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A Transcriptomic Reporter Assay Employing Neutrophils to Measure Immunogenic Activity of Septic Patients Plasma - Peripheral blood mononuclear cells, experiment I -GSE49754

Purpose

The wide array of molecules carried by plasma regulates critical immune functions and constitutes valuable biomarkers and therapeutic targets. In recent years the introduction of “systems approaches” has provided investigators with powerful means for assessing immune responses in patient samples on a global scale. However, while the use of genome-wide profiling technologies has become widespread, measuring the plasma proteome still presents considerable challenges. An alternative approach that consists in measuring transcriptome responses in reporter cells exposed in vitro to patient plasma has been successfully employed in a limited number of studies. Here we devised such a “Transcriptomic Reporter Assay” system to assess the immunogenicity of plasma from septic patients and evaluate its potential for biomarker discovery. Sepsis is a common, severe systemic infectious process for which physicians still lack efficient diagnostic or prognostic tools. Of the three different cell reporter systems tested, neutrophils were identified as the most capable “plasma sensor”. Compared to peripheral blood mononuclear cells and dendritic cell preparations neutrophils were best able to discriminate between plasma from septic and control subjects and responded by upregulating a robust immune transcriptional program. Additionally, the amplitude of the neutrophil transcriptomic response was shown to be associated with disease severity in two additional sets of patients. Overall, our results demonstrate both the suitability and potential clinical relevance of a neutrophil reporter assay for assessing immunopathogenic processes in a complex and severe condition such as sepsis.

Hypothesis

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Experimental Design

Peripheral blood mononuclear cells (PBMCs) were isolated from two healthy donors. Plasma samples were obtained from patients with culture-confirmed sepsis (n=12) and from uninfected controls (n=12). PBMCs were cultured for 6 h in medium alone, plasma from patients with sepsis, plasma from uninfected controls, and LPS using a final concentration of 20%. Transcriptional profiles were acquired using Illumina HumanHT12 V4 BeadChips.

Experimental Variables

Septic Plasma Exposure (2021 ICD-10-CM code* = Not Applicable)

Controls

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Methods

The data were preprocessed using R, which included the following steps: quantile normalization, flooring all intensities <10 to 10, log2 transformation, and PALO (present at least once) filter. PALO, which selects only transcripts with detection p-values < 0.01 in at least one sample, was performed to reduce background noise.

Additional Information

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Microarray
Illumina HumanHT-12 v4
40 Samples Loaded: 40
Human (Homo sapiens)
PBMC
Septic Plasma Exposure
RNA was extracted using the QIAGEN MicroRNeasy mini kit in accordance with the prescribed protocol provided with the kit. Quality control was performed with the Agilent Bioanalyser.
Sample Set Spreadsheet
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Samples Preview
Sample ID !Sample Title Gender Cell type activators experiment
GSM1206458 H2-PBMC-Bp2 Male PBMC Septic plasma I
GSM1206459 H2-PBMC-Ot2 Female PBMC Septic plasma I
GSM1206460 H1-PBMC-HC6 Male PBMC Uninfected plasma I
GSM1206461 H2-PBMC-Bp4 Male PBMC Septic plasma I
GSM1206462 H1-PBMC-Ot2 Female PBMC Septic plasma I
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File
sampleset4000071_sampleannotations_v1.csv
Sample Set Spreadsheet
sampleset4000071_sampleannotations_v1.csv
Sample Set Spreadsheet
Log2 Transformed
Raw Signal
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Samples Viewer / Editor

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Sample ID !Sample Title Gender Cell type Activators Experiment Donors Severity Age (years) Bacterial identification Day of blood collection Sample id
GSM1206458
H2-PBMC-Bp2
Male
PBMC
Septic plasma
I
H2
Severe
50
Burkholderia pseudomallei
22
Bp2
GSM1206459
H2-PBMC-Ot2
Female
PBMC
Septic plasma
I
H2
Severe
60
Streptococcus pnumoniae
0
Ot2
GSM1206460
H1-PBMC-HC6
Male
PBMC
Uninfected plasma
I
H1
-
56
-
 
HC6
GSM1206461
H2-PBMC-Bp4
Male
PBMC
Septic plasma
I
H2
Severe
66
Burkholderia pseudomallei
3
Bp4
GSM1206462
H1-PBMC-Ot2
Female
PBMC
Septic plasma
I
H1
Severe
60
Streptococcus pnumoniae
0
Ot2
GSM1206463
H2-PBMC-HC3
Female
PBMC
Uninfected plasma
I
H2
-
57
-
 
HC3
GSM1206464
H2-PBMC-HC6
Male
PBMC
Uninfected plasma
I
H2
-
56
-
 
HC6
GSM1206465
H1-PBMC-Bp3
Male
PBMC
Septic plasma
I
H1
Severe
72
Burkholderia pseudomallei
2
Bp3
GSM1206466
H2-PBMC-Bp5
Male
PBMC
Septic plasma
I
H2
Non-severe
85
Burkholderia pseudomallei
3
Bp5
GSM1206467
H1-PBMC-Ot5
Female
PBMC
Septic plasma
I
H1
Severe
77
Pseudomonas aeruginosa
0
Ot5
GSM1206468
H1-PBMC-Ot3
Female
PBMC
Septic plasma
I
H1
Severe
54
Enterococus faecium
0
Ot3
GSM1206469
H1-PBMC-LPS1
-
PBMC
LPS
I
H1
-
 
-
 
LPS
GSM1206470
H2-PBMC-Ot4
Female
PBMC
Septic plasma
I
H2
Severe
74
Klebsiella pneumoniae
1
Ot4
GSM1206471
H1-PBMC-Ot6
Female
PBMC
Septic plasma
I
H1
Severe
70
Escherichia coli (ESBL)
30
Ot6
GSM1206472
H2-PBMC-HC4
Female
PBMC
Uninfected plasma
I
H2
-
64
-
 
HC4
GSM1206473
H2-PBMC-Ot1
Male
PBMC
Septic plasma
I
H2
Severe
24
Streptococcus pnumoniae
0
Ot1
GSM1206474
H1-PBMC-HC3
Female
PBMC
Uninfected plasma
I
H1
-
57
-
 
HC3
GSM1206475
H2-PBMC-LPS1
-
PBMC
LPS
I
H2
-
 
-
 
LPS
GSM1206476
H1-PBMC-Bp6
Male
PBMC
Septic plasma
I
H1
Severe
44
Burkholderia pseudomallei
4
Bp6
GSM1206477
H2-PBMC-Bp1
Male
PBMC
Septic plasma
I
H2
Severe
57
Burkholderia pseudomallei
1
Bp1
GSM1206478
H1-PBMC-HC5
Male
PBMC
Uninfected plasma
I
H1
-
56
-
 
HC5
GSM1206479
H2-PBMC-Ot6
Female
PBMC
Septic plasma
I
H2
Severe
70
Escherichia coli (ESBL)
30
Ot6
GSM1206480
H1-PBMC-HC4
Female
PBMC
Uninfected plasma
I
H1
-
64
-
 
HC4
GSM1206481
H2-PBMC-HC1
Male
PBMC
Uninfected plasma
I
H2
-
59
-
 
HC1
GSM1206482
H1-PBMC-M1
-
PBMC
Medium alone
I
H1
-
 
-
 
M1
GSM1206483
H2-PBMC-Bp6
Male
PBMC
Septic plasma
I
H2
Severe
44
Burkholderia pseudomallei
4
Bp6
GSM1206484
H1-PBMC-Ot1
Male
PBMC
Septic plasma
I
H1
Severe
24
Streptococcus pnumoniae
0
Ot1
GSM1206485
H2-PBMC-M1
-
PBMC
Medium alone
I
H2
-
 
-
 
M1
GSM1206486
H1-PBMC-HC1
Male
PBMC
Uninfected plasma
I
H1
-
59
-
 
HC1
GSM1206487
H2-PBMC-Ot3
Female
PBMC
Septic plasma
I
H2
Severe
54
Enterococus faecium
0
Ot3
GSM1206488
H1-PBMC-Bp1
Male
PBMC
Septic plasma
I
H1
Severe
57
Burkholderia pseudomallei
1
Bp1
GSM1206489
H1-PBMC-HC2
Male
PBMC
Uninfected plasma
I
H1
-
60
-
 
HC2
GSM1206490
H2-PBMC-Bp3
Male
PBMC
Septic plasma
I
H2
Severe
72
Burkholderia pseudomallei
2
Bp3
GSM1206491
H2-PBMC-Ot5
Female
PBMC
Septic plasma
I
H2
Severe
77
Pseudomonas aeruginosa
0
Ot5
GSM1206492
H1-PBMC-Bp4
Male
PBMC
Septic plasma
I
H1
Severe
66
Burkholderia pseudomallei
3
Bp4
GSM1206493
H2-PBMC-HC5
Male
PBMC
Uninfected plasma
I
H2
-
56
-
 
HC5
GSM1206494
H1-PBMC-Bp2
Male
PBMC
Septic plasma
I
H1
Severe
50
Burkholderia pseudomallei
22
Bp2
GSM1206495
H1-PBMC-Ot4
Female
PBMC
Septic plasma
I
H1
Severe
74
Klebsiella pneumoniae
1
Ot4
GSM1206496
H2-PBMC-HC2
Male
PBMC
Uninfected plasma
I
H2
-
60
-
 
HC2
GSM1206497
H1-PBMC-Bp5
Male
PBMC
Septic plasma
I
H1
Non-severe
85
Burkholderia pseudomallei
3
Bp5

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