infections, splenectomy, corticosteroids, and leukemoid reactions can push WBC above 30 × 10⁹/L, but blasts, basophilia, dysplasia, or persistent unexplained elevation push the pathway toward hematology.

Anemia, platelets and pancytopenia in the blood cancer pathway

Anemia and platelet changes raise concern when they are unexplained, progressive, or combined with abnormal white cells. Pancytopenia means low red cells, white cells, and platelets together, and that pattern usually deserves faster review than a single borderline abnormality.

Anemia and platelet abnormalities assessed during a blood cancer test
Figure 5: Multiple low cell lines can point toward marrow production problems.

A hemoglobin of 105 g/L with MCV 72 fL in a menstruating 32-year-old often starts with iron studies, not marrow testing. A hemoglobin of 82 g/L with MCV 100 fL, platelets 58 × 10⁹/L, and neutrophils 0.8 × 10⁹/L is a different story because production failure enters the frame.

Platelets below 100 × 10⁹/L can follow viral illness, alcohol exposure, liver disease, immune thrombocytopenia, medications, or marrow disease. If you need the anemia side of the map, our anemia pattern guide explains why MCV, RDW, reticulocytes, ferritin, B12, and folate are checked before assuming cancer.

Reticulocytes are the marrow's reply. A low reticulocyte count with anemia suggests underproduction, while a high reticulocyte count suggests blood loss or hemolysis; our hematology research guide on reticulocyte markers gives more detail on that distinction.

Why the blood smear test changes the next step

A smear matters because it shows cell shape, maturity, and abnormal populations that a CBC number cannot describe. In suspected blood cancer, the blood smear test cancer question is usually whether blasts, dysplasia, abnormal lymphocytes, rouleaux, tear-drop cells, or platelet clumps are visible.

Cell sample slide reviewed for blood smear test cancer clues
Figure 6: Microscopy adds visual context that automated counts cannot provide.

A smear can convert a vague CBC flag into a specific pathway within 30-60 minutes. Blasts suggest acute leukemia until proven otherwise, tear-drop red cells suggest marrow distortion or fibrosis, and rouleaux can point toward high immunoglobulin levels in plasma cell disorders.

Manual review also prevents overcalling. Platelet clumps can make a platelet count look falsely low, nucleated red cells can distort the WBC count, and fragile lymphocytes can create smudge cells; our guide to manual differential review explains why humans still matter at the microscope.

In my experience, the smear is where family anxiety either falls sharply or rises appropriately. A report saying no blasts seen, reactive lymphocytes present after EBV-like illness, and platelets adequate on smear is very different from a report describing 18% circulating blasts.

False flags that can mimic blood cancer clues

False flags can mimic blood cancer when the sample clots, sits too long, contains platelet clumps, or is affected by recent medicine or illness. A repeat CBC in 24 hours to 2 weeks often separates a lab artifact from a persistent biological pattern.

Laboratory artifact check before escalating a blood cancer test result
Figure 7: Pre-analytic checks can prevent unnecessary escalation after one odd result.

Platelet clumping is the classic trap. A machine may report platelets at 48 × 10⁹/L, but the smear shows clumps at the feathered edge and the true platelet count is adequate; sometimes the lab repeats the test in a citrate tube.

Cold agglutinins, lipemia, tiny clots, and delayed processing can distort red cell indices or counts. Our article on high WBC lab error covers the less glamorous but clinically vital checks that happen before anyone orders expensive cancer testing.

Medicines deserve a deliberate review. Steroids can raise neutrophils within 4-24 hours, chemotherapy can drop counts 7-14 days later, and some antibiotics, antithyroid drugs, anticonvulsants, and immune therapies can trigger neutropenia or thrombocytopenia without a blood cancer being present.

When flow cytometry becomes the right test

Flow cytometry is used when the CBC or smear suggests an abnormal lymphoid or blast population that needs immunophenotyping. The test identifies cell-surface and intracellular markers, helping clinicians distinguish CLL, acute leukemia, lymphoma involvement in blood, and reactive immune changes.

Flow cytometry immunophenotyping step in a blood cancer test pathway
Figure 8: Flow cytometry identifies abnormal cell populations by marker patterns.

For CLL, the 2018 iwCLL guideline states that diagnosis requires at least 5 × 10⁹/L clonal B lymphocytes in peripheral blood for at least 3 months, confirmed by flow cytometry (Hallek et al., 2018). That is why one elevated lymphocyte count after an infection rarely settles the question.

Flow is especially useful when the smear shows small mature lymphocytes, blasts, or an unexplained lymphocytosis. Kantesti AI does not diagnose leukemia, but our pattern engine can flag combinations that make a leukemia CBC pathway more likely to require clinician-led flow cytometry.

A common surprise: flow cytometry can find monoclonal B-cell lymphocytosis, or MBL, when clonal B cells are below 5 × 10⁹/L and there are no symptoms or enlarged nodes. Many people with MBL never need treatment, but annual CBC follow-up is often sensible.

Why bone marrow testing may be ordered next

Bone marrow testing is ordered when peripheral blood results cannot explain cytopenias, blasts, dysplasia, suspected plasma cell disease, or suspected myeloid cancer. It provides architecture, cellularity, blast percentage, fibrosis, iron stores, cytogenetics, and molecular data that a CBC cannot provide.

Bone marrow tissue examination used after suspicious blood cancer test results
Figure 9: Marrow examination answers questions the peripheral blood cannot resolve.

The acute leukemia threshold is often discussed around blasts: 20% blasts in blood or marrow is a key diagnostic cutoff for many acute leukemias, though genetics can define some cases even below 20%. The 2022 European LeukemiaNet AML recommendations emphasize integrating morphology, flow, cytogenetics, and molecular genetics rather than relying on one number (Döhner et al., 2022).

A marrow examination can feel like a big escalation, but it is sometimes the shortest path to clarity. If platelets sit at 45 × 10⁹/L, neutrophils at 0.6 × 10⁹/L, and hemoglobin at 78 g/L for 2 repeat tests, waiting months is usually not kind or safe.

Lymphoma is different. Many lymphomas are diagnosed from lymph node tissue rather than blood, so a normal CBC does not exclude lymphoma; our lymphoma blood test guide explains why CBC and LDH can suggest risk without proving the diagnosis.

Myeloma clues that may not look like leukemia

Myeloma often does not begin with a high WBC; it may show anemia, high total protein or globulin, kidney impairment, high calcium, bone pain, or recurrent infections. The key blood and urine tests are SPEP, immunofixation, serum free light chains, immunoglobulins, calcium, creatinine, and beta-2 microglobulin.

Protein and kidney markers reviewed during a blood cancer test for myeloma
Figure 10: Plasma cell disorders often appear through proteins, kidneys and anemia.

A CBC can be almost normal in early plasma cell disease, which is why I pay attention to the chemistry panel beside it. Calcium above about 2.60 mmol/L, creatinine rising from baseline, hemoglobin below 100 g/L, or a globulin gap above 40 g/L can change the work-up.

Beta-2 microglobulin is used in myeloma staging because it reflects tumor burden and kidney handling, but it is not a screening test on its own. Our beta-2 microglobulin guide explains why kidney function must be read beside the number.

Rouleaux on smear means red cells stack like coins, often because plasma proteins are high. For the protein side of that pattern, our serum proteins guide covers albumin, globulins, and the A/G ratio in a way patients can actually use.

Which results need urgent review rather than waiting

Urgent review is needed when the CBC suggests immediate risk: blasts, WBC above 100 × 10⁹/L, hemoglobin below 70 g/L, platelets below 20 × 10⁹/L, fever with neutropenia, or symptoms of leukostasis such as confusion, breathlessness, severe headache, or vision changes.

Urgent hematology review thresholds in a blood cancer test pathway
Figure 11: Some CBC patterns need same-day clinical review, not watchful waiting.

Numbers are not the whole story. A platelet count of 28 × 10⁹/L with nosebleeds, bruising, or black stools is more urgent than the same count found incidentally in a stable patient with no bleeding and a known immune platelet disorder.

Fever with neutrophils below 0.5 × 10⁹/L is a medical urgency because infection risk rises sharply when marrow defenses are low. For broader patient-level thresholds, our guide to critical blood results explains why some lab flags trigger phone calls rather than portal messages.

One patient I remember had WBC 142 × 10⁹/L and mild breathlessness but thought it was anxiety. That combination can be leukostasis, and same-day assessment is safer than waiting for a routine appointment 2 weeks later.

Usually routine Single mild WBC 11-15 × 10⁹/L Repeat and correlate with infection, stress, smoking or medicine
Prompt follow-up Persistent lymphocytes >5 × 10⁹/L Often needs repeat CBC, smear and possible flow cytometry
Fast clinician review Platelets <50 × 10⁹/L or neutrophils <1.0 × 10⁹/L Risk depends on symptoms, trend, medicines and smear findings
Same-day or emergency review Blasts, WBC >100 × 10⁹/L, Hb <70 g/L, platelets <20 × 10⁹/L Potential acute leukemia, leukostasis, bleeding risk or severe marrow failure

How repeat testing prevents both panic and delay

Repeat testing is used when a CBC abnormality could be transient, technical, or early disease. A sensible interval ranges from 24-48 hours for concerning changes to 2-8 weeks for mild abnormalities in a stable patient.

Repeat CBC timing after an abnormal blood cancer test screen
Figure 12: Timing repeat tests correctly separates transient shifts from real trends.

If a patient feels well and has WBC 12.4 × 10⁹/L after a cold, I usually prefer a repeat CBC in about 2-4 weeks rather than immediate advanced testing. If the smear mentions blasts, that same patient needs a completely different timetable.

Trends beat snapshots. Three CBCs showing lymphocytes 5.8, 6.4, and 7.1 × 10⁹/L over 4 months make a stronger case for flow cytometry than one lymphocyte count of 6.0 × 10⁹/L during influenza.

Repeat plans should be written down: test date, symptoms, medicines, infection history, and exact threshold for referral. Our abnormal retest guide gives practical timing windows for common lab patterns.

How Kantesti AI helps patients read the pathway safely

AI can help patients organize suspicious CBC patterns, but it cannot replace smear review, flow cytometry, marrow testing, or a hematologist. The safest use is pattern recognition, trend comparison, and preparing better questions for clinical review.

AI-assisted CBC pattern review for a blood cancer test pathway
Figure 13: AI can organize patterns while clinicians confirm suspected disease.

Kantesti is an AI-powered blood test analysis tool used by 2M+ people across 127+ countries, and our neural network reads CBC, differential, chemistry, inflammation, and protein markers together rather than treating one flag as a diagnosis. The technical design is outlined in our AI technology guide.

Kantesti AI is useful when patients have 2 or 3 PDFs from different labs, each with different units and reference intervals. A platelet fall from 210 to 92 × 10⁹/L over 6 weeks is easier to see when the trend is normalized on one timeline.

As Thomas Klein, MD, I prefer patients bring focused questions: Did the lab do a smear? Were blasts seen? What is the absolute lymphocyte count? Do we repeat in 1 week, 4 weeks, or refer now? Kantesti is not a cancer diagnosis service, and our validation philosophy is described in medical validation.

Questions to ask after suspicious blood counts

After suspicious blood counts, patients should ask what pattern was abnormal, whether a smear was reviewed, what benign causes were considered, and what result would trigger flow cytometry or hematology referral. Good questions reduce both missed disease and unnecessary fear.

Patient questions prepared after a suspicious blood cancer test result
Figure 14: Prepared questions make hematology follow-up clearer and less frightening.

Start with 4 concrete items: the absolute counts, the smear comment, the previous CBC trend, and the planned repeat date. A portal flag that says high lymphocytes is less useful than knowing the absolute lymphocyte count is 6.2 × 10⁹/L and has been present for 4 months.

Ask about context that changes interpretation: recent steroids, viral illness, pregnancy, smoking, vaccination, surgery, autoimmune disease, alcohol intake, and family history. In my experience, 10 minutes spent reconstructing the previous 30 days often prevents a cascade of tests.

Kantesti is an AI biomarker interpretation platform that can help families keep questions, trends, and lab PDFs organized across visits. For situations where a second clinical read is sensible, our guide to blood test review explains when another set of eyes may help.

Why classification rules still need clinical judgment

Blood cancer classification uses morphology, immunophenotype, genetics, and clinical features together; no single CBC value is enough. Modern systems split diseases into biologically meaningful groups because treatment and prognosis can differ even when counts look similar.

The 2016 WHO revision of lymphoid neoplasms emphasized that lymphoma and leukemia classification depends on morphology, immunophenotype, genetics, and clinical behavior, not just cell count (Swerdlow et al., 2016). That is why two people with lymphocytosis can have different labels and very different follow-up plans.

Age also changes the meaning of results. A lymphocyte count of 6.0 × 10⁹/L in a 72-year-old often points toward CLL-type evaluation, while the same count in a 19-year-old with fever and sore throat may be a reactive viral pattern.

Kantesti's medical reviewers try to reflect that nuance: the output should say what a result can suggest, what it cannot prove, and what follow-up is usually discussed. Our physician oversight is described by the Medical Advisory Board, because blood cancer suspicion is exactly the kind of topic where human review matters.

Research publications and supporting reading

This research note lists Kantesti educational publications that support adjacent interpretation topics such as proteins, globulins, complement, ANA patterns, and inflammatory context. They do not diagnose blood cancer, but they help readers understand why CBC interpretation often needs chemistry, protein, and immune-marker context.

Kantesti Research Group. (2026). Serum Proteins Guide: Globulins, Albumin & A/G Ratio Blood Test. Zenodo. DOI: 10.5281/zenodo.18316300. ResearchGate: publication search. Academia.edu: publication search.

Kantesti Research Group. (2026). C3 C4 Complement Blood Test & ANA Titer Guide. Zenodo. DOI: 10.5281/zenodo.18353989. ResearchGate: publication search. Academia.edu: publication search.

Thomas Klein, MD, reviewed this article for patient-facing safety on June 17, 2026. The clinical bottom line is deliberately conservative: a CBC can suggest a blood cancer pathway, but smear review, flow cytometry, tissue examination, and specialist judgment decide what the abnormal pattern means.

Frequently Asked Questions

Can a CBC blood test detect blood cancer?

A CBC can suggest blood cancer, but it usually cannot diagnose it by itself. Concerning CBC patterns include blasts, WBC above 30-50 × 10⁹/L without a clear cause, persistent lymphocytes above 5 × 10⁹/L, hemoglobin below 100 g/L with other abnormal cell lines, or platelets below 100 × 10⁹/L without explanation. Diagnosis usually requires smear review, flow cytometry, genetics, tissue examination, or bone marrow testing.

What CBC results are most suspicious for leukemia?

The most suspicious CBC results for leukemia are circulating blasts, very high WBC counts such as above 50-100 × 10⁹/L, or low counts in several cell lines at once. Acute leukemia can also present with low WBC, so a normal or low white count does not always reassure if blasts or severe cytopenias are present. Fever with neutrophils below 0.5 × 10⁹/L, platelets below 20 × 10⁹/L, or hemoglobin below 70 g/L needs urgent medical review.

Why is a blood smear ordered after an abnormal CBC?

A blood smear is ordered after an abnormal CBC because it lets a trained reviewer see cell size, shape, maturity, and abnormal populations directly. The smear can show blasts, abnormal lymphocytes, tear-drop cells, rouleaux, platelet clumping, or toxic granulation, which changes the next step. A smear review can often be completed the same day when the analyzer flags a suspicious result.

When is flow cytometry used for suspected blood cancer?

Flow cytometry is used when the CBC or smear suggests an abnormal lymphocyte population, blasts, or blood involvement by leukemia or lymphoma. In CLL, guidelines require at least 5 × 10⁹/L clonal B lymphocytes in blood for at least 3 months, confirmed by flow cytometry. The test identifies marker patterns on cells, which helps separate reactive changes from clonal disease.

Does a normal CBC rule out lymphoma or myeloma?

A normal CBC does not completely rule out lymphoma or myeloma. Some lymphomas are diagnosed from lymph node tissue while CBC results remain normal, and early plasma cell disorders may first show high globulin, kidney changes, calcium elevation, or abnormal protein tests rather than a high WBC. A normal CBC is reassuring, but symptoms such as persistent enlarged nodes, weight loss, night sweats, bone pain, or recurrent infections still deserve clinical review.

How soon should abnormal blood counts be repeated?

Repeat timing depends on severity and symptoms. Mild isolated abnormalities, such as WBC 11-15 × 10⁹/L after a recent infection, are often repeated in 2-4 weeks, while severe cytopenias, blasts, WBC above 50-100 × 10⁹/L, or fever with neutropenia need same-day or urgent review. If a lab artifact is suspected, a repeat CBC may be done within 24-48 hours.

Can infection look like blood cancer on blood tests?

Yes, infection can look like blood cancer on initial blood tests because it may raise WBC, produce a left shift, lower platelets, or create reactive lymphocytes. Bacterial infection often raises neutrophils, while viral illness can raise lymphocytes or temporarily lower neutrophils and platelets. Persistence beyond 2-8 weeks, blasts, basophilia, dysplasia, or multiple unexplained abnormal cell lines makes clinicians look harder for marrow or blood cancer causes.

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📚 Referenced Research Publications

1

Klein, T., Mitchell, S., & Weber, H. (2026). Serum Proteins Guide: Globulins, Albumin & A/G Ratio Blood Test. Kantesti AI Medical Research.

2

Klein, T., Mitchell, S., & Weber, H. (2026). C3 C4 Complement Blood Test & ANA Titer Guide. Kantesti AI Medical Research.

📖 External Medical References

3

Hallek M et al. (2018). iwCLL guidelines for diagnosis, indications for treatment, response assessment, and supportive management of CLL. Blood.

4

Döhner H et al. (2022). Diagnosis and management of AML in adults: 2022 recommendations from an international expert panel on behalf of the ELN. Blood.

5

Swerdlow SH et al. (2016). The 2016 revision of the World Health Organization classification of lymphoid neoplasms. Blood.

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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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