Evidence map›Paper›PMID 42013166›Full record

ReviewPLoS neglected tropical diseases2026

Implementation of ML Flow for leprosy contacts in Brazil: Opportunities, pitfalls, and safeguards.

Carolina Talhari, Claúdia Dos Passos Farias, Helio Amante Miot, Sinesio Talhari

Abstract readReview
In one paragraph

Review in PLoS neglected tropical diseases, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Carolina TalhariPrograma de Pós-Graduação em Ciências Aplicadas à Dermatologia, Universidade do Estado do Amazonas, Manaus, AM, Brazil.ORCID https://orcid.org/0000-0003-2283-069X
Claúdia Dos Passos FariasPrograma de Pós-Graduação em Ciências Aplicadas à Dermatologia, Universidade do Estado do Amazonas, Manaus, AM, Brazil.
Helio Amante MiotDepartamento de Dermatologia da FMB-UNESP, Botucatu, São Paulo, Brazil.
Sinesio TalhariPrograma de Pós-Graduação em Ciências Aplicadas à Dermatologia, Universidade do Estado do Amazonas, Manaus, AM, Brazil.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Brazil has the second-highest leprosy burden worldwide, with approximately 20,000 new cases reported annually, many diagnosed with advanced disease and disability. To support earlier detection, the Ministry of Health recently approved the ML Flow rapid test for contact evaluation. ML Flow detects immunoglobulin M antibodies against phenolic glycolipid-I of Mycobacterium leprae, can be performed at the point of care using finger-prick blood, and yields results within minutes. ML Flow offers important operational advantages. It enables same-visit counseling and may support risk-stratified household-contact follow-up. However, its value is context-dependent. Because anti-phenolic glycolipid-I immunoglobulin M responses correlate with bacillary burden, positivity is more frequent in multibacillary disease, whereas many paucibacillary and pure neural cases have absent or low antibody levels. A seronegative result therefore does not exclude disease. Among asymptomatic contacts, seropositivity varies widely across studies, and in previously treated individuals antibodies may remain detectable for years. Available evidence suggests that seropositive contacts are at increased risk of incident leprosy, although predictive performance varies across settings. Serology alone is not diagnostic, and misuse may lead to stigma, anxiety, unnecessary referrals, and diversion of resources. The contribution of ML Flow is therefore implementation-dependent. In settings with standardized counseling, scheduled re-examination, and reliable referral pathways, it may support risk-stratified follow-up. In settings where these elements are weak, benefits may be limited. Brazil offers an important programmatic setting in which to evaluate this strategy, but only with safeguards: integration with dermato-neurological examination, clear protocols stating that seropositivity is not diagnostic, structured follow-up pathways, quality-controlled training, and systematic recording in the Brazilian Unified Health System information systems. Under these conditions, ML Flow may contribute to earlier diagnosis and disability reduction; without them, it risks adding workload without improving care.

Indexed as

Antibodies, BacterialContact TracingGlycolipidsImmunoglobulin MLeprosyMycobacterium lepraeAntigens, BacterialBrazilHumansRapid Diagnostic TestsAntibodies, BacterialAntigens, BacterialGlycolipidsImmunoglobulin Mphenolic glycolipid I, Mycobacterium leprae

Identifiers

PMID42013166
PMCPMC13098934

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.