Evidence map›Paper›PMID 34463736›Full record

ArticleClinical infectious diseases : an official publication of the Infectious Diseases Society of America2022

Spatial and Genomic Data to Characterize Endemic Typhoid Transmission.

Jillian S Gauld, Franziska Olgemoeller, Eva Heinz, Rose Nkhata, Sithembile Bilima, Alexander M Wailan, Neil Kennedy, Jane Mallewa, Melita A Gordon, Jonathan M Read and 4 more

Open access · hybridAbstract read
In one paragraph

Article in Clinical infectious diseases : an official publication of the Infectious Diseases Society of America, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
15citing papers in PubMed, 2 pooled it
3.3field-weighted citation impact, top 7% 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

15 citing papers in PubMed, 2 syntheses or guidelines pooled it, 28 citations in OpenAlex.

  1. Risk Factors for Typhoid Fever: Systematic Review.JMIR public health and surveillance · 2025
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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

14 authors at 9 institutions in 3 countries.

Jillian S GauldInstitute for Disease Modeling, Bill & Melinda Gates Foundation, Seattle, Washington, USA.
Franziska OlgemoellerDepartment of Clinical Sciences, Liverpool School of Tropical Medicine, Liverpool, United Kingdom.
Eva HeinzDepartment of Clinical Sciences, Liverpool School of Tropical Medicine, Liverpool, United Kingdom.
Rose NkhataMalawi -Liverpool Wellcome Programme, Blantyre, Malawi.
Sithembile BilimaMalawi -Liverpool Wellcome Programme, Blantyre, Malawi.
Alexander M WailanWellcome Sanger Institute, Cambridge, United Kingdom.
Neil KennedyDepartment of Paediatrics, University of Malawi the College of Medicine, Blantyre, Malawi.
Jane MallewaAdult Medicine, University of Malawi the College of Medicine, Blantyre, Malawi.
Melita A GordonMalawi -Liverpool Wellcome Programme, Blantyre, Malawi.
Jonathan M ReadCentre for Health Informatics, Computing, and Statistics, Lancaster University, Lancaster, United Kingdom.
Robert S HeydermanDivision of Infection and Immunity, University College London, London, United Kingdom.
Nicholas R ThomsonWellcome Sanger Institute, Cambridge, United Kingdom.
Peter J DiggleCentre for Health Informatics, Computing, and Statistics, Lancaster University, Lancaster, United Kingdom.
Nicholas A FeaseyDepartment of Clinical Sciences, Liverpool School of Tropical Medicine, Liverpool, United Kingdom.
Lancaster University · GBLiverpool School of Tropical Medicine · GBUniversity of Malawi · MWLondon School of Hygiene & Tropical Medicine · GBMalawi-Liverpool-Wellcome Trust Clinical Research Programme · MWQueen's University Belfast · GBUniversity College London · GBUniversity of Liverpool · GBWellcome Sanger Institute · GB

Funding

Human mobility models to forecast disease dynamics and the effectiveness of public health interventionsR01AI160780 · NIAID · JOHNS HOPKINS UNIVERSITY · PI CUMMINGS, DEREK A, WESOLOWSKI, AMY · 2021 to 2025
$3.3M
NIAID NIH HHS R01 AI160780Wellcome TrustWellcome Trust 206454
6 · The paper itself

Abstract

backgroundDiverse environmental exposures and risk factors have been implicated in the transmission of Salmonella Typhi, but the dominant transmission pathways through the environment to susceptible humans remain unknown. Here, we use spatial, bacterial genomic, and hydrological data to refine our view of typhoid transmission in an endemic setting.

methodsA total of 546 patients presenting to Queen Elizabeth Central Hospital in Blantyre, Malawi, with blood culture-confirmed typhoid fever between April 2015 and January 2017 were recruited to a cohort study. The households of a subset of these patients were geolocated, and 256 S. Typhi isolates were whole-genome sequenced. Pairwise single-nucleotide variant distances were incorporated into a geostatistical modeling framework using multidimensional scaling.

resultsTyphoid fever was not evenly distributed across Blantyre, with estimated minimum incidence ranging across the city from <15 to >100 cases per 100 000 population per year. Pairwise single-nucleotide variant distance and physical household distances were significantly correlated (P = .001). We evaluated the ability of river catchment to explain the spatial patterns of genomics observed, finding that it significantly improved the fit of the model (P = .003). We also found spatial correlation at a smaller spatial scale, of households living <192 m apart.

conclusionsThese findings reinforce the emerging view that hydrological systems play a key role in the transmission of typhoid fever. By combining genomic and spatial data, we show how multifaceted data can be used to identify high incidence areas, explain the connections between them, and inform targeted environmental surveillance, all of which will be critical to shape local and regional typhoid control strategies.

Indexed as

Typhoid FeverCohort StudiesGenomicsHumansNucleotidesSalmonella typhiNucleotidesenvironmental transmissiongenomicsSalmonella typhispatial patternstyphoid fever

Identifiers

PMID34463736
PMCPMC9187325
OpenAlexW3198381468

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.