Progressive Multifocal Leukoencephalopathy in an HIV Patient
Bibliographic record
Abstract
Progressive multifocal leukoencephalopathy is an AIDS defining disease often arising in HIV patients with low CD4 T cell count, and rarely among those with more than 500 CD4 T cell/mm 3 . Definite diagnosis requires JC Virus (JCV) isolation in cerebrospinal fluid (CSF) or in brain tissue. JCV PCR sensitivity in highly active antiretroviral therapy (HAART) era is lower, making progressive multifocal leukoencephalopathy (PML) definite diagnosis difficult. A 48-year-old woman was diagnosed with HIV1 in 1998, never having had any AIDS-defining illness. Combined antiretroviral therapy was started in 2004. In January 2009 she presented a tandem gait and gait ataxia. Her HIV viral load was undetectable and the CD4 T cell count was of 533/mm 3 . Brain CT scan was normal. In the following months a bilateral cerebellar syndrome installed and brain MRI was done showing asymmetrical demyelinating lesions. Normal cerebrospinal fluid (CSF) findings other than mononuclear pleocytosis and a negative JCV PCR were documented. PML was suspected, combined antiretroviral therapy (cARV) was altered, and cidofovir and mirtazapine were prescribed, associated with physiotherapy. She was clinically stable for some months. Almost one year later her neurological state got worse, CD4 T cell count was of 478/mm 3 , brain lesions progressed, and finally, JCV PCR became positive (5th determination). PML definite diagnosis was made. The patient died in June 2010 due to PML progression. Sensitivity of JCV PCR in CSF lowers under HAART with high CD4 T cell count, making definite PML diagnosis difficult even when a high grade of suspicion exists, based on clinical presentation and magnetic resonance imaging (MRI) findings. Differential diagnosis of demyelinating diseases should be considered, and HIV-leukoencephalitis should be taken in consideration when HIV replication exists in the brain. PML may arise in a patient under cARV and good immunological status. Treatment should not be delayed when a probable diagnosis exists even if CD4 T cell count is above 500/mm 3 . Repeated lumbar puncture with JCV determinations should be done in the advent of new/worsen neurological symptoms and evidence of demyelination showed in MRI. Sensitivity of JCV PCR increases with lower CD4 T cell count. doi:10.4021/jmc78w
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".