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Record W4404864540 · doi:10.1016/j.ijregi.2024.100502

Mixed nontuberculous mycobacteria in an immunocompromised patient with probable progressive multifocal leukoencephalopathy

2024· article· en· W4404864540 on OpenAlexfundno aff
Christoffel J. Opperman, Janré Steyn, Sarishna Singh, Yonas Ghebrekristos, Roland Croxford, Robin M. Warren, Aliasgar Esmail, Giovanni Ghielmetti, Wynand J. Goosen

Bibliographic record

VenueIJID Regions · 2024
Typearticle
Languageen
FieldMedicine
TopicMycobacterium research and diagnosis
Canadian institutionsnot available
FundersNational Health Laboratory ServiceUniversity of CapetownSouth African Medical Research CouncilMedical Research Council CanadaWellcome TrustBill and Melinda Gates Foundation
KeywordsProgressive multifocal leukoencephalopathyNontuberculous mycobacteriaMycobacterium avium complexMedicineLeukoencephalopathyHuman immunodeficiency virus (HIV)Opportunistic infectionMycobacteriumTuberculosisVirologyPathologyImmunologyDiseaseViral disease

Abstract

fetched live from OpenAlex

• Concurrent pulmonary and disseminated nontuberculous mycobacteria (NTM) disease can involve multiple species. • Line probe assays may fail to detect NTM mixtures from pulmonary specimen cultures. • Mixed NTM infections can be either pathogenic or non-pathogenic. • Multi-target amplicon sequencing is better for detecting NTM mixtures. • Dual NTM treatment is complex, requiring a personalized regimen and expert input. Nontuberculous mycobacteria (NTM) are increasingly recognized opportunistic pathogens found ubiquitously in the environment. The presence of multiple NTM species at the site of disease complicates diagnosis and treatment. A 40-year-old patient who tested positive for HIV, with an absolute clusters of differentiation 4+ T-cell count of 3 cells/µl and cryptococcaemia, presented with hemoptysis, productive cough, and weight loss. Mixed NTM species, including Mycobacterium kansasii and Mycobacterium chelonae, were detected by the GenoType Mycobacterium Common Mycobacteria line probe assay from respiratory specimens, with Mycobacterium avium bacteremia also identified in the same month. An empirical regimen of azithromycin, ethambutol, isoniazid, and rifabutin was initiated to address recurrent positive cultures with M. kansasii and the NTM bacteremia. Despite this treatment, the patient experienced neurologic deterioration, was diagnosed with probable progressive multifocal leukoencephalopathy, and subsequently died. Advanced diagnostic techniques, including Sanger sequencing, Deeplex Myc-TB in combination with short-read next-generation sequencing, and targeted amplicon-based Oxford Nanopore Technologies long-read sequencing, revealed the presence of mixed NTM species in two retrospective stored cultures, with variations in primer binding affinity among the M. kansasii and M. avium . This case highlights the individualized considerations required to manage a patient with mixed NTM infection and the need for multi-target diagnostic approaches.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Case report · Consensus signal: Case report
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.004
Threshold uncertainty score0.009

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0020.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.0020.000

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.

Opus teacher head0.027
GPT teacher head0.287
Teacher spread0.260 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designCase report
Domainnot available
GenreEmpirical

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".

Quick stats

Citations1
Published2024
Admission routes1
Has abstractyes

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