Study subjects were either stratified in age groups (default setting) or in controls, survivors, and non-survivors
Background: Septic shock heterogeneity has important implications for the conduct of clinical trials and individual patient management. We previously addressed this heterogeneity by indentifying 3 putative subclasses of children with septic shock based on a 100-gene expression signature corresponding to adaptive immunity and glucocorticoid receptor signaling. Herein we attempted to prospectively validate the existence of these gene expression-based subclasses in a validation cohort. Methods: Gene expression mosaics were generated from the 100 class-defining genes for 82 individual patients in the validation cohort. Patients were classified into 1 of 3 subclasses (“A”, “B”, or “C”) based on color and pattern similarity relative to reference mosaics generated from the original derivation cohort. Separate classifications were conducted by 21 individual clinicians and a computer-based algorithm. After subclassification the clinical database was mined for clinical phenotyping. Results: In the final consensus subclassification generated by clinicians, subclass A patients had a higher illness severity, as measured by illness severity scores and maximal organ failure, relative to subclasses B and C. The k coefficient across all possible inter-evaluator comparisons was 0.633. Similar observations were made based on the computer-generated subclassification. Patients in subclass A were also characterized by repression of a large number of genes having functional annotations related to zinc biology. Conclusions: We have validated the existence of subclasses of children with septic shock based on a biologically relevant, 100-gene expression signature. The subclasses can be indentified by clinicians without formal bioinformatics training, at a clinically relevant time point, and have clinically relevant phenotypic differences.
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Expression data from 82 children with septic shock and 21 normal controls were generated using whole blood-derived RNA samples representing the first 24 hours of admission to the pediatric intensive care unit. The controls were used for normalization. Subsequently, we used the expression data from 100 class defining genes to validate the existence of pediatric septic shock subclasses having phenotypic differences.
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Sample ID | !Sample Title | tissue | Age (years) | Disease state | outcome |
---|---|---|---|---|---|
GSM647527 | Septic Shock_biological rep1 | Whole Blood | 2 | septic shock patient | Survivor |
GSM647528 | Septic Shock_biological rep2 | Whole Blood | 0.5 | septic shock patient | Survivor |
GSM647529 | Septic Shock_biological rep3 | Whole Blood | 1.9 | septic shock patient | Survivor |
GSM647530 | Septic Shock_biological rep4 | Whole Blood | 2 | septic shock patient | Survivor |
GSM647531 | Septic Shock_biological rep5 | Whole Blood | 1.3 | septic shock patient | Survivor |
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Sample ID | !Sample Title | Tissue | Age (years) | Disease state | Outcome | Group name |
---|---|---|---|---|---|---|
GSM647527 | Septic Shock_biological rep1 |
Whole Blood |
2 |
septic shock patient |
Survivor |
toddler |
GSM647528 | Septic Shock_biological rep2 |
Whole Blood |
0.5 |
septic shock patient |
Survivor |
infant |
GSM647529 | Septic Shock_biological rep3 |
Whole Blood |
1.9 |
septic shock patient |
Survivor |
toddler |
GSM647530 | Septic Shock_biological rep4 |
Whole Blood |
2 |
septic shock patient |
Survivor |
toddler |
GSM647531 | Septic Shock_biological rep5 |
Whole Blood |
1.3 |
septic shock patient |
Survivor |
toddler |
GSM647532 | Septic Shock_biological rep6 |
Whole Blood |
3.8 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647533 | Control_biological rep1 |
Whole Blood |
1.1 |
normal control |
Survivor |
toddler control |
GSM647534 | Control_biological rep2 |
Whole Blood |
7.6 |
normal control |
Survivor |
children control |
GSM647535 | Septic Shock_biological rep7 |
Whole Blood |
9.6 |
septic shock patient |
Nonsurvivor |
children 3 yrs and above |
GSM647536 | Control_biological rep3 |
Whole Blood |
1.3 |
normal control |
Survivor |
toddler control |
GSM647537 | Control_biological rep4 |
Whole Blood |
0.5 |
normal control |
Survivor |
infant control |
GSM647538 | Control_biological rep5 |
Whole Blood |
5 |
normal control |
Survivor |
children control |
GSM647539 | Control_biological rep6 |
Whole Blood |
9 |
normal control |
Survivor |
children control |
GSM647540 | Septic Shock_biological rep8 |
Whole Blood |
1.1 |
septic shock patient |
Survivor |
toddler |
GSM647541 | Septic Shock_biological rep9 |
Whole Blood |
0.7 |
septic shock patient |
Survivor |
infant |
GSM647542 | Septic Shock_biological rep10 |
Whole Blood |
8.3 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647543 | Septic Shock_biological rep11 |
Whole Blood |
8.9 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647544 | Septic Shock_biological rep12 |
Whole Blood |
4 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647545 | Septic Shock_biological rep13 |
Whole Blood |
0.6 |
septic shock patient |
Nonsurvivor |
infant |
GSM647546 | Septic Shock_biological rep14 |
Whole Blood |
1.2 |
septic shock patient |
Survivor |
toddler |
GSM647547 | Septic Shock_biological rep15 |
Whole Blood |
0.1 |
septic shock patient |
Survivor |
infant |
GSM647548 | Septic Shock_biological rep16 |
Whole Blood |
6.6 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647549 | Septic Shock_biological rep17 |
Whole Blood |
0.8 |
septic shock patient |
Nonsurvivor |
infant |
GSM647550 | Septic Shock_biological rep18 |
Whole Blood |
0.4 |
septic shock patient |
Nonsurvivor |
infant |
GSM647551 | Septic Shock_biological rep19 |
Whole Blood |
5.9 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647552 | Septic Shock_biological rep20 |
Whole Blood |
0.1 |
septic shock patient |
Survivor |
infant |
GSM647553 | Septic Shock_biological rep21 |
Whole Blood |
0.1 |
septic shock patient |
Survivor |
infant |
GSM647554 | Septic Shock_biological rep22 |
Whole Blood |
6.5 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647555 | Septic Shock_biological rep23 |
Whole Blood |
8 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647556 | Septic Shock_biological rep24 |
Whole Blood |
3.9 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647557 | Septic Shock_biological rep25 |
Whole Blood |
1.7 |
septic shock patient |
Survivor |
toddler |
GSM647558 | Septic Shock_biological rep26 |
Whole Blood |
5 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647559 | Septic Shock_biological rep27 |
Whole Blood |
8.5 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647560 | Septic Shock_biological rep28 |
Whole Blood |
0.3 |
septic shock patient |
Nonsurvivor |
infant |
GSM647561 | Septic Shock_biological rep29 |
Whole Blood |
0.8 |
septic shock patient |
Survivor |
infant |
GSM647562 | Septic Shock_biological rep30 |
Whole Blood |
9.3 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647563 | Septic Shock_biological rep31 |
Whole Blood |
9.5 |
septic shock patient |
Nonsurvivor |
children 3 yrs and above |
GSM647564 | Septic Shock_biological rep32 |
Whole Blood |
9.7 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647565 | Septic Shock_biological rep33 |
Whole Blood |
0.1 |
septic shock patient |
Survivor |
infant |
GSM647566 | Control_biological rep7 |
Whole Blood |
8.7 |
normal control |
Survivor |
children control |
GSM647567 | Septic Shock_biological rep34 |
Whole Blood |
1.7 |
septic shock patient |
Survivor |
toddler |
GSM647568 | Septic Shock_biological rep35 |
Whole Blood |
1.4 |
septic shock patient |
Survivor |
toddler |
GSM647569 | Septic Shock_biological rep36 |
Whole Blood |
0.1 |
septic shock patient |
Nonsurvivor |
infant |
GSM647570 | Septic Shock_biological rep37 |
Whole Blood |
1.2 |
septic shock patient |
Survivor |
toddler |
GSM647571 | Septic Shock_biological rep38 |
Whole Blood |
7 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647572 | Septic Shock_biological rep39 |
Whole Blood |
4.4 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647573 | Septic Shock_biological rep40 |
Whole Blood |
1 |
septic shock patient |
Survivor |
toddler |
GSM647574 | Septic Shock_biological rep41 |
Whole Blood |
0.1 |
septic shock patient |
Nonsurvivor |
infant |
GSM647575 | Control_biological rep8 |
Whole Blood |
2 |
normal control |
Survivor |
toddler control |
GSM647576 | Septic Shock_biological rep42 |
Whole Blood |
1 |
septic shock patient |
Survivor |
toddler |
GSM647577 | Septic Shock_biological rep43 |
Whole Blood |
0.1 |
septic shock patient |
Nonsurvivor |
infant |
GSM647578 | Septic Shock_biological rep44 |
Whole Blood |
4.4 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647579 | Septic Shock_biological rep45 |
Whole Blood |
0.8 |
septic shock patient |
Survivor |
infant |
GSM647580 | Septic Shock_biological rep46 |
Whole Blood |
0.2 |
septic shock patient |
Survivor |
infant |
GSM647581 | Septic Shock_biological rep47 |
Whole Blood |
4.2 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647582 | Septic Shock_biological rep48 |
Whole Blood |
5.2 |
septic shock patient |
Nonsurvivor |
children 3 yrs and above |
GSM647583 | Septic Shock_biological rep49 |
Whole Blood |
1.6 |
septic shock patient |
Survivor |
toddler |
GSM647584 | Septic Shock_biological rep50 |
Whole Blood |
8 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647585 | Septic Shock_biological rep51 |
Whole Blood |
9.3 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647586 | Septic Shock_biological rep52 |
Whole Blood |
8.6 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647587 | Septic Shock_biological rep53 |
Whole Blood |
9.3 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647588 | Septic Shock_biological rep54 |
Whole Blood |
9 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647589 | Control_biological rep9 |
Whole Blood |
7.4 |
normal control |
Survivor |
children control |
GSM647590 | Control_biological rep10 |
Whole Blood |
4.4 |
normal control |
Survivor |
children control |
GSM647591 | Septic Shock_biological rep55 |
Whole Blood |
4.2 |
septic shock patient |
Nonsurvivor |
children 3 yrs and above |
GSM647592 | Septic Shock_biological rep56 |
Whole Blood |
1.9 |
septic shock patient |
Survivor |
toddler |
GSM647593 | Septic Shock_biological rep57 |
Whole Blood |
1 |
septic shock patient |
Survivor |
toddler |
GSM647594 | Septic Shock_biological rep58 |
Whole Blood |
2.4 |
septic shock patient |
Survivor |
toddler |
GSM647595 | Septic Shock_biological rep59 |
Whole Blood |
1.2 |
septic shock patient |
Survivor |
toddler |
GSM647596 | Septic Shock_biological rep60 |
Whole Blood |
7.7 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647597 | Septic Shock_biological rep61 |
Whole Blood |
0.7 |
septic shock patient |
Survivor |
infant |
GSM647598 | Septic Shock_biological rep62 |
Whole Blood |
0.8 |
septic shock patient |
Survivor |
infant |
GSM647599 | Septic Shock_biological rep63 |
Whole Blood |
3.6 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647600 | Septic Shock_biological rep64 |
Whole Blood |
2.4 |
septic shock patient |
Survivor |
toddler |
GSM647601 | Septic Shock_biological rep65 |
Whole Blood |
5.6 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647602 | Septic Shock_biological rep66 |
Whole Blood |
9.8 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647603 | Septic Shock_biological rep67 |
Whole Blood |
2.8 |
septic shock patient |
Survivor |
toddler |
GSM647604 | Control_biological rep11 |
Whole Blood |
9.6 |
normal control |
Survivor |
children control |
GSM647605 | Control_biological rep12 |
Whole Blood |
4.6 |
normal control |
Survivor |
children control |
GSM647606 | Control_biological rep13 |
Whole Blood |
1.2 |
normal control |
Survivor |
toddler control |
GSM647607 | Control_biological rep14 |
Whole Blood |
2.3 |
normal control |
Survivor |
toddler control |
GSM647608 | Control_biological rep15 |
Whole Blood |
2.9 |
normal control |
Survivor |
toddler control |
GSM647609 | Septic Shock_biological rep68 |
Whole Blood |
9.3 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647610 | Septic Shock_biological rep69 |
Whole Blood |
2 |
septic shock patient |
Survivor |
toddler |
GSM647611 | Septic Shock_biological rep70 |
Whole Blood |
5.3 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647612 | Septic Shock_biological rep71 |
Whole Blood |
3.7 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647613 | Septic Shock_biological rep72 |
Whole Blood |
0.8 |
septic shock patient |
Survivor |
infant |
GSM647614 | Septic Shock_biological rep73 |
Whole Blood |
3 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647615 | Septic Shock_biological rep74 |
Whole Blood |
1.3 |
septic shock patient |
Survivor |
toddler |
GSM647616 | Septic Shock_biological rep75 |
Whole Blood |
0.5 |
septic shock patient |
Survivor |
infant |
GSM647617 | Septic Shock_biological rep76 |
Whole Blood |
0.6 |
septic shock patient |
Nonsurvivor |
infant |
GSM647618 | Septic Shock_biological rep77 |
Whole Blood |
5.2 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647619 | Septic Shock_biological rep78 |
Whole Blood |
0.3 |
septic shock patient |
Survivor |
infant |
GSM647620 | Septic Shock_biological rep79 |
Whole Blood |
9.1 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647621 | Control_biological rep16 |
Whole Blood |
1 |
normal control |
Survivor |
toddler control |
GSM647622 | Control_biological rep17 |
Whole Blood |
2.9 |
normal control |
Survivor |
toddler control |
GSM647623 | Control_biological rep18 |
Whole Blood |
4.2 |
normal control |
Survivor |
children control |
GSM647624 | Control_biological rep19 |
Whole Blood |
2.2 |
normal control |
Survivor |
toddler control |
GSM647625 | Control_biological rep20 |
Whole Blood |
2.9 |
normal control |
Survivor |
toddler control |
GSM647626 | Control_biological rep21 |
Whole Blood |
0.5 |
normal control |
Survivor |
infant control |
GSM647627 | Septic Shock_biological rep80 |
Whole Blood |
6.5 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647628 | Septic Shock_biological rep81 |
Whole Blood |
8.7 |
septic shock patient |
Survivor |
children 3 yrs and above |
GSM647629 | Septic Shock_biological rep82 |
Whole Blood |
2.4 |
septic shock patient |
Survivor |
toddler |
Name | ||
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