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Clinical

An Endotoxin Tolerance Signature Predicts Sepsis and Organ Dysfunction at Initial Clinical Presentation - GSE63311

Purpose

Background: Sepsis involves aberrant immune responses to infection, but the exact nature of this immune dysfunction remains poorly defined. Bacterial endotoxins like lipopolysaccharide (LPS) are potent inducers of inflammation, which has been associated with the pathophysiology of sepsis, but repeated exposure can also induce a suppressive effect known as endotoxin tolerance or cellular reprogramming. It has been proposed that endotoxin tolerance might be associated with the immunosuppressive state that was primarily observed during late-stage sepsis. However, this relationship remains poorly characterised. Here we clarify the underlying mechanisms and timing of immune dysfunction in sepsis. Methods: We defined a gene expression signature characteristic of endotoxin tolerance. Gene-set test approaches were used to correlate this signature with early sepsis, both newly and retrospectively analysing microarrays from 593 patients in 11 cohorts. Then we recruited a unique cohort of possible sepsis patients at first clinical presentation in an independent blinded controlled observational study to determine whether this signature was associated with the development of confirmed sepsis and organ dysfunction. Findings: All sepsis patients presented an expression profile strongly associated with the endotoxin tolerance signature (p < 0.01; AUC 96.1%). Importantly, this signature further differentiated between suspected sepsis patients who did, or did not, go on to develop confirmed sepsis, and predicted the development of organ dysfunction. Interpretation: Our data support an updated model of sepsis pathogenesis in which endotoxin tolerance-mediated immune dysfunction (cellular reprogramming) is present throughout the clinical course of disease and related to disease severity. Thus endotoxin tolerance might offer new insights guiding the development of new therapies and diagnostics for early sepsis.

Hypothesis

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Experimental Design

For the RNA-Seq study reported here, 73 patients were recruited with deferred consent at the time of first examination in an emergency ward based on the opinion of physicians that there was a potential for the patient's condition to develop into sepsis. These were retrospectively divided into groups based on clinical features and compared to 11 non-urgent surgical controls.

Experimental Variables

Sepsis (2021 ICD-10-CM code* = A41)

Controls

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Methods

Raw basecall data was converted to FASTQ sequence files using Off-Line Basecaller 1.9.4 (Ilumina) and a custom Perl script.Reads were aligned to the hg19 human genome with TopHat version 2.06 and Bowtie2 2.0.0-beta6Reads were initially mapped to Ensembl transcripts with the search for novel junctions disabled. Genomic coordinates were then transformed into counts of protein-coding Ensembl genes. To do this, a chimeric gene-model was first defined by merging all protein-coding transcripts for a given gene. Transcripts that had reads in less than 50% of their exons in all samples were defined as not expressed and were excluded from the chimeric transcriptome.Reads that overlapped the chimeric genes were counted using the htseq-count script in the intersection-nonempty mode (http://www-huber.embl.de/users/anders/HTSeq/doc/count.html). The script discards multi-mapped reads as well as reads that overlap multiple distinct genes, to generate a file of uniquely mapped gene counts.Genome_build: hg19Supplementary_files_format_and_content: comma-delimited csv files includes mapped count values for each Sample

Additional Information

https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE63311

RNA-seq
Illumina Genome Analyzer
83 Samples Loaded: 83
Human (Homo sapiens)
Whole Blood
Sepsis
Sample Set Spreadsheet
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Samples Preview
Sample ID tissue group Sample title Sample geo accession Sample source name
S104582 whole blood No Sepsis T0 Run1 No Sepsis T0 n1 GSM1545546 whole blood_No Sepsis T0
S137731 whole blood Sepsis T0 Run1 Sepsis T0 n1 GSM1545547 whole blood_Sepsis T0
S145305 whole blood No Sepsis T0 Run1 No Sepsis T0 n2 GSM1545548 whole blood_No Sepsis T0
S154114 whole blood Sepsis T0 Run1 Sepsis T0 n2 GSM1545549 whole blood_Sepsis T0
S155286 whole blood Sepsis T0 Run1 Sepsis T0 n3 GSM1545550 whole blood_Sepsis T0
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File
Grouping.csv
Sample Set Spreadsheet
Log2 Transformed
Log2 Transformed
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Samples Viewer / Editor

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 Tissue Group Sample title Sample geo accession Sample source name Organ failure count Cardiovascular failure Liver failure Aki Coagulation failure Respiratory failure Sirs signs Culture positive
S154114
whole blood
Sepsis T0
Run1 Sepsis T0 n2
GSM1545549
whole blood_Sepsis T0
3
Yes
Yes
Yes
No
No
2
Yes
S212463
whole blood
Sepsis T0
Run1 Sepsis T0 n4
GSM1545551
whole blood_Sepsis T0
3
Yes
No
Yes
No
Yes
3
Yes
S297580
whole blood
Sepsis T0
Run1 Sepsis T0 n8
GSM1545559
whole blood_Sepsis T0
4
Yes
Yes
Yes
Yes
No
2
Yes
S300271
whole blood
Sepsis T0
Run1 Sepsis T0 n9
GSM1545560
whole blood_Sepsis T0
3
Yes
No
Yes
No
Yes
3
No
S362763
whole blood
No Sepsis T0
Run1 No Sepsis T0 n11
GSM1545566
whole blood_No Sepsis T0
3
Yes
NA
Yes
No
Yes
0
No
S583577
whole blood
No Sepsis T0
Run1 No Sepsis T0 n22
GSM1545587
whole blood_No Sepsis T0
2
No
No
Yes
No
Yes
1
No
S602395
whole blood
Sepsis T0
Run1 Sepsis T0 n18
GSM1545592
whole blood_Sepsis T0
2
Yes
No
Yes
No
Yes
2
No
S679797
whole blood
Sepsis T0
Run1 Sepsis T0 n21
GSM1545599
whole blood_Sepsis T0
3
Yes
No
Yes
No
Yes
3
No
S708631
whole blood
Sepsis T0
Run1 Sepsis T0 n23
GSM1545603
whole blood_Sepsis T0
2
No
No
Yes
No
Yes
2
Yes
S749752
whole blood
No Sepsis T0
Run1 No Sepsis T0 n29
GSM1545607
whole blood_No Sepsis T0
2
Yes
No
Yes
No
Yes
1
No
S795380
whole blood
Sepsis T0
Run1 Sepsis T0 n27
GSM1545610
whole blood_Sepsis T0
2
No
No
Yes
Yes
Yes
2
Yes
S799587
whole blood
Sepsis T0
Run1 Sepsis T0 n28
GSM1545611
whole blood_Sepsis T0
5
Yes
Yes
Yes
Yes
Yes
2
Yes
S137731
whole blood
Sepsis T0
Run1 Sepsis T0 n1
GSM1545547
whole blood_Sepsis T0
3
Yes
No
Yes
No
Yes
2
Yes
S266144
whole blood
Sepsis T0
Run1 Sepsis T0 n7
GSM1545556
whole blood_Sepsis T0
4
Yes
Yes
Yes
No
Yes
3
No
S377121
whole blood
No Sepsis T0
Run1 No Sepsis T0 n13
GSM1545571
whole blood_No Sepsis T0
1
Yes
No
No
No
No
1
No
S402569
whole blood
No Sepsis T0
Run1 No Sepsis T0 n15
GSM1545573
whole blood_No Sepsis T0
3
Yes
No
Yes
No
Yes
1
Yes
S476146
whole blood
Sepsis T0
Run1 Sepsis T0 n15
GSM1545582
whole blood_Sepsis T0
3
Yes
No
Yes
No
Yes
2
No
S612920
whole blood
Sepsis T0
Run1 Sepsis T0 n19
GSM1545593
whole blood_Sepsis T0
3
Yes
No
Yes
No
Yes
3
Yes
S673143
whole blood
No Sepsis T0
Run1 No Sepsis T0 n26
GSM1545598
whole blood_No Sepsis T0
4
Yes
No
Yes
Yes
Yes
0
No
S862476
whole blood
Sepsis T0
Run1 Sepsis T0 n33
GSM1545616
whole blood_Sepsis T0
4
Yes
Yes
Yes
No
Yes
4
Yes
S864637
whole blood
Sepsis T0
Run1 Sepsis T0 n34
GSM1545617
whole blood_Sepsis T0
4
Yes
Yes
Yes
No
Yes
2
Yes
S889485
whole blood
Sepsis T0
Run1 Sepsis T0 n35
GSM1545618
whole blood_Sepsis T0
4
Yes
No
Yes
Yes
Yes
3
Yes
S913994
whole blood
Sepsis T0
Run1 Sepsis T0 n36
GSM1545622
whole blood_Sepsis T0
4
Yes
No
Yes
Yes
Yes
3
Yes
S980414
whole blood
Sepsis T0
Run1 Sepsis T0 n37
GSM1545627
whole blood_Sepsis T0
3
Yes
No
Yes
No
Yes
3
Yes
S145305
whole blood
No Sepsis T0
Run1 No Sepsis T0 n2
GSM1545548
whole blood_No Sepsis T0
0
No
NA
No
No
No
0
No
S288187
whole blood
No Sepsis T0
Run1 No Sepsis T0 n5
GSM1545557
whole blood_No Sepsis T0
0
No
NA
No
No
No
1
No
S366713
whole blood
No Sepsis T0
Run1 No Sepsis T0 n12
GSM1545568
whole blood_No Sepsis T0
0
No
NA
No
No
No
0
No
S602005
whole blood
No Sepsis T0
Run1 No Sepsis T0 n24
GSM1545591
whole blood_No Sepsis T0
0
No
No
No
No
No
1
No
S993234
whole blood
No Sepsis T0
Run1 No Sepsis T0 n35
GSM1545628
whole blood_No Sepsis T0
0
No
NA
No
No
No
1
No
S104582
whole blood
No Sepsis T0
Run1 No Sepsis T0 n1
GSM1545546
whole blood_No Sepsis T0
0
No
NA
No
No
No
1
No
S155286
whole blood
Sepsis T0
Run1 Sepsis T0 n3
GSM1545550
whole blood_Sepsis T0
0
No
No
No
No
No
2
No
S245286
whole blood
No Sepsis T0
Run1 No Sepsis T0 n4
GSM1545555
whole blood_No Sepsis T0
0
No
No
No
No
No
1
No
S290697
whole blood
No Sepsis T0
Run1 No Sepsis T0 n6
GSM1545558
whole blood_No Sepsis T0
0
No
No
No
No
No
1
No
S310017
whole blood
No Sepsis T0
Run1 No Sepsis T0 n7
GSM1545561
whole blood_No Sepsis T0
0
No
No
No
No
No
0
No
S417642
whole blood
No Sepsis T0
Run1 No Sepsis T0 n17
GSM1545575
whole blood_No Sepsis T0
0
No
NA
No
No
No
1
No
S504886
whole blood
No Sepsis T0
Run1 No Sepsis T0 n20
GSM1545583
whole blood_No Sepsis T0
0
No
NA
Yes
No
No
0
No
S583654
whole blood
No Sepsis T0
Run1 No Sepsis T0 n23
GSM1545588
whole blood_No Sepsis T0
0
No
No
No
No
No
0
Yes
S658301
whole blood
Sepsis T0
Run1 Sepsis T0 n20
GSM1545595
whole blood_Sepsis T0
1
No
No
Yes
No
No
2
No
S853176
whole blood
Sepsis T0
Run1 Sepsis T0 n32
GSM1545615
whole blood_Sepsis T0
0
No
No
No
No
No
3
No
S890426
whole blood
No Sepsis T0
Run1 No Sepsis T0 n31
GSM1545619
whole blood_No Sepsis T0
1
No
Yes
No
No
No
1
No
S911536
whole blood
No Sepsis T0
Run1 No Sepsis T0 n32
GSM1545621
whole blood_No Sepsis T0
0
No
NA
No
No
No
1
No
S220171
whole blood
Sepsis T0
Run1 Sepsis T0 n5
GSM1545552
whole blood_Sepsis T0
2
No
No
Yes
Yes
No
3
No
S235545
whole blood
Sepsis T0
Run1 Sepsis T0 n6
GSM1545553
whole blood_Sepsis T0
0
No
No
No
No
No
2
No
S237093
whole blood
No Sepsis T0
Run1 No Sepsis T0 n3
GSM1545554
whole blood_No Sepsis T0
0
No
No
No
No
No
0
Yes
S332278
whole blood
No Sepsis T0
Run1 No Sepsis T0 n8
GSM1545562
whole blood_No Sepsis T0
1
No
No
Yes
No
No
0
No
S342306
whole blood
Sepsis T0
Run1 Sepsis T0 n10
GSM1545563
whole blood_Sepsis T0
1
No
No
Yes
No
No
2
No
S346081
whole blood
No Sepsis T0
Run1 No Sepsis T0 n9
GSM1545564
whole blood_No Sepsis T0
0
No
No
No
No
No
1
No
S355472
whole blood
No Sepsis T0
Run1 No Sepsis T0 n10
GSM1545565
whole blood_No Sepsis T0
1
No
No
Yes
No
No
1
Yes
S364132
whole blood
Sepsis T0
Run1 Sepsis T0 n11
GSM1545567
whole blood_Sepsis T0
0
No
NA
No
No
No
3
Yes
S375523
whole blood
Sepsis T0
Run1 Sepsis T0 n12
GSM1545570
whole blood_Sepsis T0
4
Yes
No
Yes
Yes
Yes
3
Yes
S379752
whole blood
No Sepsis T0
Run1 No Sepsis T0 n14
GSM1545572
whole blood_No Sepsis T0
0
No
No
No
No
No
0
No
S416442
whole blood
No Sepsis T0
Run1 No Sepsis T0 n16
GSM1545574
whole blood_No Sepsis T0
2
No
Yes
Yes
No
No
1
Yes
S439362
whole blood
No Sepsis T0
Run1 No Sepsis T0 n18
GSM1545577
whole blood_No Sepsis T0
0
No
No
Yes
No
No
0
Yes
S449469
whole blood
No Sepsis T0
Run1 No Sepsis T0 n19
GSM1545579
whole blood_No Sepsis T0
0
No
NA
No
No
No
1
No
S450578
whole blood
Sepsis T0
Run1 Sepsis T0 n13
GSM1545580
whole blood_Sepsis T0
0
No
Yes
No
No
No
2
Yes
S468026
whole blood
Sepsis T0
Run1 Sepsis T0 n14
GSM1545581
whole blood_Sepsis T0
0
No
NA
No
No
No
2
No
S522087
whole blood
Sepsis T0
Run1 Sepsis T0 n16
GSM1545584
whole blood_Sepsis T0
0
No
No
No
No
No
2
No
S568243
whole blood
No Sepsis T0
Run1 No Sepsis T0 n21
GSM1545585
whole blood_No Sepsis T0
1
No
NA
Yes
No
No
1
No
S581691
whole blood
Sepsis T0
Run1 Sepsis T0 n17
GSM1545586
whole blood_Sepsis T0
1
No
No
Yes
No
No
3
No
S669339
whole blood
No Sepsis T0
Run1 No Sepsis T0 n25
GSM1545597
whole blood_No Sepsis T0
0
No
NA
No
No
No
0
No
S694402
whole blood
Sepsis T0
Run1 Sepsis T0 n22
GSM1545600
whole blood_Sepsis T0
1
No
No
Yes
No
No
3
Yes
S695232
whole blood
No Sepsis T0
Run1 No Sepsis T0 n27
GSM1545601
whole blood_No Sepsis T0
1
No
NA
Yes
No
No
1
No
S701198
whole blood
No Sepsis T0
Run1 No Sepsis T0 n28
GSM1545602
whole blood_No Sepsis T0
1
No
No
Yes
No
No
1
Yes
S716574
whole blood
Sepsis T0
Run1 Sepsis T0 n24
GSM1545604
whole blood_Sepsis T0
0
No
No
Yes
No
No
2
No
S732740
whole blood
Sepsis T0
Run1 Sepsis T0 n25
GSM1545605
whole blood_Sepsis T0
2
No
No
Yes
Yes
No
3
Yes
S746024
whole blood
Sepsis T0
Run1 Sepsis T0 n26
GSM1545606
whole blood_Sepsis T0
1
No
No
Yes
No
No
2
No
S770905
whole blood
No Sepsis T0
Run1 No Sepsis T0 n30
GSM1545609
whole blood_No Sepsis T0
0
No
No
No
No
No
1
No
S800267
whole blood
Sepsis T0
Run1 Sepsis T0 n29
GSM1545612
whole blood_Sepsis T0
0
No
NA
Yes
No
No
2
No
S823914
whole blood
Sepsis T0
Run1 Sepsis T0 n30
GSM1545613
whole blood_Sepsis T0
0
No
NA
No
No
No
3
No
S826967
whole blood
Sepsis T0
Run1 Sepsis T0 n31
GSM1545614
whole blood_Sepsis T0
1
No
No
Yes
No
No
2
Yes
S929438
whole blood
No Sepsis T0
Run1 No Sepsis T0 n33
GSM1545623
whole blood_No Sepsis T0
1
No
Yes
No
No
No
1
No
S941715
whole blood
No Sepsis T0
Run1 No Sepsis T0 n34
GSM1545625
whole blood_No Sepsis T0
0
No
NA
No
No
No
0
Yes
S368122
whole blood
Control T0
Run1 Control n1
GSM1545569
whole blood_Control T0
0
No
No
No
No
No
0
No
S426114
whole blood
Control T0
Run1 Control n2
GSM1545576
whole blood_Control T0
0
No
No
No
No
No
0
No
S441023
whole blood
Control T0
Run1 Control n3
GSM1545578
whole blood_Control T0
0
No
No
No
No
No
0
No
S588252
whole blood
Control T0
Run1 Control n4
GSM1545589
whole blood_Control T0
0
No
No
No
No
No
0
No
S593805
whole blood
Control T0
Run1 Control n5
GSM1545590
whole blood_Control T0
0
No
No
No
No
No
0
No
S638416
whole blood
Control T0
Run1 Control n6
GSM1545594
whole blood_Control T0
0
No
No
No
No
No
0
No
S661337
whole blood
Control T0
Run1 Control n7
GSM1545596
whole blood_Control T0
0
No
No
No
No
No
0
No
S761306
whole blood
Control T0
Run1 Control n8
GSM1545608
whole blood_Control T0
0
No
No
No
No
No
0
No
S894650
whole blood
Control T0
Run1 Control n9
GSM1545620
whole blood_Control T0
0
No
No
No
No
No
0
No
S938264
whole blood
Control T0
Run1 Control n10
GSM1545624
whole blood_Control T0
0
No
No
No
No
No
0
No
S955712
whole blood
Control T0
Run1 Control n11
GSM1545626
whole blood_Control T0
0
No
No
No
No
No
0
No

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