Ruijun Ji's research while affiliated with Capital University and other places

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Publications (54)


Scoring system of intracerebral hemorrhage-associated deep vein thrombosis score (the ICH-DVT score).
Proportion of in-hospital DVT after ICH according to the ICH-DVT score in the derivation, internal validation, and external validation cohorts. The risk categories were assigned in six-point increments. The potential risk of in-hospital DVT after ICH increased steadily with a higher ICH-DVT score.
A novel risk score to predict deep vein thrombosis after spontaneous intracerebral hemorrhage
  • Article
  • Full-text available

October 2022

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64 Reads

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3 Citations

Frontiers in Neurology

Frontiers in Neurology

Ruijun Ji

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Linlin Wang

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[...]

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Background and purpose Studies showed that patients with hemorrhagic stroke are at a higher risk of developing deep vein thrombosis (DVT) than those with ischemic stroke. We aimed to develop a risk score (intracerebral hemorrhage-associated deep vein thrombosis score, ICH-DVT) for predicting in-hospital DVT after ICH. Methods The ICH-DVT was developed based on the Beijing Registration of Intracerebral Hemorrhage, in which eligible patients were randomly divided into derivation (60%) and internal validation cohorts (40%). External validation was performed using the iMCAS study (In-hospital Medical Complication after Acute Stroke). Independent predictors of in-hospital DVT after ICH were obtained using multivariable logistic regression, and β-coefficients were used to generate a scoring system of the ICH-DVT. The area under the receiver operating characteristic curve (AUROC) and the Hosmer–Lemeshow goodness-of-fit test were used to assess model discrimination and calibration, respectively. Results The overall in-hospital DVT after ICH was 6.3%, 6.0%, and 5.7% in the derivation (n = 1,309), internal validation (n = 655), and external validation (n = 314) cohorts, respectively. A 31-point ICH-DVT was developed from the set of independent predictors including age, hematoma volume, subarachnoid extension, pneumonia, gastrointestinal bleeding, and length of hospitalization. The ICH-DVT showed good discrimination (AUROC) in the derivation (0.81; 95%CI = 0.79–0.83), internal validation (0.83, 95%CI = 0.80–0.86), and external validation (0.88; 95%CI = 0.84–0.92) cohorts. The ICH-DVT was well calibrated (Hosmer–Lemeshow test) in the derivation (P = 0.53), internal validation (P = 0.38), and external validation (P = 0.06) cohorts. Conclusion The ICH-DVT is a valid grading scale for predicting in-hospital DVT after ICH. Further studies on the effect of the ICH-DVT on clinical outcomes after ICH are warranted.

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MicroRNA Expression in Circulating Leukocytes and Bioinformatic Analysis of Patients With Moyamoya Disease

May 2022

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23 Reads

Objective: MicroRNAs (miRNAs) in exosomes had been implicated differentially expressed in patient with moyamoya disease (MMD), but the miRNAs expression in circulating leukocytes remains unclear. This study was investigated on the differential expression of miRNAs in peripheral leukocytes between MMD patients and healthy adults, and among patients with subtypes of MMD. Materials and methods: A total of 30 patients with MMD and 10 healthy adults were enrolled in a stroke center from October 2017 to December 2018. The gene microarray was used to detect the differential expression profiles of miRNA in leukocytes between MMD patients and controls, and the differentially expressed miRNAs were verified by the method of real-time PCR. The Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) were used to explore the key signaling pathways and possible pathogenesis of MMD. Results: The microarray results showed 12 differentially expressed miRNAs in leukocytes of MMD patients compared with controls (fold change >2.0, p < 0.05 and FDR <0.05), of which 8 miRNAs were upregulated (miRNA-142-5p, miRNA-29b-3p, miRNA-424-5p, MiRNA-582-5p, miRNA-6807-5p, miRNA-142-3p, miRNA-340-5p, miRNA-4270), and 4 miRNAs were downregulated (miRNA-144-3p, miRNA-451a, miRNA-486-5p, miRNA-363-3p). The real-time PCR confirmed seven differentially expressed miRNAs (p < 0.05), of which 4 miRNAs (miRNA-29b-3p, miRNA-142-3p, miRNA-340-5p, miRNA-582-5p) were upregulated, and 3 miRNAs (miRNA-363-3p, miRNA-451a and miRNA-486-5p) were downregulated. Both GO and KEGG analysis suggested that the Wnt signaling pathway may be involved in the pathogenesis of MMD. In addition, miRNAs were also differentially expressed among patients with subtypes of MMD. Conclusion: This study indicated that miRNAs are differentially expressed in peripheral leukocytes between MMD patients and healthy adults, and among patients with subtypes of MMD. The Wnt signaling pathway is probably involved in the pathogenesis of MMD.



Baseline information of TOAST etiological subgroups of ACI.
Comparison of NIHSS in patients with ACI TOAST.
Correlation analysis of Trial of Org 10172 in acute stroke treatment classification and National Institutes of Health Stroke Scale score in acute cerebral infarction with risk factors

February 2022

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17 Reads

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1 Citation

Revista da Associação Médica Brasileira

Objective: The aim of this study was to investigate the correlation between the Trial of Org 10172 in acute stroke treatment classification and the National Institutes of Health Stroke Scale score of acute cerebral infarction as well as acute cerebral infarction's risk factors. Methods: The clinical data of 3,996 patients with acute cerebral infarction hospitalized in Hebei Renqiu Kangjixintu Hospital from January 2014 to November 2018 were analyzed retrospectively. According to Trial of Org 10172 in acute stroke treatment, they were divided into five groups: arteriosclerosis, cardio cerebral embolism, arterial occlusion, other causes, and unknown causes. Through questionnaire design, routine physical examination, and physical and chemical analysis of fasting venous blood samples, the risk factors were evaluated, and the correlation between Trial of Org 10172 in acute stroke treatment classification and National Institutes of Health Stroke Scale classification was analyzed using multivariate logistic regression. In addition, the relationship between National Institutes of Health Stroke Scale score and risk factors in different groups was compared, and the correlation between Trial of Org 10172 in acute stroke treatment classification and National Institutes of Health Stroke Scale score was analyzed. Results: Multivariate logistic regression analysis showed that diabetes, atrial fibrillation or stroke history, age, and education level were related to Trial of Org 10172 in acute stroke treatment classification. In the National Institutes of Health Stroke Scale comparison, the scores of the cardio cerebral embolism group were significantly higher than those of the other four groups, and patients with diabetes, atrial fibrillation, or stroke history had a high share, especially atrial fibrillation (33.06%). Conclusions: The nerve function defect is more serious after acute cerebral infarction with cardiogenic cerebral embolism, indicating a poor prognosis.


Flow chart of patient selection.
A 42 year old man with a sudden headache and loss of consciousness, NCCT shows hematoma volume 49.5 ml at randomization. Ipsilateral peri-edema CBF was 30.48 ml/100 g/min at randomization. (A) (1) perihematomal low-density area in the yellow circle as Ipsilateral edema area; (2) an area mirroring the Ipsilateral edema area located in the contralateral hemisphere as Contralateral edema area; (3) 1 cm rim of normal-appearing brain tissue surrounding the perilesional low-density area in the blue circle as Ipsilateral peri-edema area; (4) an area mirroring the Ipsilateral peri-edema area located in the contralateral hemisphere as Contralateral peri-edema area. (B) NCCT at 24 h after symptom onset shows hematoma volume was 69.14 ml.
CBF in different location.
Higher Cerebral Blood Flow Predicts Early Hematoma Expansion in Patients With Intracerebral Hemorrhage: A Clinical Study

December 2021

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24 Reads

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3 Citations

Frontiers in Neurology

Frontiers in Neurology

The early hematoma expansion of intracerebral hemorrhage (ICH) indicates a poor prognosis. This paper studies the relationship between cerebral blood flow (CBF) around the hematoma and hematoma expansion (HE) in the acute stage of intracerebral hemorrhage. A total of 50 patients with supratentorial cerebral hemorrhage were enrolled in this study. They underwent baseline whole-brain CTP within 6 h after intracerebral hemorrhage, and non-contrast CT within 24 h. Absolute hematoma growth and relative hematoma growth were calculated, respectively. A relative growth of Hematoma volume >33% was considered to be hematoma expansion. The Ipsilateral peri-edema CBF and Ipsilateral edema CBF were calculated by CTP maps in patients with and without hematoma expansion, respectively. In this study the incidence of hematoma expansion in the early stage of supratentorial cerebral hemorrhage was 32%; The CBF of the hematoma expansion group was higher than that of the patients without hematoma expansion (23.5 ± 12.5 vs. 15.1 ± 7.4, P = 0.004). After adjusting for age, gender, Symptom onset to NCCT and Baseline hematoma volume, ipsilateral peri-edema CBF was still an independent risk factor for early HE (or = 1.095, 95% CI = 1.01–1.19, P = 0.024). Here, we concluded that higher cerebral blood flow predicts early hematoma expansion in patients with intracerebral hemorrhage.


Head-to-head comparison of prognostic models of spontaneous intracerebral hemorrhage: tools for personalized care and clinical trial in ICH

August 2021

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40 Reads

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5 Citations

Neurological Research

To systematically compare 27 ICH models with regard to mortality and functional outcome at 1-month, 3-month and 1-year after ICH. The validation cohort was derived from the Beijing Registration of Intracerebral Hemorrhage. Poor functional outcome was defined as modified Rankin Scale score (mRS) ≥3 at 1-month, 3-month and 1-year after ICH, respectively. The area under the receiver operating characteristic curve (AUROC) and Hosmer-Lemeshow goodness-of-fit test were used to assess model discrimination and calibration. A total number of 1575 patients were included. The mean age was 57.2 ± 14.3 and 67.2% were male. The median NIHSS score on admission was 11 (IQR: 3–21). For predicting mortality at 3-month after ICH, AUROC of 27 ICH models ranged from 0.604 to 0.856. In pairwise comparison, the ICH-FOS (0.856, 95%CI = 0.835–0.878, P < 0.001) showed statistically better discrimination than other models for mortality at 3-month after ICH (all P < 0.05). For predicting poor functional outcome (mRS≥3) at 3-month after ICH, AUROC of 27 ICH models ranged from 0.602 to 0.880. In pairwise comparison with other prediction models, the ICH-FOS was superior in predicting poor functional outcome at 3-month after ICH (all P < 0.001). The ICH-FOS showed the largest Cox and Snell R-square. Similar results were verified for mortality and poor functional outcome at 1-month and 1-year after ICH. Several risk models are externally validated to be effective for risk stratification and outcome prediction after ICH, especially the ICH-FOS, which would be useful tools for personalized care and clinical trial in ICH.


MicroRNA Expression in Circulating Leukocytes and Bioinformatic Analysis of Patients with Moyamoya Disease

August 2021

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11 Reads

Background and purpose- MicroRNAs (miRNAs) in exosomes had been implicated differentially expressed in MMD patients, but the miRNAs expression in circulating leukocytes remains unclear. This study was investigated on the differential expression of miRNAs in peripheral leukocytes between MMD patients and healthy adults, and among patients with subtypes of MMD. Methods- A total of 30 patients with MMD and 10 healthy adults were enrolled in a stroke center from October 2017 to December 2018. The gene microarray was used to detect the differential expression profiles of miRNA in leukocytes between MMD patients and controls, and the differentially expressed miRNAs were verified by the method of real-time PCR. The Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) were used to explore the key signaling pathways and possible pathogenesis of MMD. Results- The microarray results showed 12 differentially expressed miRNAs in leukocytes of MMD patients compared with controls (fold change > 2.0 and P < 0.05), of which 7 miRNAs were up-regulated (miRNA-142-5p, miRNA-29b-3p, miRNA-424-5p, MiRNA-582-5p, miRNA-6807-5p, miRNA-142-3p, miRNA-340-5p), and 5 miRNAs were down-regulated (miRNA-144-3p, miRNA-144-5p, miRNA-451a, miRNA-486-5p, miRNA-363-3p). The real-time PCR confirmed 7 differentially expressed miRNAs (P<0.05), of which 4 miRNAs (miRNA-29b-3p, miRNA-142-3p, miRNA-340-5p, miRNA-582-5p) were up-regulated, and 3 miRNAs (miRNA-363-3p, miRNA-451a and miRNA-486-5p) were down-regulated. Both GO and KEGG analysis suggested that the Wnt signaling pathway may be involved in the pathogenesis of MMD. In addition, miRNAs were also differentially expressed among patients with subtypes of MMD. Conclusion- This study indicated that miRNAs are differentially expressed in peripheral leukocytes between MMD patients and healthy adults, and among patients with subtypes of MMD. The Wnt signaling pathway is probably involved in the pathogenesis of MMD.


FLAIR images of high total WMH burden in patients with elevated TMAO levels. (A) and (B) Axial FLAIR slices show the position of periventricular (left) and deep WMH (right). Fazekas scores in periventricular region and deep region were both rated as grade 3 (*) in a patient with 5.3 μmol/L TMAO (A) and 5.4 μmol/L TMAO (B).
Forest plot of the ORs for potential biomarkers with severe total WMH risk. The odds ratio was calculated according to the median value of potential biomarkers' levels using ordinal logistic regression models. The bar represents 95% confidence interval (CI). Model 1 included age, sex, hypertension, diabetes mellitus, prior stroke or transient ischemic attack, history of anti-platelet, lipid-lowering, or anti-hypertensive agents, BMI (body mass index), systolic blood pressure, low-density lipoprotein cholesterol, estimated glomerular filtration rate, homocysteine, and high sensitive-C-reactive protein and TMAO as covariates. Model 2 included age, sex, hypertension, diabetes mellitus, prior stroke or transient ischemic attack, history of anti-platelet, lipid-lowering, or anti-hypertensive agents, BMI, systolic blood pressure, low-density lipoprotein cholesterol, estimated glomerular filtration rate, homocysteine, and high sensitive-C-reactive protein and choline as covariates.
Characteristics of the study population.
Relationships between plasma TMAO or choline concentrations, plasma Hcy levels, and the risk of a higher total WMH burden in the context of plasma Hcy levels.
Association of Trimethylamine N-Oxide and Its Precursor With Cerebral Small Vessel Imaging Markers

April 2021

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76 Reads

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9 Citations

Frontiers in Neurology

Frontiers in Neurology

Background: High plasma levels of trimethylamine N-oxide (TMAO) and its precursor choline have been linked to stroke; however, their association with cerebral small vessel disease remains unclear. Here we evaluated the association of plasma levels of TMAO and choline with imaging markers of cerebral small vessel disease, including white matter hyperintensities, lacunes, and cerebral microbleeds. Methods: We performed a baseline cross-sectional analysis of a multicenter hospital-based cohort study from 2015 to 2018. The data were collected from 30 hospitals in China and included 1,098 patients with ischemic stroke/transient ischemic attack aged ≥18 years. White matter hyperintensities, lacunes, and cerebral microbleeds were evaluated with the patients' demographic, clinical, and laboratory information removed. White matter hyperintensities were rated using the Fazekas visual grading scale, while the degree of severity of the lacunes and cerebral microbleeds was defined by the number of lesions. Results: Increased TMAO levels were associated with severe white matter hyperintensities [adjusted odds ratio (aOR) for the highest vs. lowest quartile, 1.5; 95% confidence interval (CI), 1.0–2.1, p = 0.04]. High TMAO levels were more strongly associated with severe periventricular white matter hyperintensities (aOR for the highest vs. lowest quartile, 1.6; 95% CI, 1.1–2.3, p = 0.009) than deep white matter hyperintensities (aOR for the highest vs. lowest quartile, 1.3; 95% CI, 0.9–1.9, p = 0.16). No significant association was observed between TMAO and lacunes or cerebral microbleeds. Choline showed trends similar to that of TMAO in the association with cerebral small vessel disease. Conclusions: In patients with ischemic stroke or transient ischemic attack, TMAO and choline appear to be associated with white matter hyperintensities, but not with lacunes or cerebral microbleeds; TMAO and choline were associated with increased risk of a greater periventricular, rather than deep, white matter hyperintensities burden.



Citations (33)


... In addition, the optimal approach for DVT prophylaxis in an sICH patient is a challenge of balancing the reduction in the incidence of DVT without risking an increase in sICH. However, no reliable scoring system is currently available to predict in-hospital DVT after sICH in routine clinical practice or clinical trials (5). ...

Reference:

Predictive value of Caprini risk assessment model, D-dimer, and fibrinogen levels on lower extremity deep vein thrombosis in patients with spontaneous intracerebral hemorrhage
A novel risk score to predict deep vein thrombosis after spontaneous intracerebral hemorrhage
Frontiers in Neurology

Frontiers in Neurology

... Early detection of stenosis and abnormal dilation in these arteries can help make preventive treatment plans. 33 In patients with stroke, visualizing the small vessels may help clinicians to identify the culprit vessel, assess the degree of damage and evaluate collateral circulations (will be demonstrated below), providing information for intervention strategies. ...

Microaneurysm Diagnosed With 7T Magnetic Resonance Imaging
  • Citing Article
  • April 2022

Stroke

... The incidence of the condition has increased from 1.89% in 2012 to 2.19% in 2016, with a climbing disability rate with the passage of time. Acute cerebral infarction is deemed to be the leading cause of death and disability in adults in China (Zhang & Qin, 2022). Intracranial atherosclerosis accounts for (Chu & Liu, 2021). ...

Correlation analysis of Trial of Org 10172 in acute stroke treatment classification and National Institutes of Health Stroke Scale score in acute cerebral infarction with risk factors

Revista da Associação Médica Brasileira

... The derivation and internal validation cohorts were obtained from the Beijing Registration of Intracerebral Hemorrhage. 8 External validation was based on the China National Stroke Registry 9 and the in-hospital medical complications after acute stroke (iMCAS) study. 10 In this study, in-hospital neurological deterioration after ICH was defined as an episode in which a patient experienced a persistent increase in National Institutes of Health Stroke Scale score ≥4, a decline in Glasgow Coma Scale (GCS) score ≥2, or death during hospitalization. ...

Head-to-head comparison of prognostic models of spontaneous intracerebral hemorrhage: tools for personalized care and clinical trial in ICH
  • Citing Article
  • August 2021

Neurological Research

... It leads to severe neurological impairments and unfavorable functional outcomes in survivors [4]. Research indicates that the prevalence of DVT among ICH patients ranges from 6.3 to 25% [5,6], surpassing that of individuals with ischemic stroke [7], brain tumor [8], and craniocerebral trauma [9]. During clinical diagnosis and treatment, patients with ICH typically require bed rest for 4-6 weeks while undergoing acute attack management, particularly those who are comatose or have limb dysfunction, leading to reduced limb activity and sluggish blood circulation. ...

A Novel Risk Score to Predict Deep Vein Thrombosis After Spontaneous Intracerebral Hemorrhage
  • Citing Article
  • January 2021

SSRN Electronic Journal

... TMAO is also capable of crossing the blood-brain barrier, where its levels in the cerebrospinal fluid were previously linked to biomarkers of Alzheimer's disease [10], the most common form of dementia. Among patients with atrial fibrillation [11] and stroke [12], who generally are at increased risk of dementia, TMAO has been associated with markers of cerebral small vessel disease, such as white matter hyperintensities. Thus far, evidence on the detrimental effects of TMAO on the brain largely derives from animal studies or small-scale clinical samples [13], whilst population-based evidence on the association between TMAO and dementia is limited. ...

Association of Trimethylamine N-Oxide and Its Precursor With Cerebral Small Vessel Imaging Markers
Frontiers in Neurology

Frontiers in Neurology

... A study of hemorrhagic stroke in black Africans indicated that high blood uric acid levels were not an independent predictor of death and poor outcome (mRS > 2 points) in ICH. 17 Liu et al found that higher levels of uric acid were a protective factor for ICH severity and in-hospital complications based on ICH data from the Chinese Stroke Centre Consortium, but the article did not mention the relationship between uric acid levels and ICH patient prognosis. 18 A recent study on uric acid and early neurological deterioration (END) in ICH patients discovered that ICH patients with higher serum UA levels had a significantly increased risk of END, 19 potentially leading to a poor neurological prognosis in ICH patients. Based on the above, the relationship between UA level and cerebral hemorrhage has not been well studied and remains controversial. ...

Uric Acid and Clinical Outcomes Among Intracerebral Hemorrhage Patients: Results From the China Stroke Center Alliance
Frontiers in Neurology

Frontiers in Neurology

... [ 30 , 31 ] In addition, an increasing number of clin-ical studies have found that systemic inflammatory response syndrome and ICH-associated complications accentuated brain injury and jeopardized clinical outcomes. [32][33][34] Multiple studies focusing on the autologous blood injection-induced ICH rat model have reported severe brain edema and behavioral disorders in ICH rats, as well as microglial activation and neuronal death in the perihematomal area. [35][36][37] It is worth noting that although the cortex and hippocampus are not in situ hemorrhagic foci, hematoma-induced secondary injury, such as neuronal death in the cortex and hippocampus, may be partially responsible for cognitive deficits associated with ICH. ...

In-hospital complications affect short-term and long-term mortality in ICH: a prospective cohort study

Stroke and Vascular Neurology

... STA-MCA anastomosis refers to the end-to-side anastomosis of the dissected frontal branch or apical branch of the superficial temporal artery with the M4 MCA segment [9]. EDAS refers to the dissected frontal branch or apical branch adhesions in the superficial temporal artery to the arachnoid mater, with its edge sutured to the dura mater [22]. ...

Clinical and Radiological Outcomes After Revascularization of Hemorrhagic Moyamoya Disease
Frontiers in Neurology

Frontiers in Neurology

... Stroke is the second leading cause of death worldwide and the leading cause of death in China, where one-fth of the world's population resides [1,2]. The overall stroke recurrence rates for patients at 3, 6, and 12 months after onset are 12.3%, 15.5%, and 17.7%, respectively, and the stroke recurrence rate is >40% within 5 years [3,4]. Effective secondary prevention measures, including lifestyle improvements and prevention of risk factors can reduce ischemic stroke (IS) recurrence and mortality [5][6][7]. ...

Gastrointestinal bleeding during acute ischaemic stroke hospitalisation increases the risk of stroke recurrence

Stroke and Vascular Neurology