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Clinical

- Study Type: Experimental Infection

Purpose

Despite increases in vaccination coverage, reductions in influenza-related mortality have not been observed. Better vaccines are therefore required and influenza challenge studies can be used to test the efficacy of new vaccines. However, this requires the accurate post-challenge classification of subjects by outcome, which is limited in current methods that use artificial thresholds to assign “symptomatic” and “asymptomatic” phenotypes. We present data from an influenza challenge study in which 22 healthy adults (11 vaccinated) were inoculated with H3N2 influenza (A/Wisconsin/67/2005). We generated genome-wide gene expression data from peripheral blood taken immediately before the challenge and at 12, 24, and 48 hours post-challenge. Variation in symptomatic scoring was found among those with laboratory confirmed influenza. By combining the dynamic transcriptomic data with the clinical parameters this variability can be reduced. We identified four subjects with severe laboratory confirmed flu that show differential gene expression in 1,103 probes 48 hours post-challenge compared to the remaining subjects. We have further reduced this profile to 6 genes that can be used to define these subjects. We have used this gene set to predict symptomatic infection from an independent study. This analysis gives further insight into host-pathogen interactions during influenza infection. However, the major potential value is in the clinical trial setting by providing a more quantitative method to better classify symptomatic individuals post influenza challenge.

Hypothesis

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Experimental Design

Twenty two healthy volunteers were enrolled for an influenza challenge study. Eleven were vaccinated thirty days before challenge with H3N2 influenza. Whole blood was collected in PAXgene tubes prior to influenza challenge and then at three further timepoints (12, 24 and 48 hours post-challenge).

Experimental Variables

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Controls

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Methods

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Additional Information

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Microarray
Illumina HumanHT-12 v4
88 Samples Loaded: 88
Human (Homo sapiens)
Whole Blood
Influenza
Sample Set Spreadsheet
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Samples Preview
Sample ID !Sample Title group timepoint seroconversion Symptom severity
GSM1513443 RNA_0hours_subjectA Vaccinee Pre challenge Pre-challenge Positive None
GSM1513444 RNA_12hours_subjectA Vaccinee 12hrs post challenge 12 hours post-challenge Positive None
GSM1513445 RNA_24hours_subjectA Vaccinee 24hrs post challenge 24 hours post-challenge Positive None
GSM1513446 RNA_48hours_subjectA Vaccinee 48hrs post challenge 48 hours post-challenge Positive None
GSM1513447 RNA_0hours_subjectB Vaccinee Pre challenge Pre-challenge Negative Mild
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File
sampleset4000004_sampleannotations_Group.csv
Sample Set Spreadsheet
sampleset4000004_sampleannotations_Group.csv
Sample Set Spreadsheet
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All fields are editable except the "Sample ID" column. To edit a cell, click within the cell. To edit a "date" cell, click on the calendar icon. To cancel an edit, press the ESC key.

Sample ID !Sample Title Group Timepoint Seroconversion Symptom severity Vaccination status Viral shedding
GSM1513443
RNA_0hours_subjectA
Vaccinee Pre challenge
Pre-challenge
Positive
None
Vaccinee
Negative
GSM1513444
RNA_12hours_subjectA
Vaccinee 12hrs post challenge
12 hours post-challenge
Positive
None
Vaccinee
Negative
GSM1513445
RNA_24hours_subjectA
Vaccinee 24hrs post challenge
24 hours post-challenge
Positive
None
Vaccinee
Negative
GSM1513446
RNA_48hours_subjectA
Vaccinee 48hrs post challenge
48 hours post-challenge
Positive
None
Vaccinee
Negative
GSM1513447
RNA_0hours_subjectB
Vaccinee Pre challenge
Pre-challenge
Negative
Mild
Vaccinee
Negative
GSM1513448
RNA_12hours_subjectB
Vaccinee 12hrs post challenge
12 hours post-challenge
Negative
Mild
Vaccinee
Negative
GSM1513449
RNA_24hours_subjectB
Vaccinee 24hrs post challenge
24 hours post-challenge
Negative
Mild
Vaccinee
Negative
GSM1513450
RNA_48hours_subjectB
Vaccinee 48hrs post challenge
48 hours post-challenge
Negative
Mild
Vaccinee
Negative
GSM1513451
RNA_0hours_subjectC
Vaccinee Pre challenge
Pre-challenge
Positive
Mild
Vaccinee
Negative
GSM1513452
RNA_12hours_subjectC
Vaccinee 12hrs post challenge
12 hours post-challenge
Positive
Mild
Vaccinee
Negative
GSM1513453
RNA_24hours_subjectC
Vaccinee 24hrs post challenge
24 hours post-challenge
Positive
Mild
Vaccinee
Negative
GSM1513454
RNA_48hours_subjectC
Vaccinee 48hrs post challenge
48 hours post-challenge
Positive
Mild
Vaccinee
Negative
GSM1513455
RNA_0hours_subjectD
Vaccinee Pre challenge
Pre-challenge
Positive
Moderate/severe
Vaccinee
Positive
GSM1513456
RNA_12hours_subjectD
Vaccinee 12hrs post challenge
12 hours post-challenge
Positive
Moderate/severe
Vaccinee
Positive
GSM1513457
RNA_24hours_subjectD
Vaccinee 24hrs post challenge
24 hours post-challenge
Positive
Moderate/severe
Vaccinee
Positive
GSM1513458
RNA_48hours_subjectD
Vaccinee 48hrs post challenge
48 hours post-challenge
Positive
Moderate/severe
Vaccinee
Positive
GSM1513459
RNA_0hours_subjectE
Vaccinee Pre challenge
Pre-challenge
Positive
None
Vaccinee
Negative
GSM1513460
RNA_12hours_subjectE
Vaccinee 12hrs post challenge
12 hours post-challenge
Positive
None
Vaccinee
Negative
GSM1513461
RNA_24hours_subjectE
Vaccinee 24hrs post challenge
24 hours post-challenge
Positive
None
Vaccinee
Negative
GSM1513462
RNA_48hours_subjectE
Vaccinee 48hrs post challenge
48 hours post-challenge
Positive
None
Vaccinee
Negative
GSM1513463
RNA_0hours_subjectF
Vaccinee Pre challenge
Pre-challenge
Negative
Mild
Vaccinee
Negative
GSM1513464
RNA_12hours_subjectF
Vaccinee 12hrs post challenge
12 hours post-challenge
Negative
Mild
Vaccinee
Negative
GSM1513465
RNA_24hours_subjectF
Vaccinee 24hrs post challenge
24 hours post-challenge
Negative
Mild
Vaccinee
Negative
GSM1513466
RNA_48hours_subjectF
Vaccinee 48hrs post challenge
48 hours post-challenge
Negative
Mild
Vaccinee
Negative
GSM1513467
RNA_0hours_subjectG
Vaccinee Pre challenge
Pre-challenge
Positive
Mild
Vaccinee
Positive
GSM1513468
RNA_12hours_subjectG
Vaccinee 12hrs post challenge
12 hours post-challenge
Positive
Mild
Vaccinee
Positive
GSM1513469
RNA_24hours_subjectG
Vaccinee 24hrs post challenge
24 hours post-challenge
Positive
Mild
Vaccinee
Positive
GSM1513470
RNA_48hours_subjectG
Vaccinee 48hrs post challenge
48 hours post-challenge
Positive
Mild
Vaccinee
Positive
GSM1513471
RNA_0hours_subjectH
Vaccinee Pre challenge
Pre-challenge
Positive
None
Vaccinee
Negative
GSM1513472
RNA_12hours_subjectH
Vaccinee 12hrs post challenge
12 hours post-challenge
Positive
None
Vaccinee
Negative
GSM1513473
RNA_24hours_subjectH
Vaccinee 24hrs post challenge
24 hours post-challenge
Positive
None
Vaccinee
Negative
GSM1513474
RNA_48hours_subjectH
Vaccinee 48hrs post challenge
48 hours post-challenge
Positive
None
Vaccinee
Negative
GSM1513475
RNA_0hours_subjectI
Vaccinee Pre challenge
Pre-challenge
Negative
None
Vaccinee
Negative
GSM1513476
RNA_12hours_subjectI
Vaccinee 12hrs post challenge
12 hours post-challenge
Negative
None
Vaccinee
Negative
GSM1513477
RNA_24hours_subjectI
Vaccinee 24hrs post challenge
24 hours post-challenge
Negative
None
Vaccinee
Negative
GSM1513478
RNA_48hours_subjectI
Vaccinee 48hrs post challenge
48 hours post-challenge
Negative
None
Vaccinee
Negative
GSM1513479
RNA_0hours_subjectJ
Vaccinee Pre challenge
Pre-challenge
Positive
None
Vaccinee
Negative
GSM1513480
RNA_12hours_subjectJ
Vaccinee 12hrs post challenge
12 hours post-challenge
Positive
None
Vaccinee
Negative
GSM1513481
RNA_24hours_subjectJ
Vaccinee 24hrs post challenge
24 hours post-challenge
Positive
None
Vaccinee
Negative
GSM1513482
RNA_48hours_subjectJ
Vaccinee 48hrs post challenge
48 hours post-challenge
Positive
None
Vaccinee
Negative
GSM1513483
RNA_0hours_subjectK
Vaccinee Pre challenge
Pre-challenge
Negative
None
Vaccinee
Positive
GSM1513484
RNA_12hours_subjectK
Vaccinee 12hrs post challenge
12 hours post-challenge
Negative
None
Vaccinee
Positive
GSM1513485
RNA_24hours_subjectK
Vaccinee 24hrs post challenge
24 hours post-challenge
Negative
None
Vaccinee
Positive
GSM1513486
RNA_48hours_subjectK
Vaccinee 48hrs post challenge
48 hours post-challenge
Negative
None
Vaccinee
Positive
GSM1513487
RNA_0hours_subjectL
Control Pre challenge
Pre-challenge
Positive
Moderate/severe
Control
Negative
GSM1513488
RNA_12hours_subjectL
Control 12hrs post challenge
12 hours post-challenge
Positive
Moderate/severe
Control
Negative
GSM1513489
RNA_24hours_subjectL
Control 24hrs post challenge
24 hours post-challenge
Positive
Moderate/severe
Control
Negative
GSM1513490
RNA_48hours_subjectL
Control 48hrs post challenge
48 hours post-challenge
Positive
Moderate/severe
Control
Negative
GSM1513491
RNA_0hours_subjectM
Control Pre challenge
Pre-challenge
Negative
Mild
Control
Positive
GSM1513492
RNA_12hours_subjectM
Control 12hrs post challenge
12 hours post-challenge
Negative
Mild
Control
Positive
GSM1513493
RNA_24hours_subjectM
Control 24hrs post challenge
24 hours post-challenge
Negative
Mild
Control
Positive
GSM1513494
RNA_48hours_subjectM
Control 48hrs post challenge
48 hours post-challenge
Negative
Mild
Control
Positive
GSM1513495
RNA_0hours_subjectN
Control Pre challenge
Pre-challenge
Positive
Moderate/severe
Control
Positive
GSM1513496
RNA_12hours_subjectN
Control 12hrs post challenge
12 hours post-challenge
Positive
Moderate/severe
Control
Positive
GSM1513497
RNA_24hours_subjectN
Control 24hrs post challenge
24 hours post-challenge
Positive
Moderate/severe
Control
Positive
GSM1513498
RNA_48hours_subjectN
Control 48hrs post challenge
48 hours post-challenge
Positive
Moderate/severe
Control
Positive
GSM1513499
RNA_0hours_subjectO
Control Pre challenge
Pre-challenge
Positive
None
Control
Negative
GSM1513500
RNA_12hours_subjectO
Control 12hrs post challenge
12 hours post-challenge
Positive
None
Control
Negative
GSM1513501
RNA_24hours_subjectO
Control 24hrs post challenge
24 hours post-challenge
Positive
None
Control
Negative
GSM1513502
RNA_48hours_subjectO
Control 48hrs post challenge
48 hours post-challenge
Positive
None
Control
Negative
GSM1513503
RNA_0hours_subjectP
Control Pre challenge
Pre-challenge
Positive
Moderate/severe
Control
Positive
GSM1513504
RNA_12hours_subjectP
Control 12hrs post challenge
12 hours post-challenge
Positive
Moderate/severe
Control
Positive
GSM1513505
RNA_24hours_subjectP
Control 24hrs post challenge
24 hours post-challenge
Positive
Moderate/severe
Control
Positive
GSM1513506
RNA_48hours_subjectP
Control 48hrs post challenge
48 hours post-challenge
Positive
Moderate/severe
Control
Positive
GSM1513507
RNA_0hours_subjectQ
Control Pre challenge
Pre-challenge
Positive
None
Control
Negative
GSM1513508
RNA_12hours_subjectQ
Control 12hrs post challenge
12 hours post-challenge
Positive
None
Control
Negative
GSM1513509
RNA_24hours_subjectQ
Control 24hrs post challenge
24 hours post-challenge
Positive
None
Control
Negative
GSM1513510
RNA_48hours_subjectQ
Control 48hrs post challenge
48 hours post-challenge
Positive
None
Control
Negative
GSM1513511
RNA_0hours_subjectR
Control Pre challenge
Pre-challenge
Negative
Mild
Control
Positive
GSM1513512
RNA_12hours_subjectR
Control 12hrs post challenge
12 hours post-challenge
Negative
Mild
Control
Positive
GSM1513513
RNA_24hours_subjectR
Control 24hrs post challenge
24 hours post-challenge
Negative
Mild
Control
Positive
GSM1513514
RNA_48hours_subjectR
Control 48hrs post challenge
48 hours post-challenge
Negative
Mild
Control
Positive
GSM1513515
RNA_0hours_subjectS
Control Pre challenge
Pre-challenge
Negative
Mild
Control
Negative
GSM1513516
RNA_12hours_subjectS
Control 12hrs post challenge
12 hours post-challenge
Negative
Mild
Control
Negative
GSM1513517
RNA_24hours_subjectS
Control 24hrs post challenge
24 hours post-challenge
Negative
Mild
Control
Negative
GSM1513518
RNA_48hours_subjectS
Control 48hrs post challenge
48 hours post-challenge
Negative
Mild
Control
Negative
GSM1513519
RNA_0hours_subjectT
Control Pre challenge
Pre-challenge
Positive
Moderate/severe
Control
Positive
GSM1513520
RNA_12hours_subjectT
Control 12hrs post challenge
12 hours post-challenge
Positive
Moderate/severe
Control
Positive
GSM1513521
RNA_24hours_subjectT
Control 24hrs post challenge
24 hours post-challenge
Positive
Moderate/severe
Control
Positive
GSM1513522
RNA_48hours_subjectT
Control 48hrs post challenge
48 hours post-challenge
Positive
Moderate/severe
Control
Positive
GSM1513523
RNA_0hours_subjectU
Control Pre challenge
Pre-challenge
Negative
None
Control
Negative
GSM1513524
RNA_12hours_subjectU
Control 12hrs post challenge
12 hours post-challenge
Negative
None
Control
Negative
GSM1513525
RNA_24hours_subjectU
Control 24hrs post challenge
24 hours post-challenge
Negative
None
Control
Negative
GSM1513526
RNA_48hours_subjectU
Control 48hrs post challenge
48 hours post-challenge
Negative
None
Control
Negative
GSM1513527
RNA_0hours_subjectV
Control Pre challenge
Pre-challenge
Positive
Mild
Control
Negative
GSM1513528
RNA_12hours_subjectV
Control 12hrs post challenge
12 hours post-challenge
Positive
Mild
Control
Negative
GSM1513529
RNA_24hours_subjectV
Control 24hrs post challenge
24 hours post-challenge
Positive
Mild
Control
Negative
GSM1513530
RNA_48hours_subjectV
Control 48hrs post challenge
48 hours post-challenge
Positive
Mild
Control
Negative

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