| Literature DB >> 36004182 |
Ayako Shigeta1, Nobuhiro Tanabe1,2, Akira Naito1, Hajime Yokota3, Fumiaki Kato1, Takayuki Jujo-Sanada1, Seiichiro Sakao1, Keiichi Ishida4,5, Masahisa Masuda4,5, Koichiro Tatsumi1.
Abstract
Objective: Soluble CD40 ligand (sCD40L) is associated with some pathobiological states. However, whether sCD40L in patients with chronic thromboembolic pulmonary hypertension (CTEPH) who underwent pulmonary endarterectomy (PEA) is associated with perioperative pulmonary hemodynamics and surgical outcomes has not been elucidated. Here we aimed to investigate whether sCD40L is a useful serologic biomarker of poor surgical outcome of PEA in patients with CTEPH.Entities:
Keywords: AUC, area under the curve; BPA, balloon pulmonary angioplasty; CD40L, CD40 ligand; CI, cardiac index; CRP, C-reactive protein; CTEPH, chronic thromboembolic pulmonary hypertension; PEA, pulmonary endarterectomy; PH, pulmonary hypertension; PVR, pulmonary vascular resistance; RHC, right heart catheterization; chronic thromboembolic pulmonary hypertension; pulmonary endarterectomy; sCD40L, soluble CD40 ligand; soluble CD40 ligand
Year: 2021 PMID: 36004182 PMCID: PMC9390291 DOI: 10.1016/j.xjon.2021.10.007
Source DB: PubMed Journal: JTCVS Open ISSN: 2666-2736
Characteristics of the patients with CTEPH (N = 90)
| Characteristic | Value | |
|---|---|---|
| Sex, male/female, n | 28/62 | |
| Age, y, mean ± SD | 59.2 ± 1.1 | |
| WHO functional class, I/II/III/IV, n | 0/44/42/4 | |
| Jamieson classification, I/II/III/IV, n | 49/25/16/0 | |
| Operative mortality, n | 6 | |
| Perioperative parameters, mean ± SD | Preoperative | Postoperative |
| RAP, mm Hg | 6.1 ± 3.5 | 4.7 ± 2.9 |
| mPAP, mm Hg | 46.1 ± 9.5 | 24.9 ± 9.0 |
| PVR, dynes.s.cm−5 | 773 ± 289 | 306 ± 186 |
| CI, L/min/m2 | 2.6 ± 0.6 | 3.0 ± 0.5 |
SD, Standard deviation; WHO, World Health Organization; RAP, right atrial pressure; mPAP, mean pulmonary arterial pressure; PVR, pulmonary vascular resistance; CI, cardiac index.
Figure 1The difference in soluble CD40 ligand (sCD40L) between control subjects and patients with chronic thromboembolic pulmonary hypertension (CTEPH). sCD40L is significantly higher in patients with CTEPH compared with controls (mean, 2.2 ± 3.1 ng/mL vs 0.5 ± 0.5 ng/mL; P = .009).
sCD40L value in each group subdivided by perioperative parameters
| Parameter | sCD40L, ng/mL, mean ± SD | |
|---|---|---|
| Sex, male/female | 3.0 ± 4.7/1.8 ± 2.1 | .15 |
| WHO functional class II/III/IV | 1.8 ± 1.9/1.8 ± 2.0/9.7 ± 10.6 | .12 |
| Jamieson classification type 1/2/3 | 2.6 ± 3.9/1.0 ± 2.0/3.1 ± 2.5 | .06 |
| In-hospital mortality, alive/dead | 1.8 ± 2.0/6.8 ± 9.1 | .02 |
sCD40L, Soluble CD40 ligand; WHO, World Health Organization.
Figure 2A, Preoperative soluble CD40 ligand (sCD40L) in patients with chronic thromboembolic pulmonary hypertension (CTEPH) who are alive compared with those who died in the hospital. “alive” on the horizontal line indicates the subjects without operation-related death, and “death” indicates the subjects with operation-related death. The upper and lower borders of the box represent the upper and lower quartiles. The middle horizontal line represents the median. The upper and lower whiskers represent the maximum and minimum values of nonoutliers. Extra dots represent outliers. Preoperative sCD40L is significantly higher in the patients with operation-related deaths (mean, 6.8 ± 9.2 ng/mL vs 1.9 ± 2.1 ng/mL; P = .02). B, Correlation between preoperative sCD40L and postoperative cardiac index (CI). Preoperative sCD40L is correlated with postoperative CI (P = .02).
Spearman correlation coefficient (ρ) between preoperative sCD40L value and perioperative parameters
| Parameter | Preoperative | Postoperative | ||
|---|---|---|---|---|
| ρ | ρ | |||
| Age (years) | −0.02 | .84 | ||
| BSA (kg/m2) | 0.04 | .72 | ||
| RAP (mm Hg) | 0.17 | .16 | −0.10 | .36 |
| mPAP (mm Hg) | 0.05 | .64 | −0.06 | .58 |
| PVR (dynes.s.cm−5) | 0.10 | .32 | 0.01 | .92 |
| CI (L/min/m2) | −0.08 | .43 | −0.24 | .02 |
| PvO2 (Torr) | −0.14 | .22 | 0.09 | .44 |
| %ΔPVR | 0.03 | .76 | ||
BSA, Body surface area; RAP, right atrial pressure; mPAP, mean pulmonary arterial pressure; PVR, pulmonary vascular resistance; CI, cardiac index; PvO, mixed venous oxygen pressure.
Univariate logistic analysis of preoperative parameters for the risk of poor postoperative outcome subgroup
| Preoperative parameter | Post-CI subgroup (good/poor, n = 74/16) | Post-PVR subgroup (good/poor, n = 77/13) | Surgical outcome (good/poor, n = 61/29) | |||
|---|---|---|---|---|---|---|
| OR (95% CI) | OR (95% CI) | OR (95% CI) | ||||
| sCD40L (ng/mL) | 1.43 (1.2-1.8) | .004 | 1.53 (1.2-2.0) | .0007 | 1.74 (1.3-2.3) | <.0001 |
| RAP (mm Hg) | 0.99 (0.8-1.2) | .97 | 1.1 (0.9-1.3) | .30 | 1.0 (0.9-1.2) | .45 |
| mPAP (mm Hg) | 0.96 (0.9-1.0) | .23 | 1.0 (1.0-1.1) | .38 | 0.99 (0.9-1.0) | .7 |
| PVR (dynes.s.cm−5) | 1.00 (0.9-1.0) | .40 | 1.00 (0.9-1.0) | .10 | 1.00 (0.9-1.0) | .64 |
| CI (L/min/m2) | 0.61 (0.2-1.7) | .34 | 0.61 (0.2-1.7) | .34 | 0.71 (0.3-1.5) | .37 |
| PAWP (mm Hg) | 1.17 (1.0-1.4) | .08 | 1.2 (1.0-1.4) | .07 | 1.05 (0.9-1.2) | .44 |
| PvO2 (Torr) | 0.98 (0.8-1.2) | .88 | 0.88 (0.7-1.1) | .16 | 0.95 (0.8-1.1) | .50 |
| BNP (pg/mL) | 1.00 (0.9-1.0) | .59 | 1.00 (1.0-1.0) | .02 | 1.00 (0.9-1.0) | .09 |
CI, Cardiac index; PVR, pulmonary vascular resistance; OR, odds ratio; CI, confidence interval; sCD40L, soluble CD40 ligand; RAP, right atrial pressure; mPAP, mean pulmonary arterial pressure; PAWP, pulmonary artery wedge pressure; PvO, mixed venous oxygen pressure; BNP, brain natriuretic peptide.
Multivariate logistic analysis of preoperative parameters for the risk of poor postoperative outcome subgroups
| Preoperative parameter | Post-CI subgroup (good/poor, n = 74/16) | Post-PVR subgroup (good/poor, n = 77/13) | Surgical outcome (good/poor, n = 61/29) | |||
|---|---|---|---|---|---|---|
| OR (95% CI) | OR (95% CI) | OR (95% CI) | ||||
| sCD40L, ng/mL | 1.49 (1.2-1.9) | .001 | 1.55 (1.2-2.0) | .001 | 1.77 (1.3-2.4) | <.0001 |
| PVR, dynes.s.cm−5 | 0.99 (0.9-1.0) | .06 | 1.00 (0.9-1.0) | .92 | 0.99 (0.9-1.0) | .33 |
| BNP, pg/mL | 1.00 (0.9-1.0) | .15 | 1.00 (0.9-1.0) | .07 | 1.00 (0.9-1.0) | .14 |
CI, Cardiac index; PVR, pulmonary vascular resistance; OR, odds ratio; CI, confidence interval; sCD40L, soluble CD40 ligand; BNP, brain natriuretic peptide.
Figure 3Area under the curve (AUC) for predicting poor surgical outcome by preoperative soluble CD40 ligand (sCD40L), C-reactive protein (CRP), and D-dimer levels. Preoperative sCD40L has a higher AUC value for predicting poor surgical outcome in chronic thromboembolic pulmonary hypertension than preoperative CRP or D-dimer.
Usefulness of sCD40L in predicting poor surgical outcomes
| Parameter | Cutoff value | AUC (95% CI) | Sensitivity, % (95% CI) | Specificity, %, (95% CI) | OR (95% CI) | |
|---|---|---|---|---|---|---|
| sCD40L | 1.45 | 0.76 (0.64-0.88) | 79.3 (55.2-93.1) | 67.3 (19.7-83.6) | 7.0 (2.6-20.2) | <.0001 |
| 0.73 (0.60-0.86) | 79.3 (55.2-89.7) | 67.2 (20.2-83.6) | ||||
| 0.71 (0.59-0.83) | 51.7 (27.6-69.0) | 85.3 (50.8-95.1) | ||||
| D-dimer | 0.30 | 0.61 (0.49-0.73) | 82.7 (52.6-94.0) | 44.3 (12.3-57.8) | 3.0 (1.1-9.2) | .03 |
| CRP | 0.20 | 0.57 (0.45-0.70) | 29.6 (3.3-42.0) | 86.2 (58.6-96.6) | 0.8 (0.3-2.1) | .62 |
AUC, Area under the curve; CI, confidence interval; OR, odds ratio; sCD40L, soluble CD40 ligand; CRP, C-reactive protein.
Logistic regression after 5-fold cross-validation.
Random forest after 5-fold cross-validation.
Importance of Variables Based on the Decrease in Gini Impurity during 5-Fold Cross-Validation
| Ranking | First | Mean decrease in Gini | Second | Mean decrease in Gini | Third | Mean decrease in Gini | Fourth | Mean decrease in Gini | Fifth | Mean decrease in Gini |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | CD40L | 5.5634129 | CD40L | 5.6893019 | CD40L | 6.0929481 | CD40L | 5.6629573 | CD40L | 6.4983196 |
| 2 | preCI | 2.8920639 | BNP | 3.4046506 | BNP | 2.3343697 | onset-surgery | 2.4598758 | Ddimer | 2.6608807 |
| 3 | BNP | 2.3448453 | preCI | 2.3649569 | plt | 2.327759 | preCI | 2.339282 | preCI | 2.5982084 |
| 4 | Ddimer | 2.0627244 | Age | 1.7915337 | onset-surgery | 2.1084613 | BNP | 2.1356553 | Age | 2.1086949 |
| 5 | plt | 2.0246821 | plt | 1.6712614 | Ddimer | 1.9897174 | plt | 2.1212571 | BNP | 1.9502333 |
| 6 | onset-surgery | 1.9711061 | prePAR | 1.6680089 | preCI | 1.9086334 | presPpa | 1.7645039 | plt | 1.9005514 |
| 7 | predPpa | 1.8123653 | onset-surgery | 1.6399785 | SurfaceArea | 1.76179 | Ddimer | 1.7040772 | onset-surgery | 1.8179016 |
| 8 | SurfaceArea | 1.6970302 | Ddimer | 1.6399733 | prePAR | 1.5678234 | prePAR | 1.6892748 | prePAR | 1.7875858 |
| 9 | Age | 1.645092 | SurfaceArea | 1.54618 | Age | 1.5623541 | Age | 1.6347417 | SurfaceArea | 1.7185652 |
| 10 | presPpa | 1.6164866 | presPpa | 1.5449732 | predPpa | 1.516684 | SurfaceArea | 1.5523252 | presPpa | 1.6378334 |
| 11 | prePAR | 1.5870594 | predPpa | 1.4521093 | presPpa | 1.4077508 | predPpa | 1.4750563 | predPpa | 1.2971009 |
| 12 | CRP | 1.5463647 | premPpa | 1.3076365 | prePra | 1.2002376 | premPpa | 1.4009785 | premPpa | 1.239195 |
| 13 | prePCWP | 1.4068309 | prePCWP | 1.2524396 | premPpa | 1.1819157 | prePCWP | 1.0714686 | CRP | 1.2168087 |
| 14 | premPpa | 1.3181452 | CRP | 1.0996501 | CRP | 1.0044099 | prePra | 0.9488121 | prePra | 0.9549063 |
| 15 | prePra | 1.0960604 | prePra | 0.9513148 | prePCWP | 0.9372753 | CRP | 0.8402961 | prePCWP | 0.8740652 |
| 16 | NYHA | 0.6392117 | NYHA | 0.5427895 | NYHA | 0.4703832 | NYHA | 0.8054876 | NYHA | 0.8480457 |
| 17 | Jamieson | 0.5643612 | Jamieson | 0.3880836 | Jamieson | 0.3603922 | Jamieson | 0.4552619 | Sex | 0.4750073 |
| 18 | Sex | 0.3233244 | Sex | 0.3028248 | Sex | 0.3038272 | Sex | 0.3271818 | Jamieson | 0.3962633 |
CD40L, Cluster of differentiation 40 ligand; preCI, Preoperative Cardiac index; BNP, Brain natriuretic peptide; plt, Platelet; Onset-surgery, Time from onset to surgery; predPpa; Preoperative diastolic pulmonary artery pressure; Surface area, Body surface area; presPpa, Preoperative systolic pulmonary artery pressure; prePAR, Preoperative pulmonary aretery resistance; CRP, C-reactive protein; prePCWP, Preoperative pulmonary capillary wedge pressure; premPpa, Preoperative mean pulmonary aretery pressure; prePra, Preoperative right atrial pressure; NYHA, New York Heart Association functional classification; Jamieson, Jamieson classification.
Comparison of intraoperative parameters, catecholamine, and postoperative ECMO support between patients with high sCD40L and those with low sCD40L
| Parameter | sCD40L < 1.21 ng/mL | sCD40L ≥ 1.21 ng/mL | |
|---|---|---|---|
| Cardiopulmonary bypass time, min, mean ± SD | 347 ± 57 | 378 ± 110 | .30 |
| Circulation arrest time, min, mean ± SD | 57.5 ± 19.4 | 51.3 ± 16.1 | .32 |
| Surgery time, min, mean ± SD | 567 ± 131 | 576 ± 186 | .89 |
| Aortic cross clamping time, min, mean ± SD | 126 ± 47 | 134 ± 47 | .69 |
| Catecholamine support, d, mean ± SD | 1.6 ± 0.9 | 2.6 ± 2.0 | .007 |
| Postoperative ECMO, yes/no, n | 3/42 | 6/39 | .29 |
| Weaned from ECMO successfully, yes/no, n | 3/0 | 4/2 | .25 |
Median preoperative sCD40L level: 1.21 μg/mL. sCD40L, Soluble CD40 ligand; ECMO, extracorporeal membrane oxygenation.
Figure 4Ninety patients with chronic thromboembolic pulmonary hypertension (CTEPH) who underwent pulmonary endarterectomy (PEA) were divided into good and poor surgical outcome groups. We examined the relationship between preoperative soluble CD40 ligand (sCD40L) level and surgical outcome. A high preoperative sCD40L level was correlated with poor surgical outcome independent of other preoperative parameters. The area under the blood concentration time curve AUC value of preoperative sCD40L for predicting poor surgical outcome was higher than that of D-dimer and CRP. Preoperative sCD40L level of CTEPH patients could be a promising biomarker related to surgical outcome of PEA. CI, Cardiac index; PVR, pulmonary vascular resistance; RAP, right atrial pressure; mPAP, mean pulmonary arterial pressure; PAWP, pulmonary artery wedge pressure; PvO, mixed venous oxygen pressure; BNP, brain natriuretic peptide; CRP, C-reactive protein; AUC, area under the curve.
Figure E1The comparison of preoperative sCD40L among Jamieson classification. Patients with Jamieson classification type 1 and type 3 had higher sCD40L than that in patients with Jamieson classification type 2. sCD40L, Soluble CD40 ligand.