Table 3.
Causal Mediation Analysis of [NET+Ns] as mediator of multi-organ failure in severe COVID-19
Exposure (causal variable): t1-SOFA, or t1-SF Mediator: [NET+Ns], or [ANC] Outcome: t2-SOFA, or ICUFD, or t2-SF-ratio |
Natural direct effecta | Natural indirect effectb | Total Effectc | Percent mediatedd | Percent eliminatede | Indirect effect of eliminating [NET+Ns]f-h |
---|---|---|---|---|---|---|
Causal pathway hypotheses |
Effect (95% CI) |
Effect (95% CI) |
Effect (95% CI) |
Effect (95% CI) |
Effect (95% CI) |
Effect (95% CI) |
A] Direct effect: t1-SOFA→ t2-SOFA Indirect effect: t1-SOFA→[NET+Ns]→t2-SOFA |
3.3 (2.0, 4.7) |
2.6 (-1.4, 5.9) |
5.9 (1.7, 9.9) |
44.1 (16.5, 110.6) |
46.9 (15.8, 124.6) |
0.98 f (0.29, 2.06) |
B] Direct effect: t1-SOFA → ICUFD Indirect effect: t1-SOFA →[NET+Ns]→ICUFD |
-12.3 (-17.9, -6.2) |
-11.0 (-18.5, 4.3) |
-23.3 (-33.0, -6.3) |
47.1 (22.0, 72.3) |
51.1 (22.8, 80.4) |
3.0 g (0.85, 7.09) |
C] Direct effect: t1-SF → t2-SF Indirect effect: t1-SF →[NET+Ns]→t2-SF |
124 (-263, 364) |
46 (-224, 481) |
170 (103, 235) |
27.2 (-107, 372) |
15.6 (-9.7, 64.2) |
16.8 h (-4.6, 42.8) |
D] Direct effect: t1-SF → ICUFD Indirect effect: t1-SF →[NET+Ns]→ICUFD |
1.7 (-18.1, 43.9) |
13.8 (-36.0, 34.3) |
15.4 (5.1, 20.7) |
89.3 (-131, 225.5) |
22.6 (-15.5, 43.4) |
|
E] Direct effect: t1-SOFA → t2-SOFA Indirect effect: t1-SOFA →[ANC]→t2-SOFA |
2.5 (1.0, 4.3) |
1.1 (-0.7, 2.2) |
3.6 (1.9, 4.8) |
31.1 (-18.0, 63.0) |
36.5 (-28.2, 70.8) |
|
F] Direct effect: t1-SOFA → ICUFD Indirect effect: t1-SOFA →[ANC]→ICUFD |
-13.6 (-22.0, -6.8) |
-1.1 (-8.7, 6.2) |
-14.6 (-21.0, -9.5) |
7.4 (-45.5, 77.8) |
0.1 (-54.7, 67.0) |
Legend: Causal effect estimates are for t1-SOFA from Q1-Q3 (1 to 6.25), and for t1-SF ratio from Q1-Q3 (135.8 to 346.2) in this prospective pilot cohort. [ANC], absolute neutrophil counts from CBC-differential; ICUFD, ICU-free days at day 28 with death as [-1]; NET, neutrophil extracellular traps; [NET+Ns], immunotyped (DEspR+CD11b+)NET-forming neutrophil counts (103[K]/μL); SF, SF ratio SpO2/FiO2; SOFA, sequential organ failure assessment score (points) without neurological component; t1, time of consented blood sample draw for analysis of NET+N levels; t2, time before ICU/hospital-discharge or ICU-death < 28 days; 95% CI (n, m), were calculated using bootstrapping with 10,000 replicates
aNatural direct effect: the direct effect of exposure on outcome if the mediator [NET+Ns] is set at the value it would naturally take when SOFA-1 score is at its reference value
bNatural indirect effect: the effect of exposure on outcome mediated by DEspR+[NET+Ns], accounting for exposure and mediator interaction
cTotal Effect: the total effect of exposure on outcome through direct and indirect pathways
dThe percent of the effect of the exposure on the outcome mediated by DEspR+[NET+N] counts
eThe percent of the effect of exposure on the outcome that would be eliminated by reducing the DEspR+[NET+N] count to 0 (total effect - controlled direct effect under a hypothetical situation where DEspR+[NET+N] is 0) / total effect)
fIn patients with t1-SOFA ≥ 2, the indirect effect of eliminating [NET+Ns] decreased t2-SOFA by 0.98 points (95% CI: 0.27,2.13), ~15% absolute risk reduction (arr) (37). In patients with t1-SOFA ≥ 4, the indirect effect of eliminating [NET+Ns] is 1.41 95% CI (0.47,3.05), ~22% arr
gIn patients with t1-SOFA ≥ 2, outcome model fit in those with t1-SOFA ≥ 2; 50% rrr, relative risk reduction compared to corticosteroid therapy (38-39)
hIn patients with t1-SF ratio <300, outcome model fit in those with t1-SF ratio <300, not including interaction (p>0.77)