Evidence map›Paper›PMID 26248372›Full record

ArticleAntimicrobial agents and chemotherapy2015

Amikacin Concentrations Predictive of Ototoxicity in Multidrug-Resistant Tuberculosis Patients.

Chawangwa Modongo, Jotam G Pasipanodya, Nicola M Zetola, Scott M Williams, Giorgio Sirugo, Tawanda Gumbo

Open access · hybridAbstract read
In one paragraph

Article in Antimicrobial agents and chemotherapy, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 47 papers, 5 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
47citing papers in PubMed, 5 pooled it
7.9field-weighted citation impact, top 2% of its field
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

47 citing papers in PubMed, 5 syntheses or guidelines pooled it, 85 citations in OpenAlex.

  1. Hearing-Functioning Problems Across High-Burden Adult Health Conditions in Africa.International journal of environmental research and public health · 2026
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  5. Increased risk of aminoglycoside-induced hearing loss in MDR-TB patients with HIV coinfection.The international journal of tuberculosis and lung disease : the official journal of the International Union against Tuberculosis and Lung Disease · 2018
    Pooled it
  6. Amikacin Liposome Inhalation Suspension forAnnals of the American Thoracic Society · 2021
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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

6 authors at 5 institutions in 4 countries.

Chawangwa ModongoDivision of Infectious Diseases, University of Pennsylvania, Philadelphia, Pennsylvania, USA Botswana-University of Pennsylvania Partnership, Gaborone, Botswana.
Jotam G PasipanodyaOffice of Global Health, University of Texas Southwestern Medical Center, Dallas, Texas, USA.
Nicola M ZetolaDivision of Infectious Diseases, University of Pennsylvania, Philadelphia, Pennsylvania, USA Botswana-University of Pennsylvania Partnership, Gaborone, Botswana Department of Medicine, University of Botswana, Gaborone, Botswana.
Scott M WilliamsDepartment of Genetics, Geisel School of Medicine, Dartmouth College, Hanover, New Hampshire, USA.
Giorgio SirugoCentro di Ricerca, Ospedale San Pietro Fatebenefratelli, Rome, Italy.
Tawanda GumboOffice of Global Health, University of Texas Southwestern Medical Center, Dallas, Texas, USA Department of Medicine, University of Cape Town, Observatory, South Africa Tawanda.Gumbo@BaylorHealth.edu.
University of Pennsylvania · USDartmouth College · USOspedale San Pietro Fatebenefratelli · ITThe University of Texas Southwestern Medical Center · USUniversity of Cape Town · ZA

Funding

Virus & Reservoirs CoreP30AI045008 · NIAID · UNIVERSITY OF PENNSYLVANIA · PI ROBERT GROSS · 1999 to 2026
$78.6M
Dynamics of TB and MDR TB transmission in areas with high HIV prevalenceR01AI097045 · NIAID · UNIVERSITY OF PENNSYLVANIA · PI ZETOLA, NICOLA MARIO · 2011 to 2015
$2.9M
Short course therapy for MDR-TB based on PK/PD answers for biological variabilityR56AI111985 · NIAID · UT SOUTHWESTERN MEDICAL CENTER · PI GUMBO, TAWANDA · 2014 to 2014
$900k
NIAID NIH HHS P30 AI045008NIAID NIH HHS R01 AI097045NIAID NIH HHS R01AI097045NIAID NIH HHS R56 AI111985NIAID NIH HHS R56AI111985-01
6 · The paper itself

Abstract

Aminoglycosides, such as amikacin, are used to treat multidrug-resistant tuberculosis. However, ototoxicity is a common problem and is monitored using peak and trough amikacin concentrations based on World Health Organization recommendations. Our objective was to identify clinical factors predictive of ototoxicity using an agnostic machine learning method. We used classification and regression tree (CART) analyses to identify clinical factors, including amikacin concentration thresholds that predicted audiometry-confirmed ototoxicity among 28 multidrug-resistant pulmonary tuberculosis patients in Botswana. Amikacin concentrations were measured for all patients. The quantitative relationship between predictive factors and the probability of ototoxicity were then identified using probit analyses. The primary predictors of ototoxicity on CART analyses were cumulative days of therapy, followed by cumulative area under the concentration-time curve (AUC), which improved on the primary predictor by 87%. The area under the receiver operating curve was 0.97 on the test set. Peak and trough were not predictors in any tree. When algorithms were forced to pick peak and trough as primary predictors, the area under the receiver operating curve fell to 0.46. Probit analysis revealed that the probability of ototoxicity increased sharply starting after 6 months of therapy to near maximum at 9 months. A 10% probability of ototoxicity occurred with a threshold cumulative AUC of 87,232 days · mg · h/liter, while that of 20% occurred at 120,000 days · mg · h/liter. Thus, cumulative amikacin AUC and duration of therapy, and not peak and trough concentrations, should be used as the primary decision-making parameters to minimize the likelihood of ototoxicity in multidrug-resistant tuberculosis.

Indexed as

AdultAmikacinAntitubercular AgentsArea Under CurveAudiometryClinical Decision-MakingFemaleHearing Loss, SensorineuralHumansMachine LearningMaleMiddle AgedProbabilityROC CurveTuberculosis, Multidrug-ResistantAmikacinAntitubercular Agents

Identifiers

PMID26248372
PMCPMC4576092
OpenAlexW2154074073

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-SA
Read underepoch 390

Registered trials

None linked

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.