1. Introduction
Aneurysmal subarachnoid hemorrhage (aSAH) is a life-threatening condition that results from intracranial aneurysm rupture, leading to the accumulation of blood between the arachnoid and pia mater [
1,
2,
3]. Representing 5% of all strokes, aSAH occurs at an annual incidence in the USA of 6.9 to 9 in 100,000 cases [
4]. Despite advances in neurocritical care and advanced imaging techniques, aSAH carries a 35% mortality rate, and more than 50% of survivors suffer from long-term disabilities [
5,
6,
7]. Beyond primary brain injury, these patients also suffer from secondary complications, such as cerebral edema, hydrocephalus, increased intracranial pressure, and systemic cardiopulmonary complications [
1,
7,
8,
9]. Prognostication and realistic counseling on expected outcomes is of the utmost importance to patients and their relatives [
10]. The grading systems proposed by Hunt and Hess as well as the World Federation of Neurological Societies have been widely used to aid in prognosis and guide treatment decisions in aSAH [
11,
12,
13]. However, these scales have poor inter-rater variability and are limited in assessing secondary injury. Delayed cerebral ischemia (DCI) and cerebral infarction remain the top causes for morbidity and mortality following aSAH and have therefore been the focus of many studies up to this point [
14,
15,
16,
17]. Despite prevention methods and pharmacologic therapies targeting DCI, improvements in patient outcomes have not been observed, indicating that other pathophysiological processes must contribute to poor outcomes following aSAH [
7,
18,
19]. In recent years, there has been an increase in interest in fluid biomarkers associated with brain damage in the course of neurological diseases [
20,
21,
22,
23,
24], including traumatic brain injury [
25,
26,
27,
28], stroke [
29,
30,
31], Alzheimer’s disease [
32], and Parkinson’s disease. The uncertain prognosis of aSAH patients contributes to the necessity of fluid biomarkers that can serve as a valuable adjunct to radiological and clinical evaluation, providing increased insight into disease severity, progression, and resolution [
33,
34]. Furthermore, pathophysiological changes on the microscopic level induced by aSAH are often not visible on imaging but prove to be clinically significant in the long-term prognosis of patients. To date, no molecular biomarker has been validated in SAH using large prospective studies.
Current management of DCI is based on the restoration of cerebral perfusion by using induced hypertension or endovascular therapy with intra-arterial vasodilators and/or transluminal balloon angioplasty, but treatment efficacy is limited [
35,
36]. The only evidence-based strategy currently available for the prevention of DCI and the improvement in clinical outcomes remains the calcium channel blocker nimodipine, which has no significant effect on angiographic CVS [
37,
38].
The overall prognosis for patients with aSAH remains poor, with high rates of mortality and long-term disability. Rebleeding is prevented by securing the ruptured aneurysm with either surgical clipping or endovascular coiling, but the patient remains at risk for secondary neurological deterioration due to cerebral vasospasm (CVS) or other causes of DCI during the first 2 weeks following the acute bleeding event [
39]. DCI is a clinical syndrome of neurological deterioration that is observed in approximately 30% of patients after aSAH. It can progress to cerebral infarction, which is a major predictor of cognitive impairment, quality of life deterioration, and poor long-term outcome [
40].
Early brain injury (EBI) is a key determinant of poor prognosis following aSAH [
41,
42]. Blood–brain barrier (BBB) and microvascular architecture disruptions, as well as vascular inflammation, are hallmarks of EBI. The neurovascular unit (NVU), composed of vascular cells, glial cells, neurons, and extracellular matrix (ECM), contributes to maintaining BBB integrity [
43,
44]. The BBB is formed by endothelial cells, which are supported by astrocytes and pericytes [
45,
46]. Between endothelial cells, tight junction proteins and adherens junctions maintain the immune privilege status of the central nervous system (CNS) [
45,
47]. Cellular and molecular components of the NVU interact to ensure stable neuronal function, including reducing cell proliferation, protecting the CNS from exposure to toxins, and preventing inflammatory processes by regulating the passage of inflammatory cells [
43]. Vascular inflammation, characterized by activated endothelial cells, perpetuates the disruption of the NVU in many CNS diseases [
48,
49]. BBB disruption is reported to occur within hours of aSAH and has been linked with downstream consequences [
50]. Following aneurysm rupture, the accumulation of plasma proteins in the subarachnoid space leads to the degradation of tight junction proteins, transcellular channels, and endothelial retractions [
43]. In addition, the accumulation of intravascular proteins in the brain interstitium results in increased intracranial pressure and brain volume [
43]. In addition, blood breakdown products and damage-associated molecule patterns (DAMPs) released as a result of vascular and cellular compromise following aneurysm rupture elicit local endothelial reactions, leading to the narrowing of cerebral arteries and ischemia [
41,
51,
52]. Injury also causes the upregulation of pro-inflammatory cell adhesion molecules, intercellular adhesion molecule 1 (ICAM-1), and vascular adhesion molecule 1 (VCAM-1), to induce leukocyte migration [
48]. As a result of systemic inflammation, acute phase reactant proteins, C-reactive protein (CRP), and serum amyloid A (SAA) are also upregulated [
48,
53,
54].
Following vascular injury and subsequent inflammation, angiogenic processes initiate the formation of new blood vessels [
55]. Angiogenic growth factors, such as vascular endothelial growth factor (VEGF), induce the migration and proliferation of endothelial cells [
55,
56]. In the setting of aSAH, neurons, glial cells, and migrated macrophages release VEGF during cerebral ischemia. Platelet growth factor (PIGF) synergistically enhances VEGF activity [
57]. Tyrosine kinase receptor, Tie-2, is responsible for maintaining vasculature in healthy and pathological states [
55]. In addition, the resolution of brain edema occurs via lymphatic clearance of the brain [
58]. VEGF-C is secreted by pro-inflammatory immune cells and binds to VEGFR-3 expressed on lymphatic vessels to stimulate lymphangiogenesis [
58]. The growth factor basic fibroblast growth factor (bFGF) can increase tight junction protein expression to maintain vascular integrity, and it contributes to angiogenesis by enhancing the mitogenesis of endothelial cells [
59,
60].
Limited studies have investigated vascular inflammation and angiogenesis protein expression following aSAH. In comparison, aSAH is experienced by younger individuals when compared with Alzheimer’s disease, stroke, and dementia; therefore, the vascular injury that occurs in aSAH patients may have a unique molecular profile [
50]. Reliable markers of the vascular inflammatory and angiogenic response associated with aSAH may allow for the earlier detection of patients at risk for complications and may aid in the identification of pharmacologic targets. In this study, we investigate the biomarker potential of vascular injury and angiogenesis proteins in the serum and cerebrospinal fluid (CSF) of aSAH patients compared to unaffected controls. The receiver operating characteristic (ROC) curve was determined for each potential biomarker. Furthermore, sensitivity and specificity were characterized and the area under the curve (AUC) was used to identify which inflammatory analytes have the greatest reliability and potential for clinical use as biomarkers. Furthermore, patients were grouped into favorable and unfavorable outcomes to analyze the contribution of vascular injury and angiogenesis protein expression to clinical outcomes in aSAH subjects. Finally, the proteins analyzed were utilized in a stepwise regression to predict clinical outcomes.
2. Materials and Methods
2.1. Patient Selection
This was a prospective and observational study in patients with aSAH who required an external ventricular drainage as part of their treatment. Patients with aSAH were recruited in Son Espases University Hospital (Palma de Mallorca, Spain). The Comité Ético de las Islas Baleares approved the study (IRB CEI IB 4914/22). Written informed consent was obtained from a family member or proxy according to the IRB. All subjects were admitted to the Neurological Intensive Care Unit at Hospital Universitario Son Espases, Palma de Mallorca, Spain. Patients included in the study met the following inclusion criteria: patients with aSAH, age 18 to 80 years, and ventriculostomy. Patients with past medical history relevant for CNS pathology, such as brain tumor, meningitis, cerebral vasculitis, or stroke, were excluded from this study.
Patients with aSAH received the following treatments (
Table 1): GI prophylaxis with omeprazole (all the patients receive it); DVT prophylaxis with enoxaparin (all the patients receive it) after the aneurism was secured; vasospasm prophylaxis with nimodipine for 21 days (all the patients receive it); seizure prophylaxis with levetiracetam for 7 days (all the patients receive it). Other treatments included the following: analgesia: morphine, tramadol, acetaminophen, and dexketoprofen (NSAID) (not all patients received all treatments); sedation: propofol, midazolam (only for intubated patients); osmotherapy: 7.5% hypertonic saline (in case of intracranial hypertension); antibiotics (in case of infection); amoxicillin–clavulanate (at admission); vasoactive drugs: norepinephrine; insulin (for glycemic control).
2.2. Definitions
DCI was defined as a worsening of at least 2 points on the modified Glasgow Coma Scale (mGCS) or the abbreviated National Institutes of Health Stroke Scale (aNIHSS), lasting for at least 2 h, which cannot be entirely attributed to causes other than cerebral vasospasm. In all patients, neurological examinations were performed every 6 h per protocol. Cerebral vasospasm was defined as a narrowing of the cerebral arteries seen in the cerebral angiogram. Cerebral angiogram was performed for all patients on admission. The angiogram was also repeated if any patient presented a DCI that did not respond to hemodynamic treatment. New cerebral infarction was defined as the presence of new low-density areas on a computed tomography (CT) imaging scan of the brain. In this cohort of patients, a CT scan was performed for all patients on day 7 and on day 14 after the hospital admission.
2.3. Data Collection
Patients’ clinical data were recorded prospectively using the electronical medical records from the hospital (Power Chart; Millenium, 2011, Cerner Corporation, Kansas City, MS, USA). The 6-month outcome was assessed using the extended version of the Glasgow Outcome Scale (GOSE) [
61]. The GOSE provides 8 categories of outcome: dead, vegetative state, lower severe disability, upper severe disability, lower moderate disability, upper moderate disability, lower good recovery, and upper good recovery. The 6-month GOSE was performed by a trained NICU attending (BG) by telephone consultation.
2.4. Sample Collection
Serum and cerebrospinal fluid (CSF) samples from patients with aSAH and samples from non-injured control donors were used in this study. Fifteen aSAH serum and CSF samples were obtained after informed consent. aSAH serum and CSF samples were obtained from 15 subjects (9 males (60%) and 6 females (40%)) with an age range of 36–77 years (median age of 64 years) (
Table 2). Serum samples from healthy donors were purchased from BioIVT. The normal donor group consisted of samples obtained from 4 male and 4 female donors above age 55. Ten control CSF samples (
Table S1) were obtained from patients with hydrocephalus admitted to Hospital Universitario Son Espases, Palma de Mallorca, Spain. Once the samples were obtained, they were immediately centrifuged at 2000×
g for 10 min at 4 °C to pellet cellular bodies and debris. The supernatant was decanted and frozen at −80 °C until sample analysis. Samples analyzed were obtained at day 1 and day 5 post-aSAH. Outcome measurements were performed using the Glasgow Outcome Scale—Extended (GOS-E) at 3 and 6 months.
2.5. Electrochemiluminescence Immunoassay (ECLIA)
Vascular injury and angiogenesis biomarkers were measured using the MESO Quickplex SQ 120 instrument, Rockville, MD, USA. Serum and CSF levels were quantified using ECL detection in an array-based multiplex format. The vascular injury biomarkers CRP, ICAM-1, SAA, and VCAM-1 were measured using Meso Scale Discovery (MSD) V-PLEX Vascular Injury Panel 2 Human Kit (Cat. #K15198D, Meso Scale Diagnostics, Rockville, MD, USA). The angiogenesis biomarkers FGF, PIGF, Tie-2, VEGF, VEGF-C, VEGF-D, and Flt-1 were measured using Meso Scale Discovery (MSD) V-PLEX Angiogenesis Panel 1 Human Kit (Cat. # K15190G-1, Meso Scale Diagnostics, Rockville, MD, USA). Finally, the pro-inflammatory cytokines IFN-γ, IL-1β, IL-2, IL-4, IL-6, IL-10, IL-12p70, IL-17A, and TNF-α were measured using Meso Scale Discovery (MSD) S-Plex Proinflammatory Panel 1 Human Kit (Cat. # K15396S-1, Meso Scale Diagnostics, Rockville, MD, USA). Experiments were conducted according to the manufacturer’s instructions applying standard curves in duplicate on the 96-well MSD plate.
2.6. Statistical and Biomarker Analysis
Assay data were analyzed with PRISM 10 (GraphPad, Boston, MA, USA). The robust regression and outlier removal (ROUT) procedure (Q set to 1%) identified and removed outliers before further analysis was completed. Descriptive statistics were then obtained once normality was assured with the Shapiro–Wilk test or the D’Agostino and Pearson test. Multiple group comparisons were carried out using a Kruskal–Wallis test ANOVA or an ordinary one-way ANOVA to analyze the non-parametric and parametric data, respectively. The box plot shows the minimum and the maximum with all data points. A p-value of <0.05 indicated statistical significance. The AUC was calculated using the ROC to further characterize the biomarker potential and obtain information on specificity, sensitivity, cut-off points, and likelihood ratios. The cut-off point was defined as the highest likelihood of reliability vs. 1-specificity plot for each specific analyte. Higher sensitivity was prioritized over specificity to ensure a greater likelihood of reliability. The overall assay accuracy was measured, as well as the positive and negative predictive values and the Youden Index.
2.7. Regression Analyses
RStudio/RMarkdown (version 1.2.5033) was used for linear regression analysis to explain the contribution of vascular injury protein and pro-inflammatory cytokine levels as well as the inflammasome proteins analyzed in [
62], to the Acute Physiology and Chronic Health Evaluation II (APACHE II), a predictor of ICU mortality. A stepwise regression procedure was completed using the vascular injury proteins and pro-inflammatory cytokines to predict APACHE II based on the lowest Akaike information criterion (AIC). Estimate, standard error, and
p-values were then obtained for each of the predictors and intercepts of the linear regression. The Durbin–Watson (DW) statistic was used to evaluate the model for autocorrelation. Residuals, mean of residuals, root mean square error (RMSE), confidence intervals, and the Bayesian information criterion (BIC) for the best fit model were also calculated as described in [
63].
4. Discussion
aSAH is a highly fatal and morbid disease with complex pathophysiology [
4,
65]. The surgical or endovascular repair of ruptured aneurysms in combination with pharmacologic management has improved outcomes in this patient population [
66]. However, these interventions fail to reduce morbidity and mortality from secondary complications, such as delayed cerebral ischemia and non-neurologic medical complications [
4,
66]. Previously, attention was directed toward reducing cerebral vasospasm after aSAH. Clazosentan, an endothelin receptor antagonist, has been utilized to prevent cerebral vasospasm [
18,
45]. While it has been reported that clazosentan significantly reduces vasospasm in these patients, there were no significant improvements in functional outcomes or mortality rates [
18]. Thus, there is a critical need for further investigation of the pathophysiological mechanisms contributing to poor prognosis in this patient population.
Following aneurysm rupture, inflammation is triggered by the release of blood into the subarachnoid space. Heme and other blood degradation products stimulate the inflammatory cascade and the upregulation of pro-inflammatory cytokines [
67]. Beyond mechanical disruption of the BBB due to vessel rupture, inflammatory cytokines released during the acute response to hemorrhage cause the degradation of tight junction proteins (e.g., claudins and occludins) [
68]. The combination of inflammation and BBB disruption is a central contributor to secondary brain injury in this patient population [
45,
69,
70]. Thus, biomarkers of vascular injury have great potential to quantify the severity of vascular damage, inflammation, and BBB disruption, as well as contribute to the prediction of poor outcomes. Numerous studies have investigated the role of acute phase reactant proteins and adhesion proteins in the pathogenesis of cerebrovascular disorders [
71,
72]. Elevated CRP levels have been correlated with brain structural changes and the imaging markers of cerebral small vessel disease, as well as neurodegeneration [
54]. CRP has also been previously investigated as a serum biomarker following aSAH. Patients with low GCS and high Hunt–Hess and Fisher grades have been shown to present with elevated serum CRP levels [
73]. The cell adhesion molecules ICAM-1 and VCAM-1 have been shown to mediate leukocyte migration in aging and age-released degenerative disorders such as Alzheimer’s disease and vascular dementia [
49]. Recent work has shown that SAA proteins can cross the intact BBB and impair BBB functions [
74]. Angiogenic protein markers, such as VEGF and PIGF, have also been previously investigated. Accordingly, VEGF expression has been shown to remain elevated up to 90 days following stroke onset [
55]. In a murine model of chronic hypoxia, PIGF-deficient mice exhibited a delayed angiogenic response, vascular dysfunction, and increased BBB permeability when compared to wild type mice [
57]. While these studies have highlighted the importance of these proteins in the pathology of neurological diseases, the biomarker potential of these signaling proteins for prognostic purposes is yet to be elucidated, particularly in aSAH. Importantly, to perform a comprehensive biomarker study, it is necessary to determine the ROC curve as well as obtain the AUC value to determine biomarker reliability [
75].
In this study, we used electrochemiluminescent immunoassays to measure vascular injury and angiogenesis proteins in the serum and CSF of 15 patients with aSAH. We identified significant increases in vascular injury proteins (CRP, SAA, ICAM-1, and VCAM-1) at 5 days post-injury in the serum and CSF when compared to healthy, age-matched and unaffected (hydrocephalus) controls, respectively. Elevated levels of these markers 5 days post-injury suggest an ongoing inflammatory response that may contribute to the pathophysiology of delayed neurological injury and systemic complications. Thus, monitoring the levels of these proteins may aid in assessing the severity of the inflammatory response and could be useful for prognostic purposes. Levels of the angiogenesis proteins VEGF, VEGF-C, VEGF-D, and bFGF were significantly elevated at 1 day post-injury in the CSF, while the angiogenesis protein Flt-1 was elevated up to 5 days post-injury in the CSF when compared to hydrocephalus controls. We also demonstrated that the angiogenesis proteins Flt-1 and Tie-2 were significantly elevated 1 day post-injury in the serum when compared to healthy, age-matched controls. In addition, PIGF was significantly elevated up to 5 days post-injury. Finally, VEGF-D significantly increased at 5 days post-injury. Previously, CSF was the primary source of novel biomarkers for CNS disorders due to its direct contact with the brain parenchyma and, therefore, its reflection of brain biochemical alterations following injury [
76,
77]. However, due to the invasive nature of CSF collection, there is high interest in less invasive fluid biomarker alternatives, such as peripheral blood.
To assess biomarker performance and reliability, we obtained ROC curves plotting biomarker sensitivity and specificity, as well as cut-off points that maximized sensitivity and specificity. Certain vascular injury and angiogenesis proteins demonstrated robust specificity and sensitivity and AUC values above 0.9, indicating they are reliable biomarkers of the vascular inflammatory response in aSAH. According to our analyses, CRP, SAA, ICAM-1, and VCAM-1 are reliable biomarkers of vascular inflammation in patients with aSAH when compared to controls. Both SAA and VCAM-1 presented an AUC > 0.9 for both timepoints measured. SAA demonstrated a high sensitivity and specificity of 100%. The angiogenesis proteins VEGF, VEGF-C, and Flt-1 also demonstrated an AUC > 0.9 with a robust sensitivity and specificity. Overall, the results indicated that these proteins are reliable CSF biomarkers of the vascular inflammatory and angiogenic response following aSAH. In the serum, SAA had the highest AUC value (1.000) on day 5 post-injury with a sensitivity and specificity of 100%. ICAM-1 and CRP also demonstrated high AUC values, 0.9271 and 0.9018, respectively, on day 5 post-injury. The angiogenic protein PIGF demonstrated an AUC value of 0.9107 with a high sensitivity and specificity on day 5. These results demonstrate that SAA, ICAM-1, CRP, and PIGF are reliable biomarkers of the vascular inflammatory and angiogenic response following aSAH, particularly at 5 days post-injury. By assessing serum as well as CSF biomarkers, we can analyze the vascular inflammatory and angiogenic response associated with aSAH on a local and systemic level. Moreover, the establishment of these proteins as serum biomarkers can have substantial clinical potential to provide prognostic information in a less invasive procedure.
We also investigated whether vascular inflammatory and angiogenic proteins are correlated with clinical outcomes in patients with aSAH. By dichotomizing patients into favorable and unfavorable outcomes using their GOS-E at 3 months post-injury, we found that patients with unfavorable outcomes (GOS-E < 5) exhibited significantly higher CSF levels of SAA when compared with patients with more favorable outcomes (GOS-E > 4). This finding suggests that high levels of SAA can serve as an indicator of poor outcome following aSAH. Moreover, we did not find significant levels of the other studied proteins between outcome groups.
Due to the low incidence of aSAH, the present proof-of-concept study consisted of a low sample size. Thus, future studies with increased patient numbers are necessary to validate the correlation between vascular inflammatory and angiogenic protein expression and clinical outcomes. Moreover, our results demonstrate the reliability of these proteins as biomarkers of vascular inflammation following aSAH. However, due to the small sample size, a limitation of the present study is that the cut-off points for each analyte/biomarker are not definite. Thus, further studies are needed with larger sample sizes in order to obtain a more definite AUC and the associated cut-off points with a more definite sensitivity and specificity for each potential biomarker. Ultimately, those cut-off points can be used for patient monitoring in the clinical setting. Moreover, future studies should also investigate the effects of therapeutics on these potential biomarkers in a larger population of affected individuals. Furthermore, a future study would be strengthened by using a cohort of individuals receiving the same therapeutic interventions after aSAH. In addition, patients with aSAH often experience chronic neurological dysfunction and cognitive decline in the months to years following injury. However, patients were lost to follow-up after 6 months, thus excluding the possibility of studying the relationship between chronic neurological deterioration and the vascular inflammatory biomarkers in the present study. Finally, future studies should carry out CSF and serum collection for longer than 5 days post-injury to examine whether these proteins correlate with secondary complications such as DCI and/or vasospasm.
Furthermore, we investigated the potential of inflammatory cytokines as biomarkers of aSAH. The serum levels of cytokines in patients with aSAH were assessed and compared with healthy, age-matched controls. This study revealed that the cytokines IL-10, IL-1β, IL-2, and IL-6 were significantly elevated following aSAH. Furthermore, IL-10, IL-2, and IL-6 demonstrated an AUC > 0.9 and were therefore determined to be reliable biomarkers of the inflammatory response following aSAH. Of note, previous studies have investigated the biomarker potential of similar inflammatory cytokines [
69]. However, previous studies did not calculate the ROC and AUC, which are optimal for identifying cut-off points for biomarkers associated with the inflammatory response associated with aSAH.
DCI remains the leading cause of morbidity and mortality in this patient population, accounting for 23% of deaths and permanent neurological deficits in 37% of patients [
78]. Previously, attention to mitigate DCI was directed toward reducing angiogenic vasospasm after aSAH. However, angiogenic therapies have not translated to improved outcomes. Interestingly, it was previously reported that the incidence of CVS was 67%, as demonstrated by angiography at 2 weeks post-injury in patients with aSAH; however, only 33% of these patients developed DCI [
79]. Thus, there is a critical need for further investigation of the pathophysiological processes contributing to DCI and poor outcomes in this patient population [
80]. Mechanisms of early brain injury that may contribute to DCI include inflammation, increased endothelin, decreased nitric oxide, oxidative stress, BBB breakdown, and cell death [
81]. In this study, we found that IL-6 and IL-2 were elevated in aSAH patients who presented with new cerebral infarcts on CT imaging at 1 week or 2 weeks post-injury when compared to patients who did not demonstrate this finding. Thus, this study shines light onto IL-6 and IL-2 as potential targets contributing to the pathophysiology of aSAH complicated with cerebral infarct.
In this study, following vascular injury protein analyses and analyses of pro-inflammatory cytokines, a linear regression model was fitted to predict APACHE II, a classification score of disease severity in ICU patients, following aSAH. APACHE II has previously been described for use in predicting mortality in ICU patients; however, it is not routinely used in all hospitals [
82]. Furthermore, the combination of APACHE II with inflammatory biomarkers has the potential to improve prognostication accuracy. Of the analytes utilized in the regression model, SAA in CSF presented the largest influence on increasing the APACHE II score, which is in alignment with our data that patients with higher SAA in CSF exhibit worse outcomes. Future studies with increased numbers of patients have the potential to increase the accuracy and significance of this model.
We also investigated the relationship between age and the expression of vascular injury and angiogenesis-related proteins contributing to aneurysm rupture. Age is a known risk factor for aneurysm formation and rupture, potentially influencing the biological response to vascular injury [
83]. Furthermore, advanced age is a recognized prognostic indicator of poor outcome after aSAH [
84]. To assess how vascular injury and angiogenic protein expression following aneurysm rupture is affected by age, we performed logistic regression analyses in which we accounted for age and biomarker expression for the presence or absence of aSAH. Accordingly, we identified significant associations for ICAM-1, FLT, and Tie-2 in the serum, whereas in CSF, ICAM-1, PIGF, and VEGF were significantly affected. Together, these findings indicate that the expression of vascular inflammatory biomarkers are also affected by age following aneurysm rupture. These findings underscore the importance of considering age-related biological variability when evaluating biomarkers and developing therapeutic strategies for aSAH.
Despite prevention methods and pharmacologic therapies targeting DCI, improvements in patient outcomes have not been observed, indicating that the pathophysiology of DCI remains poorly understood. Oral nimodipine remains the only pharmacological agent indicated for the prevention of DCI that has been shown to improve functional outcomes in aSAH [
85]. A common theme in the research of preventative therapies is the use of promising drugs that have been shown to reduce the occurrence of CVS but ultimately did not improve functional outcomes in large, randomized studies. An example of this is the endothelin antagonist clazosentan, although this agent was recently approved in Japan [
85]. For this reason, we must look for new therapeutic targets that prevent the occurrence of cerebral infarctions and improve the prognosis of aSAH patients, and we have conducted a search for potential new markers of the inflammatory response that may serve in the future as therapeutic targets to prevent the occurrence of DCI, vasospasm, or cerebral infarcts and thus improve the prognosis of aSAH patients.