Aberrant expression of T‐cell‐associated markers CD4 and CD7 on B‐cell chronic lymphocytic leukemia
Bibliographic record
Abstract
By multiparameter flow cytometry, the T-cell-associated markers CD4 and CD7 were aberrantly coexpressed on a case of B-cell chronic lymphocytic leukemia (CLL). The CLL had an immunophenotype: CD19+, CD20+, CD79b+, CD5+, CD23+, FMC7+, kappa+, CD4+, and CD7+. Molecular analysis confirmed clonal rearrangement of the immunoglobin heavy chain genes and a germline configuration of the T-cell receptor genes. Fluorescence in situ hybridization showed trisomy 12 anomaly. There was no evidence of deletion 17p (p53), 11q23 (ATM), or 13q14 or translocation t(11:14). The patent was clinically stable without treatment. Although the pathogenesis of such aberrant immunophenotype remains to be determined, the current case illustrates the phenotypic heterogeneity of CLL, and emphasizes the importance of a comprehensive diagnostic approach including clinical, morphologic, immunophenotypic, and molecular cytogenetic studies.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".