Evidence map›Paper›PMID 27228113›Full record

ArticlePloS one2016

Temporal Expression of Peripheral Blood Leukocyte Biomarkers in a Macaca fascicularis Infection Model of Tuberculosis; Comparison with Human Datasets and Analysis with Parametric/Non-parametric Tools for Improved Diagnostic Biomarker Identification.

Sajid Javed, Leanne Marsay, Alice Wareham, Kuiama S Lewandowski, Ann Williams, Michael J Dennis, Sally Sharpe, Richard Vipond, Nigel Silman, Graham Ball and 1 more

Erratum issuedAbstract readComparative Study
In one paragraph

Article in PloS one, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 11 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
11citing papers in PubMed, 1 pooled it
–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

11 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Machine Learning in Nonhuman Primate Models of Infectious Diseases: Current Applications and Future Perspectives.Journal of the American Association for Laboratory Animal Science : JAALAS · 2026
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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

11 authors.

Sajid JavedPublic Health England, Infection Services, Health Protection Agency Porton, Porton Down, Salisbury, Wiltshire, United Kingdom.
Leanne MarsayPublic Health England, Infection Services, Health Protection Agency Porton, Porton Down, Salisbury, Wiltshire, United Kingdom.
Alice WarehamPublic Health England, Infection Services, Health Protection Agency Porton, Porton Down, Salisbury, Wiltshire, United Kingdom.
Kuiama S LewandowskiPublic Health England, Infection Services, Health Protection Agency Porton, Porton Down, Salisbury, Wiltshire, United Kingdom.
Ann WilliamsPublic Health England, Infection Services, Health Protection Agency Porton, Porton Down, Salisbury, Wiltshire, United Kingdom.
Michael J DennisPublic Health England, Infection Services, Health Protection Agency Porton, Porton Down, Salisbury, Wiltshire, United Kingdom.
Sally SharpePublic Health England, Infection Services, Health Protection Agency Porton, Porton Down, Salisbury, Wiltshire, United Kingdom.
Richard VipondPublic Health England, Infection Services, Health Protection Agency Porton, Porton Down, Salisbury, Wiltshire, United Kingdom.
Nigel SilmanPublic Health England, Infection Services, Health Protection Agency Porton, Porton Down, Salisbury, Wiltshire, United Kingdom.
Graham BallSchool of Science and Technology, Nottingham Trent University, Clifton Lane, Nottingham, United Kingdom.
Karen E KempsellPublic Health England, Infection Services, Health Protection Agency Porton, Porton Down, Salisbury, Wiltshire, United Kingdom.ORCID 0000-0002-3059-9718

Funding

Department of Health [UK] 103348
6 · The paper itself

Abstract

A temporal study of gene expression in peripheral blood leukocytes (PBLs) from a Mycobacterium tuberculosis primary, pulmonary challenge model Macaca fascicularis has been conducted. PBL samples were taken prior to challenge and at one, two, four and six weeks post-challenge and labelled, purified RNAs hybridised to Operon Human Genome AROS V4.0 slides. Data analyses revealed a large number of differentially regulated gene entities, which exhibited temporal profiles of expression across the time course study. Further data refinements identified groups of key markers showing group-specific expression patterns, with a substantial reprogramming event evident at the four to six week interval. Selected statistically-significant gene entities from this study and other immune and apoptotic markers were validated using qPCR, which confirmed many of the results obtained using microarray hybridisation. These showed evidence of a step-change in gene expression from an 'early' FOS-associated response, to a 'late' predominantly type I interferon-driven response, with coincident reduction of expression of other markers. Loss of T-cell-associate marker expression was observed in responsive animals, with concordant elevation of markers which may be associated with a myeloid suppressor cell phenotype e.g. CD163. The animals in the study were of different lineages and these Chinese and Mauritian cynomolgous macaque lines showed clear evidence of differing susceptibilities to Tuberculosis challenge. We determined a number of key differences in response profiles between the groups, particularly in expression of T-cell and apoptotic makers, amongst others. These have provided interesting insights into innate susceptibility related to different host `phenotypes. Using a combination of parametric and non-parametric artificial neural network analyses we have identified key genes and regulatory pathways which may be important in early and adaptive responses to TB. Using comparisons between data outputs of each analytical pipeline and comparisons with previously published Human TB datasets, we have delineated a subset of gene entities which may be of use for biomarker diagnostic test development.

Indexed as

ApoptosisDatabases, GeneticGene Expression RegulationMycobacterium tuberculosisAnimalsBiomarkersDisease Models, AnimalFemaleHumansImmunity, InnateLeukocytesMacaca fascicularisMaleTuberculosis, PulmonaryBiomarkers

Identifiers

PMID27228113
PMCPMC4882019

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Registered trials

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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.