Serum Lactate Dehydrogenase to Phosphate Ratio as an Independent Predictor for Adverse Outcome of Microsurgical Clipping for Ruptured Intracranial Aneurysm: A Propensity-Score Matching Analysis
by
, ,
Shufa Zheng
1
,
Yibin Zhang
1,
Haojie Wang
1,
Xueling Xie
1,
Yuanxiang Lin
1,
Peisen Yao
1,
Zhangya Lin
1 and
Dezhi Kang
1,2,3,4,5,6,* 1
Department of Neurosurgery, Neurosurgery Research Institute, The First Affiliated Hospital, Fujian Medical University, Fuzhou, 350004, China
2
Fujian Provincial Clinical Research Center for Neurological Disease, the First Affiliated Hospital, Fujian Medical University, Fuzhou, 350004, China
3
Department of Neurosurgery, Binhai Branch of National Regional Medical Center, the First Affiliated Hospital, Fujian Medical University, Fuzhou, 350004, China
4
Fujian Provincial Institutes of Brain Disorders and Brain Sciences, the First Affiliated Hospital, Fujian Medical University, Fuzhou, 350004, China
5
Clinical Research and Translation Center, The First Affiliated Hospital, Fujian Medical University, Fuzhou, 350004, China
6
The First Affiliated Hospital, Fujian Medical University, No. 20 Chazhong Road, Taijiang District, Fuzhou 350004, China
*
Author to whom correspondence should be addressed.
Brain Sci. 2022, 12(6), 737; https://doi.org/10.3390/brainsci12060737
Submission received: 20 April 2022
/
Revised: 27 May 2022
/
Accepted: 30 May 2022
/
Published: 4 June 2022
(This article belongs to the Section Neurosurgery and Neuroanatomy)
Abstract
:Objective: In this study, we assessed the correlation between the lactate dehydrogenase (LDH) to phosphate ratio and the prognosis of microsurgical clippings for ruptured intracranial aneurysm (rIA) to test the hypothesis that the serum LDH to phosphate ratio could be a predictor of the outcome of microsurgical clipping for rIA. Methods: Records of rIA patients between 2012 and 2018 were retrospectively collected. Age, sex, Hunt-Hess grade, Fisher grade, medical history, aneurysm location, hydrocephalus, laboratory data including serum LDH, phosphate, and LDH to phosphate ratio, related complications, and the outcomes in 3 months were recorded. Results: A total of 1608 rIA patients in our institution were collected, and 856 patients treated by microsurgical clipping were enrolled. On admission, a significantly higher LDH-phosphate ratio was observed in patients with poor outcomes at 3 months (median ± SD, 200.175 ± 107.290 for mRS 0–2 vs. 323.826 ± 219.075 for mRS score 3–6; p = 0.000). An LDH to phosphate ratio of 226.25 in the receiver operating characteristic (ROC) curve was the optimal cutoff value to discriminate between good and poor outcomes at 3 months. The LDH to phosphate ratio ≥ 226.25 on admission was independently correlated with poor outcomes in rIA patients. In addition, Hunt and Hess grade, Fisher grade, pneumonia, and DIND were also independently correlated with poor outcomes. After removing the bias in essential clinical variables between patients with LDH to phosphate, ratio ≥ 226.25 versus <226.25 by PSM, the number of patients with poor outcomes at 3 months increased in patients with an LDH to phosphate ratio of ≥226.25 (p = 0.005). Conclusions: The LDH to phosphate ratio was a potential biomarker and could predict the unfavorable outcome of microsurgical clipping for rIA in 3 months, related to neuronal damage, cerebral hypoxia, and early brain injury after aneurysm ruptures.
1. Introduction
It was revealed that neuronal damage and brain tissue hypoxia were the two main mechanisms involved in early brain injury after subarachnoid hemorrhage [1,2]. Many serum nonspecific biomarkers, such as C-reactive protein (CRP) [3,4], serum interleukin-6 [5,6], neutrophil-lymphocyte ratio [7], serum glucose level [8,9], serum glucose/potassium ratio [10], and serum glucose/phosphate ratio [11], were risk factors for predicting the unfavorable prognosis of ruptured intracranial aneurysm (rIA). Some of them might be involved in the mechanism of early brain injury following an aneurysmal subarachnoid. However, the process and detailed mechanism of early brain injury in rIA is multifactorial and remains unclear.
Lactate dehydrogenase (LDH) is a glycolytic enzyme in brain tissue and can be released from the damaged neuronal cells when the cell membrane is destroyed, which is nonspecific and exists in other human organs, including the liver, heart, skeletal muscle, kidney, and lung. It was reported that LDH could predict the unfavorable outcome of traumatic brain injury [12,13,14], intracerebral hemorrhage [15], and aneurysmal subarachnoid hemorrhage [16], but few studies assessed the relationship between LDH and the outcome of rIA. Brain tissue hypoxia could be induced by hypophosphatemia because it can promote an adverse increase in hemoglobin oxygen affinity and reduce the oxygen release to the brain [17], resulting in secondary cerebral hypoxia and brain tissue injury. It was established that hypophosphatemia is a biomarker for the severity of illness in an intensive care unit [18,19]. However, hypophosphatemia was correlated with the prognosis of aneurysmal subarachnoid hemorrhage [11,20]. Hypophosphatemia and elevated LDH may be closely related in patients with rIA. Here, we tested the hypothesis that serum LDH and phosphate might be associated with neuronal damage, cerebral hypoxia, and early brain injury and assessed the correlation between the LDH to phosphate ratio and the prognosis of rIA, which may be a predictor of the adverse outcome of rIA.
2. Methods
The data were retrospectively retrieved from a prospectively collected database. All procedures performed in this retrospective study involving human participants were based on the 1964 Helsinki declaration and approved by the ethics committee of First Affiliated Hospital of Fujian Medical University.
3. Patient Characteristics
Patients were enrolled in the study based on the following criteria: (1) Aneurysmal subarachnoid hemorrhage (aSAH) was diagnosed by computed tomography (CT) and computerized tomography angiography (CTA) or digital subtraction angiography (DSA). (2) The patients were admitted 24 h after the occurrence of SAH. (3) Cerebral aneurysms were treated by microsurgical clipping. The exclusion criteria were: (1) aSAH detected > 24 h after the onset. (2) The presence of intracranial tumors in patients with other cerebrovascular diseases (such as intracranial arteriovenous malformations, arteriovenous fistula, and Moyamoya syndrome/disease). (3) Patients with myocardial infarction, pulmonary infarction, hepatitis, kidney disease or progressive muscular atrophy, malignant tumor, leukemia, hemolytic anemia, etc.
Essential clinical characteristics of rIA patients include age, sex, H-H grade, Fisher grade, smoking, drink, medical history, aneurysm location, hydrocephalus, laboratory data (white blood cells, hemoglobin, serum glucose, serum LDH, serum phosphate, and LDH to phosphate ratio), complication (intracranial hematoma, intracranial infection, pneumonia, sepsis and delay ischemic neurological deficit), and the outcomes in 3 months are shown in Table 1. Upon admission, all the patients had peripheral venous blood drawn for laboratory examinations, including their blood routine and biochemical blood indexes.
The records of a total of 1608 rIA patients in our institution were collected, and 856 patients treated by microsurgical clipping were enrolled in our institution between 2012 and 2018 (shown in Figure 1 and Table 1). The patients included 337 (39.4%) males and 519 (60.6%) females, and the mean age was 54.5 years (range 10–86). The mean ± SD of white blood cell, (×109/L) was 10.009 ± 4.347; serum glucose (mmol/L), 6.580 ± 3.155; serum LDH (U/L), 186.914 ± 58.595; serum phosphate (mmol/L), 0.992 ± 0.348; serum LDH- phosphate ratio, 217.509 ± 135.722. The time from intracranial aneurysm rupture to admission ranged from 1 h to 19 days (mean time 30.6 ± 18.1 h).
4. Preoperative Management
All rIA patients receive CT scans routinely on admission to our institution. Clinical condition and the image characteristics were evaluated in all rIA patients using H-H grade and Fisher grade. CTA or DSA examinations were performed to diagnose the cerebral aneurysm. The cerebral aneurysm was treated by microsurgical clipping 3 days after admission. Perioperative care and medical treatment were implemented according to a standardized protocol and the guidelines for managing aneurysmal subarachnoid in China. Postoperative complications were evaluated by CT scanning within 24 h after microsurgical clipping. All patients underwent CTA or DSA examination within postoperative day 7 to confirm whether there existed a cerebral vasospasm and residual aneurysm neck or not.
The 3-month outcome was evaluated using the Modified Rankin Scale (mRS). An mRS score of 0–2 was defined as a good outcome, and an mRS score of 3–6 was defined as a poor outcome. CT or MR imaging confirmed a delayed ischemic neurological deficit as the appearance of clinical symptoms, such as newly developed focal neurological deficits or loss of consciousness.
5. Statistical Analysis
Statistical analyses were carried out with SPSS for windows (version 25.0, IBM Corp., Armonk, NY, USA), GraphPad Prism (version 8.3.0, GraphPad Software, San Diego, CA, USA) and Medcal software (version 20.0.4, Mariakerke, Belgium). The differences in the continuous variables were evaluated using the Student’s t-test or one-way analysis of variance (ANOVA). The differences in qualitative variables were determined using the Chi-squared test (χ2 test) or Fisher’s exact test. The multivariable analysis included all variables with a p-value of less than 0.10 in a univariate analysis. The correlations between serum LDH to phosphate ratio and H-H grade, serum LDH and H-H grade, serum phosphate and H-H grade, serum LDH, and serum phosphate were evaluated utilizing Spearman’s rank correlation coefficient. The serum LDH to phosphate ratio between the good outcome group (mRS score 0–2) and poor outcome group (mRS score 3–6) were evaluated using Mann–Whitney U-tests. Differences were deemed significant at a p < 0.05. The receiver operating curve (ROC) evaluated the specificity and sensitivity of serum LDH to a phosphate ratio for a 3-month outcome. A propensity-score matching (PSM) analysis was carried out to remove imbalances in essential clinical variables between the serum LDH to phosphate Ratio ≥optimal cutoff value and <optimal cutoff value group. Conditional probability was estimated with the logistic regression model. The serum LDH to phosphate ratio ≥optimal cutoff value and <optimal cutoff value groups were matched at a ratio of 1:1 using the nearest neighboring matching algorithm.
6. Results
6.1. The Primary Clinical Characteristics of rIA Patients
The essential characteristics of patients with rIA are shown in Table 1. Seven hundred and thirty-six patients had a favorable outcome compared to 120 with unfavorable outcomes in the present study. The clinical characteristics of the two groups are shown in Table 2. There existed a significant difference in age, H-H grade, Fisher grade, hydrocephalus, white blood cells, serum glucose, serum LDH, serum LDH to phosphate ratio, pneumonia, and the delayed ischemic neurological deficit between the two groups (shown in Table 2). The rIA Patients with poor outcomes at 3 months were older (p = 0.003), had a poor Hunt-Hess grade (p < 0.001), poor grade Fisher grade (p < 0.001), and a higher rate of pneumonia (p < 0.001) and delayed ischemic neurological deficit (p < 0.001). The present study’s mean ± SD of white blood cells (×109/L) was 10.009 ± 4.347. Higher WBC on admission was observed in patients with poor outcomes at 3 months (p = 0.000; Table 2). A significantly higher LDH on admission was observed in patients with poor outcomes at 3 months (p = 0.000, shown in Table 2). The prevalence of hypophosphatemia (<0.80 mmol/L) was 26.3% (225/856). Moreover, there is a statistical difference in serum phosphate levels between the two groups (p < 0.001, shown in Table 2). Interestingly, a significantly higher serum LDH-phosphate ratio on admission was observed in patients with poor outcomes at 3 months (median ± SD, 200.175 ± 107.290 for mRS 0–2 vs. 323.826 ± 219.075 for mRS score 3–6; p = 0.000; see Table 2).
6.2. The Correlation of LDH- Phosphate Ratio with the Functional Outcome of rIA Patients
The serum LDH to phosphate ratio was elevated with an increasing H-H grade (Spearman’s r = 0.425, p < 0.001; Figure 2). Serum LDH was also elevated with an increasing H-H grade (r = 0.377, p < 0.001; Figure 3). The serum phosphate level decreased with an increasing H-H grade (r = −0.239, p < 0.001; Figure 4). The serum phosphate level decreased with an increase in the serum LDH level (r = −0.134, p < 0.001; Figure 5). Multivariable Logistic regression analyses demonstrated that the H-H grade, Fisher grade, serum LDH to phosphate Ratio ≥ 226.25, pneumonia, and DIND were independently associated with the unfavorable outcome of rIA (p < 0.05). The results showed that the serum LDH to phosphate ratio on admission was independently correlated with poor outcomes in rIA patients (risk ratio [95% CI] 1.967 [1.185–3.266] p = 0.009). In addition, Hunt and Hess grade (risk ratio [95% CI] 1.731 [1.333–2.246] p < 0.001), Fisher grade (risk ratio [95% CI] 1.428 [1.108–1.842] p = 0.0096), pneumonia (risk ratio [95% CI] 4.017 [2.472–6.530] p < 0.001) and DIND (risk ratio [95% CI] 3.773 [2.171–6.559] p < 0.001) were also independently correlated with poor outcome (Table 3). The receiver operating characteristic (ROC) curve of serum LDH to the phosphate ratio for poor outcomes of rIA patients is shown in Figure 6. A serum LDH-phosphate ratio of 226.25 was identified as the optimal cutoff value to discriminate between good and poor outcomes at 3 months. The area under the ROC curve (AUC) was 0.713 (95% CI, 0.681–0.743; the sensitivity was 63.33%, and the specificity was 74.18%, p< 0.001) (mRS 3–6: LDH to phosphate ratio ≥226.25 267/856 [31.2%] vs. LDH- phosphate ratio < 226.25 589/856 [68.8%]; p < 0.001). The ROC analysis also revealed that the AUC was 0.698 (95% CI 0.666–0.729, p < 0.001; the sensitivity was 59.17%, and the specificity was 75.95%) for LDH and 0.630 (95% CI 0.597–0.662, p < 0.001; the sensitivity was 45.00%, and the specificity was 76.77%) for phosphate, respectively (Figure 6). The Z-test illustrated that the AUC of LDH to phosphate ratio was statistically higher than the phosphate (Z = 4.892, p < 0.001).
6.3. The Outcomes of rIA Patients in PSM Analysis
rIA Patients with a serum LDH to phosphate ratio ≥ 226.25 were more prone to an unfavorable clinical condition on admission (H-H grade) (Figure 1). To remove bias in basic clinical variables between patients with an LDH to phosphate ratio ≥ 226.25 versus <226.25, PSM was performed; finally, it was revealed (Table 4) that there were no differences in age (p = 0.806), HH grade (p = 0.130), Fisher (p = 1.000), pneumonia (p = 0.913) and DIND (p = 0.538). Figure 7 illustrates the functional outcome of 3-month mRS in patients with a serum LDH to phosphate ratio ≥ 226.25 versus <226.25. The comparison of the proportions of patients within each mRS score category on the 7-point scale at 3 months between the two groups is presented in Figure 7A. Compared to the patients with a serum LDH to phosphate ratio < 226.25, the proportions of patients with unfavorable outcomes at 3 months increased in patients with a serum LDH to phosphate ratio ≥ 226.25 (p = 0.005; shown in Figure 7B).
7. Discussion
This study intended to assess the role of the serum LDH to phosphate ratio in the clinical conditions and 3-month outcomes in rIA patients. Here, we firstly explored the predictive value of LDH to the phosphate ratio in rIA patients. It was demonstrated that rIA patients with a serum LDH to phosphate ratio ≥ 226.25 were more prone to an unfavorable clinical condition on admission (H-H grade), and a significantly higher serum LDH-phosphate ratio on admission was observed in patients with poor outcomes at 3 months. Moreover, a LDH-phosphate ratio ≥ 226.25 on admission was independently correlated with poor outcomes in rIA patients. In addition, the Hunt and Hess grade, Fisher grade, pneumonia, and DIND were also independently correlated with poor outcomes, and these results were consistent with the previous study [21]. After removing the bias in essential clinical variables between patients with a serum LDH to phosphate ratio ≥ 226.25 versus <226.25 by PSM, the number of patients with poor outcomes at 3 months increased in patients with a serum LDH to phosphate ratio ≥ 226.25 (p = 0.005), suggesting that the serum LDH to phosphate ratio is a potential biomarker that can reflect clinical conditions and predict unfavorable outcomes in rIA patients in 3 months.
As Lu Y reported, the number of damaged cells was positively related to the clinical condition of rIA patients and their Hunt and Hess grade [22]. After the intracranial aneurysm ruptures, cytolysis occurs, or the neuronal cell membrane is destroyed, and LDH will be released into the blood, resulting in an increase in serum LDH [23]. Hence, the following factors resulted in elevated serum LDH levels in rIA patients: (1) LDH originating from the damaged neuron or glial cells. (2) LDH produced from lytic red blood cells (RBC) after being released into the subarachnoid space. As we know, LDH can catalyze the dehydrogenation of lactic acid to pyruvic acid, promote anaerobic glycolysis, and prevent lactic acid accumulation, the latter of which is correlated with poor outcomes of traumatic brain injury [14]. Therefore, we inferred that cerebral hypoperfusion was prone to occur in rIA patients, especially those with severe conditions, which would lead to cerebral hypoxia and lactic acid accumulation. The latter might promote the elevation of serum LDH levels. Several reports demonstrated that the serum LDH level was correlated with the prognosis of neuroblastoma [24], glioblastoma multiforme [25], acute encephalopathy [26], and mycoplasma pneumonia [27]. Yu W’s study revealed that the serum LDH level was associated with the degree of brain tissue injury, and serum LDH activities were correlated with cerebral artery occlusion in a dose-dependent manner [28]. Several reports also showed that the LDH level was used to predict neuronal injury [29,30], and could also be a predictor of the unfavorable outcome of traumatic brain injury [31] and neonatal intracranial hemorrhage [15,32]. Interestingly, our present study showed that serum LDH was also elevated with an increasing H-H grade (p < 0.001), which may be a nonspecific biomarker of damaged brain tissue after an aneurysm ruptures.
Acute spontaneous intracerebral hemorrhage, including aSAH, is accompanied by hypophosphatemia [33,34]. Accordingly, these reasons explain the underlying mechanism. Firstly, patients with aSAH are prone to spontaneous hyperventilation [33]. As a result of respiratory alkalosis, the body’s pH changes, which then causes a drop in phosphate levels due to a series of metabolic reactions [11,35]. Hypophosphatemia occurs when phosphate is transferred into the cells. Patients with aSAH are likely to develop hypophosphatemia due to this condition. Secondly, elevated serum endogenous or exogenous catecholamines (e.g., epinephrine and norepinephrine) can negatively affect serum phosphate in patients with aSAH [11,36]. Finally, inflammatory factors lead to the internal redistribution of phosphate, which might explain the decrease in serum phosphate [5,6].
After aSAH, cerebral hypoxia participates in the early brain injury [1,2]. However, the detailed mechanism of early brain injury remains unclear. It is known that phosphate is essential to produce 2,3-diphosphoglycerate in red blood cells, and low phosphate levels hamper the production of 2,3-diphosphoglycerate, which can incur an adverse increase in hemoglobin oxygen affinity and reduces the oxygen release to the brain [17]. Ultimately, brain energy metabolism is impaired, and brain tissue injury occurs. Suzuki’s studies demonstrated that hypophosphatemia was associated with illness severity and higher ICU mortality [20]. Our present study showed that the prevalence of hypophosphatemia was 26.3% in rIA patients, which was in rough agreement with the previous study [20]. Our results also showed that the serum phosphate level of the rIA patients decreased with the increase in the H-H grade (r = −0.239, p < 0.001).
Furthermore, the serum phosphate level in the unfavorable group was significantly lower than in the favorable group. Therefore, hypophosphatemia may participate in early brain injury by reducing oxygen release to brain tissue. Here, we assumed that lower serum phosphorus was a risk factor and was prone to causing cerebral hypoxia. Hypophosphatemia was associated with the adverse prognosis of rIA.
Interestingly, when we introduced the serum LDH to phosphate ratio into one of the risk factors, we found that spearman’s r value of LDH to phosphate ratio is higher than that of serum LDH and serum phosphate level. It suggested that serum LDH to phosphate ratio is more suitable as a predictor for clinical conditions and poor outcomes of rIA patients than serum LDH and serum phosphate. Here, we also found that serum phosphate levels decreased with increasing serum LDH levels (r = −0.134, p < 0.001) in the present study, but the detailed mechanism remains unclear and requires further exploration.
8. Limitations
As this was a retrospective study, there were several limitations. First, the serum LDH to phosphate ratio lacks specificity to brain tissue. The LDH from CSF was not collected. The serum LDH level cannot directly reflect the accurate level in the brain tissue. Future prospective multicenter studies based on the LDH to phosphate ratio in CSF samples are warranted. Second, the time from rupture to the time of collection of serum LDH and phosphate was not consistent. Third, our results were only based on the patients treated by microsurgical clipping, and it was necessary to clarify whether this conclusion is suitable for patients treated by endovascular coiling. Fourth, it is a retrospective study and not a prospective and multicenter design. Although PSM was performed to remove the imbalance of clinical variables, our study showed that associations of serum LDH to the phosphate ratio were correlated with unfavorable outcomes in rIA patients; and the detailed mechanism remains unknown. Large-scale randomized clinical trials are needed to further confirm the conclusion.
9. Conclusions
Serum LDH to phosphate ratio is a potential biomarker and could predict the poor outcome of microsurgical clipping for rIA in 3 months. LDH and phosphate may be related to neuronal damage, cerebral hypoxia, and early brain injury after aneurysm ruptures. However, the detailed mechanism remains unclear, and large-scale randomized clinical trials should be conducted to further confirm the conclusion.
Author Contributions
Conceptualization, S.Z., Y.Z. and H.W.; methodology, S.Z.; validation, X.X., Y.L. and Z.L.; formal analysis, S.Z.; investigation, P.Y.; resources, D.K.; data curation, H.W; writing—original draft preparation, S.Z., Y.Z. and H.W.; writing—review and editing, S.Z., Y.Z. and H.W.; visualization, P.Y.; supervision, D.K.; project administration, D.K. All authors have read and agreed to the published version of the manuscript.
Funding
They are supported by the Fujian clinical research center for neurological disease (SSJ-YJZX-1 to De-Zhi Kang), critical clinical specialty discipline construction program of Fujian, P.R.C, the major project of Fujian provincial department of science and technology (No.2014YZ0003 and No. 2014YZ01 to De-Zhi Kang), the Young and Middle-aged Backbone Key Research Project of National Health and Family Planning Commission of Fujian Province (No. 2017-ZQN-46 to Pei-Sen Yao), Natural Science Funding of Fujian Province (No. 2018J01175 to Pei-Sen Yao and No. 2018J01176 to Shu-Fa Zheng).This research received no external funding.
Institutional Review Board Statement
The study was conducted in accordance with the Declaration of Helsinki, and approved by the Institutional Review Board (or Ethics Committee) of the ethics committee of First Affiliated Hospital of Fujian Medical University. (Protocol code [2017]079 and date of approval). Informed consent was obtained from all subjects involved in the study.
Informed Consent Statement
Informed consent was obtained from all subjects involved in the study.
Data Availability Statement
Not applicable.
Conflicts of Interest
The authors declare no conflict of interest.
References
- Cahill, J.; Calvert, J.W.; Zhang, J.H. Mechanisms of early brain injury after subarachnoid hemorrhage. J. Cereb. Blood Flow Metab. 2006, 26, 1341–1353. [Google Scholar] [CrossRef] [Green Version]
- Garry, P.S.; Ezra, M.; Rowland, M.J.; Westbrook, J.; Pattinson, K.T. The role of the nitric oxide pathway in brain injury and its treatment--from bench to bedside. Exp. Neurol. 2015, 263, 235–243. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Romero, F.R.; Cataneo, D.C.; Cataneo, A.J. C-reactive protein and vasospasm after aneurysmal subarachnoid hemorrhage. Acta Cir. Bras. 2014, 29, 340–345. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Ma, X.; Lan, F.; Zhang, Y. Associations between C-reactive protein and white blood cell count, occurrence of delayed cerebral ischemia and poor outcome following aneurysmal subarachnoid hemorrhage: A systematic review and meta-analysis. Acta Neurol. Belg. 2021, 121, 1311–1324. [Google Scholar] [CrossRef]
- Lucke-Wold, B.; Hosaka, K.; Dodd, W.; Motwani, K.; Laurent, D.; Martinez, M.; Hoh, B. Interleukin-6: Important Mediator of Vasospasm Following Subarachnoid Hemorrhage. Curr. Neurovasc. Res. 2021, 18, 364–369. [Google Scholar] [CrossRef] [PubMed]
- Lucke-Wold, B.P.; Logsdon, A.F.; Manoranjan, B.; Turner, R.C.; McConnell, E.; Vates, G.E.; Huber, J.D.; Rosen, C.L.; Simard, J.M. Aneurysmal Subarachnoid Hemorrhage and Neuroinflammation: A Comprehensive Review. Int. J. Mol. Sci. 2016, 17, 497. [Google Scholar] [CrossRef]
- Wang, J.Y.; Zhang, X.T.; Wang, J.Q.; Wang, C.Y.; Zheng, W.L.; Pan, Z.M.; Xu, Z.B.; Li, X.Y.; Zhang, Y.B. Admission Neutrophil-Lymphocyte Ratio Predicts Rebleeding Following Aneurismal Subarachnoid Hemorrhage. World Neurosurg. 2020, 138, e317–e322. [Google Scholar] [CrossRef]
- Okazaki, T.; Hifumi, T.; Kawakita, K.; Shishido, H.; Ogawa, D.; Okauchi, M.; Shindo, A.; Kawanishi, M.; Tamiya, T.; Kuroda, Y. Blood Glucose Variability: A Strong Independent Predictor of Neurological Outcomes in Aneurysmal Subarachnoid Hemorrhage. J. Intensiv. Care Med. 2018, 33, 189–195. [Google Scholar] [CrossRef]
- Bian, L.; Liu, L.; Wang, C.; Hussain, M.; Yuan, Y.; Liu, G.; Wang, W.; Zhao, X. Hyperglycemia within day 14 of aneurysmal subarachnoid hemorrhage predicts 1-year mortality. Clin. Neurol. Neurosurg. 2013, 115, 959–964. [Google Scholar] [CrossRef]
- Wang, J.; Feng, Q.; Zhang, Y.; Qiu, W.; Gao, H. Elevated Glucose-Potassium Ratio Predicts Preoperative Rebleeding in Patients With Aneurysmal Subarachnoid Hemorrhage. Front. Neurol. 2021, 12, 795376. [Google Scholar] [CrossRef]
- Zhang, D.; Zhuang, Z.; Wei, Y.; Liu, X.; Li, W.; Gao, Y.; Li, J.; Hang, C. Association of Admission Serum Glucose-Phosphate Ratio with Severity and Prognosis of Aneurysmal Subarachnoid Hemorrhage. World Neurosurg. 2019, 127, e1145–e1151. [Google Scholar] [CrossRef] [PubMed]
- Podlasek, S.J.; McPherson, R.A.; Threatte, G.A. Characterization of apparent lactate dehydrogenase isoenzyme 6: A lactate-independent dehydrogenase. Clin. Chem. 1984, 30, 266–270. [Google Scholar] [CrossRef]
- Darkwah Oppong, M.; Gembruch, O.; Herten, A.; Frantsev, R.; Chihi, M.; Dammann, P.; El Hindy, N.; Forsting, M.; Sure, U.; Jabbarli, R. Intraventricular Hemorrhage Caused by Subarachnoid Hemorrhage: Does the Severity Matter? World Neurosurg. 2018, 111, e693–e702. [Google Scholar] [CrossRef] [PubMed]
- Engstrom, M.; Schott, U.; Nordstrom, C.H.; Romner, B.; Reinstrup, P. Increased lactate levels impair the coagulation system--a potential contributing factor to progressive hemorrhage after traumatic brain injury. J. Neurosurg. Anesthesiol. 2006, 18, 200–204. [Google Scholar] [CrossRef]
- Wang, C.Y.; Zhang, Y.B.; Wang, J.Q.; Zhang, X.T.; Pan, Z.M.; Chen, L.X. Association Between Serum Lactate Dehydrogenase Level and Hematoma Expansion in Patients with Primary Intracerebral Hemorrhage: A Propensity-Matched Analysis. World Neurosurg. 2022, 160, e579–e590. [Google Scholar] [CrossRef]
- Zheng, S.; Wang, H.; Chen, G.; Shangguan, H.; Yu, L.; Lin, Z.; Lin, Y.; Yao, P.; Kang, D. Higher Serum Levels of Lactate Dehydrogenase Before Microsurgery Predict Poor Outcome of Aneurysmal Subarachnoid Hemorrhage. Front. Neurol. 2021, 12, 720574. [Google Scholar] [CrossRef] [PubMed]
- Larsen, V.H.; Waldau, T.; Gravesen, H.; Siggaard-Andersen, O. Erythrocyte 2,3-diphosphoglycerate depletion associated with hypophosphatemia detected by routine arterial blood gas analysis. Scand. J. Clin. Lab. Investig. Suppl. 1996, 224, 83–87. [Google Scholar] [CrossRef] [PubMed]
- Brotfain, E.; Schwartz, A.; Boniel, A.; Koyfman, L.; Boyko, M.; Kutz, R.; Klein, M. Clinical outcome of critically ill patients with thrombocytopenia and hypophosphatemia in the early stage of sepsis. Anaesthesiol. Intensive Ther. 2016, 48, 294–299. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Fuentes, E.; Yeh, D.D.; Quraishi, S.A.; Johnson, E.A.; Kaafarani, H.; Lee, J.; King, D.R.; DeMoya, M.; Fagenholz, P.; Butler, K.; et al. Hypophosphatemia in Enterally Fed Patients in the Surgical Intensive Care Unit. Nutr. Clin. Pract. Off. Publ. Am. Soc. Parenter. Enter. Nutr. 2017, 32, 252–257. [Google Scholar] [CrossRef]
- Junttila, E.; Koskenkari, J.; Ala-Kokko, T. Hypophosphatemia after nontraumatic intracranial hemorrhage. Acta Anaesthesiol. Scand. 2017, 61, 641–649. [Google Scholar] [CrossRef]
- Zhao, B.; Yang, H.; Zheng, K.; Li, Z.; Xiong, Y.; Tan, X.; Zhong, M. Preoperative and postoperative predictors of long-term outcome after endovascular treatment of poor-grade aneurysmal subarachnoid hemorrhage. J. Neurosurg. 2017, 126, 1764–1771. [Google Scholar] [CrossRef]
- Lu, Y.; Zhang, X.S.; Zhang, Z.H.; Zhou, X.M.; Gao, Y.Y.; Liu, G.J.; Wang, H.; Wu, L.Y.; Li, W.; Hang, C.H. Peroxiredoxin 2 activates microglia by interacting with Toll-like receptor 4 after subarachnoid hemorrhage. J. Neuroinflamm. 2018, 15, 87. [Google Scholar] [CrossRef]
- Batt, A.M.; Ferrari, L. Manifestations of chemically induced liver damage. Clin. Chem. 1995, 41, 1882–1887. [Google Scholar] [CrossRef] [PubMed]
- Dorneburg, C.; Fischer, M.; Barth, T.F.E.; Mueller-Klieser, W.; Hero, B.; Gecht, J.; Carter, D.R.; De Preter, K.; Mayer, B.; Christner, L.; et al. LDHA in neuroblastoma is associated with poor outcome and its depletion decreases neuroblastoma growth independent of aerobic glycolysis. Clin. Cancer Res. Off. J. Am. Assoc. Cancer Res. 2018, 24, 5772–5783. [Google Scholar] [CrossRef] [Green Version]
- Daniele, S.; Giacomelli, C.; Zappelli, E.; Granchi, C.; Trincavelli, M.L.; Minutolo, F.; Martini, C. Lactate dehydrogenase-A inhibition induces human glioblastoma multiforme stem cell differentiation and death. Sci. Rep. 2015, 5, 15556. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Oba, C.; Kashiwagi, M.; Tanabe, T.; Nomura, S.; Ogino, M.; Matsuda, T.; Murata, S.; Nakamura, M.; Shirasu, A.; Inoue, K.; et al. Prognostic factors in the early phase of acute encephalopathy. Pediatrics Int. Off. J. Jpn. Pediatric Soc. 2018, 60, 270–275. [Google Scholar] [CrossRef] [PubMed]
- Inamura, N.; Miyashita, N.; Hasegawa, S.; Kato, A.; Fukuda, Y.; Saitoh, A.; Kondo, E.; Teranishi, H.; Wakabayashi, T.; Akaike, H.; et al. Management of refractory Mycoplasma pneumoniae pneumonia: Utility of measuring serum lactate dehydrogenase level. J. Infect. Chemother. Off. J. Jpn. Soc. Chemother. 2014, 20, 270–273. [Google Scholar] [CrossRef] [PubMed]
- Yu, W.; Wang, Y.; Zhou, D.X.; Zhao, L.M.; Li, G.R.; Deng, X.L. Equol is neuroprotective during focal cerebral ischemia and reperfusion that involves p-Src and gp91(phox). Curr. Neurovascular Res. 2014, 11, 367–377. [Google Scholar] [CrossRef]
- Hu, W.; Dang, X.B.; Wang, G.; Li, S.; Zhang, Y.L. Peroxiredoxin-3 attenuates traumatic neuronal injury through preservation of mitochondrial function. Neurochem. Int. 2018, 114, 120–126. [Google Scholar] [CrossRef]
- Zhang, H.; Zhang, D.; Li, H.; Yan, H.; Zhang, Z.; Zhou, C.; Chen, Q.; Ye, Z.; Hang, C. Biphasic activation of nuclear factor-kappaB and expression of p65 and c-Rel following traumatic neuronal injury. Int. J. Mol. Med. 2018, 41, 3203–3210. [Google Scholar] [CrossRef] [Green Version]
- Rao, C.J.; Shukla, P.K.; Mohanty, S.; Reddy, Y.J. Predictive value of serum lactate dehydrogenase in head injury. J. Neurol. Neurosurg. Psychiatry 1978, 41, 948–953. [Google Scholar] [CrossRef] [Green Version]
- Engelke, S.; Bridgers, S.; Saldanha, R.L.; Trought, W.S. Cerebrospinal fluid lactate dehydrogenase in neonatal intracranial hemorrhage. Am. J. Med. Sci. 1986, 291, 391–395. [Google Scholar] [CrossRef] [PubMed]
- Williamson, C.A.; Sheehan, K.M.; Tipirneni, R.; Roark, C.D.; Pandey, A.S.; Thompson, B.G.; Rajajee, V. The Association Between Spontaneous Hyperventilation, Delayed Cerebral Ischemia, and Poor Neurological Outcome in Patients with Subarachnoid Hemorrhage. Neurocrit Care 2015, 23, 330–338. [Google Scholar] [CrossRef] [PubMed]
- Zhang, Y.; Zheng, S.; Wang, H.; Chen, G.; Li, C.; Lin, Y.; Yao, P.; Kang, D. Admission Lower Serum Phosphate Ion Levels Predict Acute Hydrocephalus of Aneurysmal Subarachnoid Hemorrhage. Front. Neurol. 2022, 12, 759963. [Google Scholar] [CrossRef] [PubMed]
- Paleologos, M.; Stone, E.; Braude, S. Persistent, progressive hypophosphataemia after voluntary hyperventilation. Clin. Sci. 2000, 98, 619–625. [Google Scholar] [CrossRef]
- Body, J.J.; Cryer, P.E.; Offord, K.P.; Heath, H., 3rd. Epinephrine is a Hypophosphatemic Hormone in Man. J. Clin. Investig. 1983, 71, 572–578. [Google Scholar] [CrossRef] [Green Version]
Figure 1.
Flowchart of the study.
Figure 2.
Correlation of LDH−phosphate Ratio with Hunt−Hess grade after intracranial aneurysm rupture.
Figure 2.
Correlation of LDH−phosphate Ratio with Hunt−Hess grade after intracranial aneurysm rupture.
Figure 3.
Correlation of LDH with Hunt−Hess grade after intracranial aneurysm rupture.
Figure 4.
Correlation of serum phosphate with Hunt−Hess grade after intracranial aneurysm rupture.
Figure 5.
Correlation of LDH with phosphate after intracranial aneurysm rupture.
Figure 6.
ROC curve of the three predictors. Predictive values of LDH-phosphate Ratio for 3-month modified Rankin Scale (mRS) >2 area under curve 0.713 (the cutoff = 226.25, 95% CI, 0.681–0.743; p < 0.001; the sensitivity was 63.33%, and the specificity was 74.18%). The AUC of LDH and phosphate were 0.698 (95% CI 0.666–0.729, p < 0.001; the sensitivity was 59.17%, and the specificity was 75.95%), 0.630 (95% CI 0.597–0.662, p < 0.001; the sensitivity was 45.00%, and the specificity was 76.77%), respectively.
Figure 6.
ROC curve of the three predictors. Predictive values of LDH-phosphate Ratio for 3-month modified Rankin Scale (mRS) >2 area under curve 0.713 (the cutoff = 226.25, 95% CI, 0.681–0.743; p < 0.001; the sensitivity was 63.33%, and the specificity was 74.18%). The AUC of LDH and phosphate were 0.698 (95% CI 0.666–0.729, p < 0.001; the sensitivity was 59.17%, and the specificity was 75.95%), 0.630 (95% CI 0.597–0.662, p < 0.001; the sensitivity was 45.00%, and the specificity was 76.77%), respectively.
Figure 7.
The mRS scores at 3 months for rIA patients with LDH to phosphate ratio ≥ 226.25 versus < 226.25 after PSM. (see Table 3 for a detailed description). (A). Proportions of patients within each mRS score category on the 7-point scale (where o indicates no symptoms and 6 indicates death) at 3 months between patients with LDH to phosphate ratio ≥ 226.25 versus < 226.25. (B). Distribution of functional outcomes at 3 months between patients with LDH to phosphate ratio ≥ 226.25 versus < 226.25.
Figure 7.
The mRS scores at 3 months for rIA patients with LDH to phosphate ratio ≥ 226.25 versus < 226.25 after PSM. (see Table 3 for a detailed description). (A). Proportions of patients within each mRS score category on the 7-point scale (where o indicates no symptoms and 6 indicates death) at 3 months between patients with LDH to phosphate ratio ≥ 226.25 versus < 226.25. (B). Distribution of functional outcomes at 3 months between patients with LDH to phosphate ratio ≥ 226.25 versus < 226.25.
Table 1.
Patient characteristics.
| Variable | Value |
|---|---|
| No. of patients | 856 |
| Mean age in years (range) | 54.5 (10–86) |
| Female | 519 (60.6) |
| Smoking | 178 (20.8) |
| Drink | 85 (9.9) |
| Medical history | |
| Hypertension | 379 (44.3) |
| Diabetes | 50 (5.8) |
| Coronary heart disease | 11 (1.3) |
| Cerebral stroke | 15 (1.8) |
| aneurysm location | |
| anterior circulation | 694 (81.1) |
| posterior circulation | 9 (1.1) |
| multiple aneurysm | 153 (17.9) |
| Hunt-Hess grade | |
| I | 145 (16.9) |
| II | 313 (36.6) |
| III | 264 (30.8) |
| IV | 88 (10.3) |
| V | 46 (5.4) |
| Fisher | |
| 1 | 250 (29.2) |
| 2 | 244 (28.5) |
| 3 | 171 (20.0) |
| 4 | 191 (22.3) |
| Hydrocephalus | 168 (19.6) |
| Laboratory values | |
| White blood cell, ×109/L, mean ± SD | 10.009 ± 4.347 |
| Hemoglobin (g/L) | 128.627 ± 18.680 |
| Glucose (mmol/L), mean ± SD | 6.580 ± 3.155 |
| Lactate dehydrogenase (U/L), mean ± SD | 186.914 ± 58.595 |
| serum phosphate (mmol/L), mean ± SD | 0.992 ± 0.348 |
| LDH-phosphate Ratio, mean ± SD | 217.509 ± 135.722 |
| Complication | |
| Postoperative intracranial hematoma | 71 (8.3) |
| Postoperative intracranial infection | 66 (7.7) |
| Postoperative Pneumonia | 220 (25.7) |
| Sepsis | 12 (1.4) |
| Delay ischemic neurological deficit | 115 (13.4) |
Table 2.
Univariate analysis of the risk factor of ruptured intracranial aneurysm for poor outcomes at 3 months.
Table 2.
Univariate analysis of the risk factor of ruptured intracranial aneurysm for poor outcomes at 3 months.
| General Information (n = 856) | Good Outcome | Poor Outcome | p−Value |
|---|---|---|---|
| (n = 736) | (n = 120) | ||
| Mean age in years (range) | 54.1 (10–86) | 57.4 (22–85) | 0.003 |
| Female | 439 (59.6) | 80 (66.7) | 0.144 |
| Smoking | 148 (20.1) | 30 (25.0) | 0.221 |
| Drink | 75 (10.2) | 10 (8.3) | 0.528 |
| Medical history | |||
| Hypertension | 317 (43.1) | 62 (51.7) | 0.079 |
| Diabetes | 39 (5.3) | 11 (9.2) | 0.094 |
| Coronary heart disease | 9 (1.2) | 2 (1.7) | 0.689 |
| Cerebral stroke | 13 (1.8) | 2 (1.7) | 0.939 |
| Aneurysm location | 0.177 | ||
| Anterior circulation | 604 (82.1) | 90 (75.0) | |
| Posterior circulation | 7 (1.0) | 2 (1.7) | |
| Multiple aneurysms | 125 (17.0) | 28 (23.3) | |
| Hunt−Hess grade | <0.001 | ||
| I | 138 (18.8) | 7 (5.8) | |
| II | 293 (39.8) | 20 (16.7) | |
| III | 233 (31.7) | 31 (25.8) | |
| IV | 54 (7.3) | 34 (28.3) | |
| V | 18 (2.4) | 28 (23.3) | |
| Fisher grade | <0.001 | ||
| 1 | 240 (32.6) | 10 (8.3) | |
| 2 | 229 (31.1) | 15 (12.5) | |
| 3 | 139 (18.9) | 32 (26.7) | |
| 4 | 128 (17.4) | 63 (52.5) | |
| Hydrocephalus | 115 (15.6) | 53 (44.2) | <0.001 |
| Lab values | |||
| White blood cell, ×109/L, mean ± SD | 9.634 ± 4.033 | 12.307 ± 5.394 | <0.001 |
| Hemoglobin (g/L) | 128.523 ± 18.252 | 129.267 ± 21.190 | 0.686 |
| Glucose (mmol/L), mean ± SD | 6.360 ± 3.122 | 7.928 ± 3.024 | 0.008 |
| Lactate dehydrogenase (U/L), mean ± SD | 180.378 ± 50.695 | 227 ± 83.125 | <0.001 |
| Serum phosphate (mmol/L), mean ± SD | 1.012 ± 0.347 | 0.863 ± 0.319 | <0.001 |
| LDH−phosphate Ratio, mean ± SD | 200.175 ± 107.290 | 323.826 ± 219.075 | <0.001 |
| Complication | |||
| Postoperative intracranial hematoma | 61 (8.3) | 10 (8.3) | 0.987 |
| Postoperative intracranial infection | 53 (7.2) | 13 (10.8) | 0.167 |
| Postoperative Pneumonia | 142 (19.3) | 78 (65.0) | <0.001 |
| Sepsis | 10 (1.4) | 2 (1.7) | 0.790 |
| Delay ischemic neurological deficit | 72 (9.8) | 43 (35.8) | <0.001 |
The rIA patients were categorized according to the 3-month outcome (mRS score 0–2 vs. 3–6). Values are the number of patients (%) or median ± SD or median (range).
Table 3.
Multivariate analysis of risk factors associated with a poor outcome at 3 months.
| Variable | Adjusted OR | 95% CI | p-Value |
|---|---|---|---|
| Age | 1.016 | 0.996–1.037 | 0.118 |
| Hunt-Hess grade | 1.731 | 1.333–2.246 | <0.001 |
| Fisher | 1.428 | 1.108–1.842 | 0.006 |
| Hydrocephalus | 1.090 | 0.648–1.833 | 0.747 |
| White blood cell | 0.979 | 0.926–1.035 | 0.446 |
| Glucose | 1.025 | 0.964–1.089 | 0.432 |
| LDH- phosphate Ratio ≥ 226.25 | 1.967 | 1.185–3.266 | 0.009 |
| Pneumonia | 4.017 | 2.472–6.530 | <0.001 |
| Delay ischemic neurological deficit | 3.773 | 2.171–6.559 | <0.001 |
Table 4.
Characteristics of rIA patients dichotomized to the LDH-phosphate ratio threshold (226.25) before and after PS matching.
Table 4.
Characteristics of rIA patients dichotomized to the LDH-phosphate ratio threshold (226.25) before and after PS matching.
| General Information | LDH−Phosphate Ratio on Admission | LDH−Phosphate Ratio on Admission | p-Value |
|---|---|---|---|
| ≥226.25 | <226.25 | ||
| Pre–PS match | |||
| No. of patients | 267(30.9) | 589 (68.1) | |
| Mean age in years (range) | 55.9 (25–85) | 53.9 (10–86) | 0.016 |
| Hunt–Hess grade | |||
| I–III | 174(65.2) | 548(93.0) | <0.001 |
| IV–V | 93(34.8) | 41 (7.0) | |
| Fisher | |||
| 1–3 | 161 (60.3) | 506 (85.9) | <0.001 |
| 4 | 106 (39.7) | 85 (14.4) | |
| Hydrocephalus | 85 (31.8) | 83 (14.1) | <0.001 |
| Lab values | |||
| White blood cell, ×109/L, mean ± SD | 12.208 ± 4.728 | 9.011 ± 3.764 | <0.001 |
| Glucose (mmol/L), mean ± SD | 7.506 ± 2.574 | 6.159 ± 3.302 | <0.001 |
| Lactate dehydrogenase (U/L), mean ± SD | 233.004 ± 72.611 | 166.020 ± 34.718 | <0.001 |
| LDH–phosphate Ratio, mean ± SD | 357.445 ± 166.110 | 154.075 ± 37.147 | <0.001 |
| Complication | |||
| Pneumonia | 113 (42.3) | 107 (18.2) | <0.001 |
| Delay ischemic neurological deficit | 43 (16.1) | 72 (12.2) | 0.123 |
| Post–PS match | |||
| No. of patients | 199 | 199 | |
| Mean age in years (range) | 55.4 (25–85) | 55.6 (23–86) | 0.806 |
| Hunt-Hess grade | |||
| I–III | 154 (77.4) | 166 (83.4) | 0.130 |
| IV–V | 45 (22.6) | 33 (16.6) | |
| Fisher | |||
| 1–3 | 141 (70.9) | 141 (70.9) | 1.000 |
| 4 | 58 (29.1) | 58 (29.1) | |
| Hydrocephalus | 53 (26.6) | 50 (25.1) | 0.731 |
| Lab values | |||
| White blood cell, ×109/L, mean ± SD | 11.048 ± 3.997 | 11.180 ± 4.462 | 0.756 |
| Glucose (mmol/L), mean ± SD | 7.233 ± 2.468 | 7.132 ± 4.929 | 0.797 |
| Lactate dehydrogenase (U/L), mean ± SD | 229.141 ± 71.352 | 185.633 ± 38.186 | <0.001 |
| LDH-phosphate Ratio, mean ± SD | 341.684 ± 153.528 | 189.008 ± 26.814 | <0.001 |
| Complication | |||
| Pneumonia | 61 (30.7) | 60 (30.2) | 0.913 |
| Delay ischemic neurological deficit | 26 (13.1) | 22 (11.1) | 0.538 |
The rIA patients were categorized according to the 3-month outcome (LDH-phosphate Ratio ≥ 226.25 vs. LDH-phosphate Ratio < 226.25). Values are the number of patients (%) or median ± SD or median(range).
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations. |
© 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
MDPI and ACS Style
Zheng, S.; Zhang, Y.; Wang, H.; Xie, X.; Lin, Y.; Yao, P.; Lin, Z.; Kang, D. Serum Lactate Dehydrogenase to Phosphate Ratio as an Independent Predictor for Adverse Outcome of Microsurgical Clipping for Ruptured Intracranial Aneurysm: A Propensity-Score Matching Analysis. Brain Sci. 2022, 12, 737. https://doi.org/10.3390/brainsci12060737
AMA Style
Zheng S, Zhang Y, Wang H, Xie X, Lin Y, Yao P, Lin Z, Kang D. Serum Lactate Dehydrogenase to Phosphate Ratio as an Independent Predictor for Adverse Outcome of Microsurgical Clipping for Ruptured Intracranial Aneurysm: A Propensity-Score Matching Analysis. Brain Sciences. 2022; 12(6):737. https://doi.org/10.3390/brainsci12060737
Chicago/Turabian StyleZheng, Shufa, Yibin Zhang, Haojie Wang, Xueling Xie, Yuanxiang Lin, Peisen Yao, Zhangya Lin, and Dezhi Kang. 2022. "Serum Lactate Dehydrogenase to Phosphate Ratio as an Independent Predictor for Adverse Outcome of Microsurgical Clipping for Ruptured Intracranial Aneurysm: A Propensity-Score Matching Analysis" Brain Sciences 12, no. 6: 737. https://doi.org/10.3390/brainsci12060737
APA StyleZheng, S., Zhang, Y., Wang, H., Xie, X., Lin, Y., Yao, P., Lin, Z., & Kang, D. (2022). Serum Lactate Dehydrogenase to Phosphate Ratio as an Independent Predictor for Adverse Outcome of Microsurgical Clipping for Ruptured Intracranial Aneurysm: A Propensity-Score Matching Analysis. Brain Sciences, 12(6), 737. https://doi.org/10.3390/brainsci12060737
Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.
