A Transcriptomic Reporter Assay Employing Neutrophils to Measure Immunogenic Activity of Septic Patients Plasma - Peripheral blood mononuclear cells, experiment I -GSE49754
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.
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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.
Septic Plasma Exposure (2021 ICD-10-CM code* = Not Applicable)
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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.
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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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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 |
Name | ||
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