1.Genetic analysis and prenatal diagnosis of structural brain abnormalities associated with TUBB gene c.155A>G variant.
Yifan LIU ; Wei SONG ; Xinlian WANG ; Yan RUAN ; Meng ZHANG ; Yujiao CHEN ; Yan LIU ; Puqing ZHANG ; Li WANG ; Yousheng YAN
Chinese Journal of Medical Genetics 2026;43(2):136-142
OBJECTIVE:
To explore the genotype-phenotype correlation in a Chinese family with structural brain abnormalities due to variant of the TUBB gene.
METHODS:
A family undergoing prenatal diagnosis at Beijing Obstetrics and Gynecology Hospital in October 2024 was selected as the study subject. Clinical data were collected. Amniotic fluid sample was subjected to chromosomal copy number variation sequencing (CNV-seq). Trio whole-exome sequencing (Trio-WES) was carried out on the amniotic fluid and parental blood samples, and candidate variant was verified by Sanger sequencing. This study was approved by the Medical Ethics Committee of the hospital (Ethics No.: 2023-KY-076-01).
RESULTS:
Both prenatal ultrasound and fetal MRI showed deviation of brain midline, unilateral lateral ventriculomegaly, and bilateral gyral asymmetry. Trio-WES revealed that the fetus has harbored a maternally derived heterozygous missense variant of the TUBB gene [NM_178014.4: c.155A>G (p.N52S)]. Sanger sequencing confirmed that the woman and a previously terminated fetus both harbored the same variant. Both the proband and two fetuses exhibited similar neuroimaging abnormalities including midline deviation and asymmetrical gyri. Based on the guidelines from the American College of Medical Genetics and Genomics (ACMG), the variant was classified as likely pathogenic (PM2_Supporting+PS2_Moderate+PS3).
CONCLUSION
The heterozygous c.155A>G (p.N52S) variant was the TUBB gene probably underlay the pathogenesis of the structural brain abnormalities in this family. Above findings have expanded the phenotypic spectrum associated with the variant and facilitated the prenatal diagnosis for this family.
Humans
;
Female
;
Pregnancy
;
Prenatal Diagnosis
;
Tubulin/genetics*
;
Adult
;
Brain/diagnostic imaging*
;
Male
;
Pedigree
;
DNA Copy Number Variations/genetics*
;
Exome Sequencing
;
Genetic Association Studies
;
Magnetic Resonance Imaging
2.Quality of care among patients with acute heart failure at the emergency room and adherence of physicians at the University of the Philippines – Philippine General Hospital to the division of cardiovascular medicine – heart failure pathway:A retrospective cohort study.
Mark John D. Sabando ; Felix Eduardo R. Punzalan ; Frances Dominique V. Ho ; Tam Adrian P. Aya-ay ; Kevin Paul Da. Enriquez ; Marie Kirk A. Maramara ; Ronald Allan B. Roderos ; Lauren Kay M. Evangelista
Acta Medica Philippina 2026;60(2):22-32
OBJECTIVES
Clinical pathways (CPs) ensure adherence to heart failure (HF) management guidelines. To optimize quality care in a low resource setting, an evidence-based care pathway for the management of acute HF was implemented at the emergency department (ED) of the Philippine General Hospital (PGH), the designated national tertiary hospital and referral center. This study aimed to describe the characteristics of adults with acute HF admitted at the ED and evaluate the quality of care they received, measured using physician adherence to the hospital’s acute heart failure CP.
METHODSThis was a retrospective, descriptive cohort study. We reviewed the inpatient charts of all adult patients with acute HF admitted to the ED of the PGH and referred to the Division of Cardiovascular Medicine between December 1, 2022 and May 31, 2023. Quality of care was assessed based on adherence to quality indicators adapted from routine and conditional order sets detailed in the pathway. Descriptive statistics was utilized to describe patient characteristics, quality of care, and outcomes.
RESULTSTwo hundred thirty-six (236) patients were included, with a mean age of 51.8 years. Majority were male (53.4%); hypertension (61.4%) and ischemic heart disease (53.8%) were the most common comorbidities, and infection the most common precipitant of decompensation (60.6%). There were optimal adherence rates to routine orders, which included referrals to Internal Medicine and Cardiology, baseline vital signs monitoring, fluid intake and output monitoring, chest radiograph, complete blood count, blood urea nitrogen, sodium, potassium, prothrombin time, partial thromboplastin time, arterial blood gas, urinalysis, and N-terminal pro b-type natriuretic peptide. Conditional orders, such as oxygen support, focused echocardiography, thyroid - stimulating hormone, and the use of vasopressors, diuretics, and venous thromboembolism prophylactic agents, were optimally performed when warranted. However, we noted suboptimal adherence to certain resource-intensive conditional orders, such as hourly monitoring of urine output (61.4%), hooking to cardiac monitor (53.8%), and performance of 12-lead ECG within 10 minutes (56.8%). Further, only 43.9% of patients were referred to the intensive care unit. Troponin I, calcium, magnesium, and albumin were ordered in excess.
CONCLUSIONOverall adherence rate of physicians to the hospital’s Acute Heart Failure Pathway was satisfactory. Work is needed to improve adherence to hourly urine output monitoring, consistent hooking to cardiac monitor, and timely performance of 12-lead ECG – an effort that begins with expanding in-hospital diagnostic equipment and human resource supply. We recommend continuous pathway implementation with periodic evaluation and stakeholder feedback to further improve quality of care.
Human ; Male ; Female ; Middle Aged: 45-64 Yrs Old ; Adult ; Albumins ; Blood ; Blood Urea Nitrogen ; Calcium ; Cardiology ; Chart ; Charts ; Cohort Studies ; Critical Care ; Critical Pathways ; Diagnostic Equipment ; Disease ; Diuretics ; Echocardiography ; Electrocardiography ; Emergencies ; Emergency Service, Hospital ; Equipment And Supplies ; Evaluation Studies As Topic ; Feedback ; Heart ; Heart Diseases ; Heart Failure ; Hormones ; Hospitals ; Hospitals, General ; Humans ; Hypertension ; Indicators And Reagents ; Infection ; Infections ; Inpatients ; Intensive Care Units ; Internal Medicine ; Lead ; Magnesium ; Male ; Medicine ; Myocardial Ischemia ; Natriuretic Peptide, Brain ; Natriuretic Peptides ; Nitrogen ; Overall ; Oxygen ; Partial Thromboplastin Time ; Patients ; Peptides ; Philippines ; Physicians ; Potassium ; Prothrombin ; Prothrombin Time ; Quality Of Health Care ; Referral And Consultation ; Sodium ; Statistics ; Tertiary Care Centers ; Thorax ; Thromboembolism ; Thromboplastin ; Thyroid Gland ; Time ; Troponin ; Troponin I ; Universities ; Urea ; Urinalysis ; Urine ; Venous Thromboembolism ; Vital Signs ; Work ; Workforce
3.Outcomes of the survivors of combat related penetrating brain injury in a tertiary care military facility from a low to moderate income country.
Christopher Brian M. Reyes ; Rhoby U. Orata ; Abdul-aziz D. Ontok
Philippine Journal of Surgical Specialties 2026;81(1):8-17
BACKGROUND
Penetrating brain injury (PBI) is a leading cause of combat mortality but local outcome data is limited. The authors examined combat-related PBI cases to describe patient characteristics and identify clinical and radiologic predictors of functional recovery
METHODSThis is a retrospective cohort study of military personnel aged 18–56 years with combat-related PBI referred to VLGH AFPMC between January 2017 to June 2022. The authors collected demographics data, injury mechanism, pre-hospital and transfer details, admission clinical and radiologic findings, treatments, and follow-up outcomes. The Glasgow Outcome Scale (GOS), dichotomized into unfavorable (GOS 1–3) and favorable (GOS 4–5), was used to assess functional status. Associations were tested with Fisher’s Exact Test.
RESULTSThirty-seven patients met inclusion criteria: 31 survivors with follow-up and 6 who died in hospital. All were male; gunshot wounds accounted for 81% of injuries. At a median follow-up of 27 months, among survivors, 74% had a Glasgow Coma Scale (GCS) of 15 and 45% achieved good recovery (GOS 5). Pre-hospital timing measures (evacuation time, interval to surgery, and transfer delays) were not significantly associated with outcome. Favorable outcomes correlated strongly with higher admission GCS (p < 0.001), preserved baseline motor function (p < 0.001), smaller hemorrhage volume (p = 0.01), and injury limited to a single lobe (p < 0.001). Unfavorable outcomes were associated with intracranial infection, post-traumatic seizures, and need for multiple surgeries (all p < 0.001).
CONCLUSIONFunctional recovery after combat-related PBI in this cohort was principally determined by initial neurologic status, injury extent, and subsequent complications The lack of association with pre-hospital timing possibly reflects survivorship bias and incomplete capture of early fatalities.
Human ; Glasgow Coma Scale ; Glasgow Outcome Scale ; Wounds, Gunshot ; Brain Injuries, Traumatic
4.Steroid-Responsive Encephalopathy Associated With Thyroiditis
Chua Chong Yee ; Nur Haziqah Baharum ; Fadzliana Hanum Jalal ; Gunavathy Muthusamy
Journal of the ASEAN Federation of Endocrine Societies 2026;41(S1):107-
Introduction:
Steroid-responsive encephalopathy associated with
thyroiditis (STREAT) is a rare clinical entity. Clinical
presentations of STREAT can range from a strokelike presentation to psychiatric symptoms. STREAT is
diagnosed based on four major criteria which include
altered cognitive function, new or worsening psychiatric
symptoms, elevated antithyroid antibodies, and exclusion
of infectious, toxic, metabolic, or neoplastic causes. Corticosteroids are the cornerstone of treatment, with reported
excellent response in neurocognitive symptoms resolution.
Case:
This was a case of a 48-year-old male with Graves’s disease
who underwent radioiodine therapy 4 months earlier
and was started on levothyroxine 100 mcg 2 weeks prior
to presentation. He presented with 4 days of behavioral
symptoms, irritable mood with auditory and visual
hallucinations. There was no history of fever, headache, limb
weakness, or seizure. On general appearance, the patient
was agitated, talking incoherently, and disorientated with
normal vitals. There was no delayed relaxation of the reflex. The examination of the cranial nerve, motor, sensory, and
cerebellar system was normal. A lumbar puncture showed
normal opening pressure with a high protein CSF content
of 1,596 mg/L. The thyroid-stimulating hormone (TSH) was
elevated at 72.7 uIU/mL and T4 at 9.56 pmol/L. Serum antithyroid peroxidase was elevated at 877.42 IU/mL, and antiTSH receptor antibody at 21.30 IU/L. CSF oligonal band,
serum aquaporin-4, and viral screening were negative; noncontrasted computed tomography brain revealed normal
findings. Based on the clinical history and examination,
a diagnosis of STREAT was made at the emergency
department. The patient was initiated on hydrocortisone
100 mg three times a day. Within 24–48 hours of steroid
therapy, marked improvement and subsequent resolution
of the mental status and behavioral symptoms were seen.
Conclusion
Hashimoto’s thyroiditis can rarely lead to STREAT, a
condition with diverse neurological manifestations, where
early recognition and prompt corticosteroid therapy are
essential for favorable outcomes.
Brain Diseases
;
Thyroiditis
;
Steroids
5.Molecular Plot Twist: H3 G34V Mutation and MET Amplification in a Diffuse Hemispheric Glioma
Viktoria Madelaine R. Beltran ; Edwin L. Muñ ; oz ; Marie Christine F. Bernardo
Philippine Journal of Pathology 2026;(75th PSP Research Competition Abstracts):1-
Introduction:
Diffuse hemispheric glioma, H3G34-mutant (DHG-H3G34m) (CNS
WHO grade 4), is a rare, recently characterized subtype of pediatric high-grade glioma.
This is the first histopathologically and molecularly confirmed case of DHG-H3G34m
in the Philippines, underscoring the rarity of the tumor and the growing capacity for
molecular neuropathologic diagnostics in the country
Case Description:
This is a case of a 16-year-old male with a right fronto-parietal
tumor. MRI and CT scan shows a large, lobulated, contrast-enhancing mass. Histologic
examination reveals a hypercellular neoplasm with sheets of pleomorphic cells with
hyperchromatic nuclei, irregular nuclear membranes, and moderate amphophilic
cytoplasm. Foci of multinucleated giant cells, microcalcifications, microvascular
proliferation, and necrosis are seen. Immunohistochemical studies (IHCs) with GFAP
and H3 G34V reveal diffuse positivity. There is loss of expression of OLIG2 and ATRX.
Molecular analysis revealed alterations in H3-3A G34V, TP53, ATRX, and an ST7::MET
fusion leading to MET amplification.
Discussion:
The working diagnosis prior to IHCs was High Grade Neoplasm with
differentials of epithelioid glioblastoma, glioblastoma with giant cell features and
anaplastic ependymoma. The IHC and molecular findings support the diagnosis of
DHG-H3G34m. DHG-H3G34m are caused by mutations in the H3-3A gene which alter
the 34th amino acid in the H3.3 histone. Usually a glycine-to-arginine (G34R) mutation
is found, but in few instances such as in this case, there is a glycine-to-valine (G34V)
mutation. These have poor prognosis with no known targetable treatment; however,
the MET fusion found in this case may possibly be treated with MET-tyrosine kinase
inhibitors.
Conclusion
This is a case of diffuse hemispheric glioma, H3G34-mutant (CNS WHO
grade 4) with a rare H3 G34V mutation and MET amplification in a 16-year-old male,
the first histomorphologically and molecularly confirmed case in the Philippines.
Child
;
Brain Neoplasms
;
Glioma
6.Causal effects of chronic kidney disease on Alzheimer's disease and its prevention based on "kidney-brain interaction" theory.
Sen-Lin CHEN ; Zhi-Chen WANG ; Geng-Zhao CHEN ; Hang-Bin ZHENG ; Sai-E HUANG
China Journal of Chinese Materia Medica 2025;50(12):3431-3440
Based on the traditional Chinese medicine(TCM) theory of "kidney-brain interaction", a two-sample Mendelian randomization(MR) analysis was conducted to investigate the causal effects of chronic kidney disease(CKD) on Alzheimer's disease(AD) and analyze the potential mechanisms of kidney-tonifying and essence-replenishing TCM to improve AD. From the perspective that CKD is closely related to the core pathogenesis of AD, namely "kidney deficiency, essence loss, and marrow reduction", genome-wide association study(GWAS) data was used, with the inverse variance weighting(IVW) method as the main approach to reveal the causal association between CKD and AD. Sensitivity analysis was conducted to evaluate the robustness of the results. To further investigate the causal effects of CKD on AD, two different AD datasets were used as outcomes, and the urinary albumin-to-creatinine ratio(UACR) data was used as the exposure for a supplementary analysis. On this basis, the modern scientific mechanism of the kidney-tonifying and essence-replenishing method for improving AD was further explored. The IVW analysis show that CKD(ieu-b-2: OR=1.084, 95%CI[1.011, 1.163], P=0.024; ieu-b-5067: OR=1.001, 95%CI[1.000, 1.001], P=0.002) and UACR(ieu-b-2: OR=1.247, 95%CI[1.021, 1.522], P=0.031; ieu-b-5067: OR=1.001, 95%CI[1.000, 1.003], P=0.015) both have significant causal effects on AD in different datasets, with CKD increasing the risk of AD. The sensitivity analysis further confirmed the reliability of the results. Genetic studies have shown that CKD has a significant causal effect on AD, suggesting that controlling CKD is an important intervention measure for preventing and treating AD. Therefore, further research on CKD's role in AD is crucial in clinical practice. The research enriches the theoretical implication of "kidney-brain interaction", deepens the understanding of AD' etiology, and provides further insights and directions for the prevention and treatment of AD with TCM, specifically from a kidney-based perspective.
Humans
;
Alzheimer Disease/genetics*
;
Renal Insufficiency, Chronic/genetics*
;
Kidney/metabolism*
;
Brain/physiopathology*
;
Genome-Wide Association Study
;
Medicine, Chinese Traditional
;
Mendelian Randomization Analysis
7.Mechanism of immediate administration of Angong Niuhuang Pills in intervention of traumatic brain injury based on metabolomics and transcriptomics.
Xiao-Tong ZHU ; Liang-Liang TIAN ; Jing-Jing ZHANG ; Hong-Jun YANG
China Journal of Chinese Materia Medica 2025;50(10):2750-2760
This study integrates metabolomics and transcriptomics to explore the immediate effects of Angong Niuhuang Pills(ANP) in intervening traumatic brain injury(TBI) in rats. A TBI model was successfully established in rats using the optimized Feeney free-fall impact technique. Rats were randomly divided into sham operation(sham) group, model(Mod) group, positive drug(piracetam) group, ANP low-dose(ANP-L) group, and ANP high-dose(ANP-H) group according to a random number table. Nissl staining and immunofluorescence were used to count the number of Nissl bodies and detect B-cell lymphoma-2(Bcl-2) gene, caspase-3, and tumor protein 53(TP53) expression in brain tissue, and enzyme-linked immunosorbent assay(ELISA) was used to measure prostaglandin-endoperoxide synthase 2(PTGS2) level in rat brain tissue. Metabolomics and transcriptomics analyses were conducted for brain tissue from sham, Mod, and ANP-H groups. Gene Ontology(GO) and Kyoto Encyclopedia of Genes and Genomes(KEGG) enrichment analyses were carried out to indicate the mechanisms of ANP in the intervention of TBI. Integrative metabolomics and transcriptomics analysis revealed the metabolic pathways involved in ANP's intervention in TBI. The results showed that ANP significantly increased the number of Nissl bodies in TBI rat brain tissue, upregulated Bcl-2 expression, and downregulated the levels of caspase-3, TP53, and PTGS2. Compared to the Mod group, the ANP-H group significantly upregulated 12 differential metabolites(DMs) and downregulated 25 DMs. Five key metabolic pathways were identified, including glycerophospholipid metabolism, pyrimidine metabolism, glycine, threonine, and serine metabolism, arginine and proline metabolism, and D-amino acid metabolism. Transcriptomics identified 730 upregulated and 612 downregulated differentially expressed genes(DEGs). Enrichment analysis highlighted that biological functions related to inflammatory responses and apoptotic processes, and key signaling pathways, including phosphoinositide 3-kinase(PI3K)/protein kinase B(Akt) and mitogen-activated protein kinase(MAPK) were significantly enriched. The data of transcriptomics and metabolomics pinpointed three key metabolic pathways, i.e., glycerophospholipid metabolism, pyrimidine metabolism, and glycine, threonine, and serine metabolism.
Animals
;
Drugs, Chinese Herbal/administration & dosage*
;
Rats
;
Brain Injuries, Traumatic/metabolism*
;
Male
;
Metabolomics
;
Rats, Sprague-Dawley
;
Transcriptome/drug effects*
;
Cyclooxygenase 2/genetics*
;
Brain/metabolism*
;
Caspase 3/genetics*
;
Humans
;
Tumor Suppressor Protein p53/genetics*
8.Mechanism of Zuogui Pills in regulating bone metabolism through OXT/OXTR feed-forward loop based on theory of "all marrows dominated by brain".
Yan-Chen FENG ; Ya-Li LIU ; Xue DANG ; Lu SUN ; Jin-Yao LI ; Jia-Bin SONG ; Shun-Zhi YANG ; Fei-Xiang LIU
China Journal of Chinese Materia Medica 2025;50(10):2761-2768
Grounded in the theory of "all marrows dominated by brain", this study explored the therapeutic mechanism of Zuogui Pills in modulating the oxytocin(OXT)/oxytocin receptor(OXTR) feed-forward loop in the treatment of postmenopausal osteoporosis(PMOP). A PMOP rat model was established using ovariectomy, and 70 Sprague-Dawley female rats were randomly divided into the following groups: sham operation group, model group, estradiol group(17β-estradiol, 0.05 mg·kg~(-1)·d~(-1)), Zuogui Pills low, medium, and high dose groups(0.2, 0.4, 0.8 g·kg~(-1)·d~(-1), respectively), and an antagonist group(atosiban 0.9 mg·kg~(-1)·d~(-1) + 17β-estradiol 0.05 mg·kg~(-1)·d~(-1) + Zuogui Pills 0.4 g·kg~(-1)·d~(-1)). After 12 weeks of model establishment, treatment was administered by gavage once daily for another 12 weeks, followed by sample collection. Enzyme-linked immunosorbent assay(ELISA) was used to measure serum levels of estrogen(E_2), OXT, tartrate-resistant acid phosphatase(TRACP-5b), and bone alkaline phosphatase(BALP). Histopathological changes in the left distal femur were observed through hematoxylin and eosin(HE) staining. Micro-computed tomography(micro-CT) was used to analyze the microstructure of the right distal femur. Western blot was employed to detect the expression levels of OXTR, small GTP-binding protein Ras, Raf1 proto-oncogene(Raf1), mitogen-activated protein kinase kinase 1/2(MEK1/2), and extracellular signal-regulated kinase 1/2(ERK1/2), and their phosphorylated forms in tibial tissues. Compared with the model group, the Zuogui Pills medium and high dose groups showed significantly increased levels of E_2, OXT, and BALP, with a notable decrease in TRACP-5b levels. Morphologically, the trabeculae in the left distal femur were more tightly arranged. The fibrous structure in the right distal femur was significantly improved in the Zuogui Pills high dose group. Additionally, the expression of OXTR, Ras, p-Raf1, p-MEK1/2, and p-ERK1/2 proteins in tibial tissues was significantly increased. The therapeutic effect of the Zuogui Pills high dose group was partially inhibited when an OXTR antagonist was administered. These findings suggest that Zuogui Pills can regulate the OXT/OXTR feed-forward loop, activate the phosphorylation of the downstream Ras/Raf1/MEK/ERK signaling pathway, and ultimately improve bone mineral density, thereby exerting therapeutic effects in PMOP.
Animals
;
Rats, Sprague-Dawley
;
Rats
;
Female
;
Drugs, Chinese Herbal/administration & dosage*
;
Oxytocin/genetics*
;
Receptors, Oxytocin/genetics*
;
Humans
;
Osteoporosis, Postmenopausal/genetics*
;
Bone and Bones/drug effects*
;
Brain/drug effects*
;
Bone Marrow/drug effects*
9.Rhodiolae Crenulatae Radix et Rhizoma protects brain microvascular endothelial cells from ischemia and hypoxia injury by regulating PI3K/AKT/GSK3β pathway.
Li TANG ; Qiu-Yue YANG ; Hong-Fa CHENG ; Ya-Hui XIE ; Qiu-Xia ZHANG
China Journal of Chinese Materia Medica 2025;50(11):3127-3136
This study elucidates the mechanism of Rhodiolae Crenulatae Radix et Rhizoma(RCRR) in protecting brain microvascular endothelial cells from oxygen-glucose deprivation(OGD) injury and reveals the modern pharmacological mechanism of RCRR's traditional use in nourishing Qi and promoting blood circulation to protect endothelial cells. The scratch assay was employed to assess the migratory capacity of endothelial cells. Immunofluorescence and Western blot techniques were employed to assess the protein expression of tight junction proteins zonula occludens-1(ZO-1), occludin, claudin-5, and proteins of the phosphoinositide 3-kinase(PI3K)/protein kinase B(AKT)/glycogen synthase kinase-3beta(GSK3β) pathway. The results demonstrated that 63 bioactive components and 125 potential core targets of RCRR were identified from the ETCM, TCMBank, and SwissTargetPrediction databases, as well as from the literature. A total of 1 708 brain microvascular endothelial cell-related targets were identified from the GeneCards and OMIM databases, and 52 targets were obtained by intersecting drug components with cell targets. The protein-protein interaction(PPI) network analysis revealed that AKT1, epidermal growth factor receptor(EGFR), matrix metalloproteinase 9(MMP9), estrogen receptor 1(ESR1), proto-oncogene tyrosine-protein kinase(SRC), peroxisome proliferator-activated receptor gamma(PPARG), GSK3β, and matrix metalloproteinase 2(MMP2) were considered hub genes. The KEGG enrichment analysis identified the PI3K/AKT pathway as the primary signaling pathway. Cell experiments demonstrated that RCRR-containing serum could enhance the migratory capacity of brain microvascular endothelial cells and the expression of tight junction proteins following OGD injury, which may be associated with the downregulation of the PI3K/AKT/GSK3β pathway. This study elucidates the pharmacological mechanism of RCRR in protecting brain microvascular endothelial cells through network pharmacology, characterized by multiple components and targets. These findings were validated through in vitro experiments and provide important ideas and references for further research into the molecular mechanisms of RCRR in protecting brain microvascular endothelial cells.
Endothelial Cells/cytology*
;
Glycogen Synthase Kinase 3 beta/genetics*
;
Proto-Oncogene Proteins c-akt/genetics*
;
Drugs, Chinese Herbal/pharmacology*
;
Phosphatidylinositol 3-Kinases/genetics*
;
Signal Transduction/drug effects*
;
Brain/metabolism*
;
Humans
;
Animals
;
Rhizome/chemistry*
;
Microvessels/metabolism*
;
Brain Ischemia/drug therapy*
10.Research on motor imagery recognition based on feature fusion and transfer adaptive boosting.
Yuxin ZHANG ; Chenrui ZHANG ; Shihao SUN ; Guizhi XU
Journal of Biomedical Engineering 2025;42(1):9-16
This paper proposes a motor imagery recognition algorithm based on feature fusion and transfer adaptive boosting (TrAdaboost) to address the issue of low accuracy in motor imagery (MI) recognition across subjects, thereby increasing the reliability of MI-based brain-computer interfaces (BCI) for cross-individual use. Using the autoregressive model, power spectral density and discrete wavelet transform, time-frequency domain features of MI can be obtained, while the filter bank common spatial pattern is used to extract spatial domain features, and multi-scale dispersion entropy is employed to extract nonlinear features. The IV-2a dataset from the 4 th International BCI Competition was used for the binary classification task, with the pattern recognition model constructed by combining the improved TrAdaboost integrated learning algorithm with support vector machine (SVM), k nearest neighbor (KNN), and mind evolutionary algorithm-based back propagation (MEA-BP) neural network. The results show that the SVM-based TrAdaboost integrated learning algorithm has the best performance when 30% of the target domain instance data is migrated, with an average classification accuracy of 86.17%, a Kappa value of 0.723 3, and an AUC value of 0.849 8. These results suggest that the algorithm can be used to recognize MI signals across individuals, providing a new way to improve the generalization capability of BCI recognition models.
Brain-Computer Interfaces
;
Humans
;
Support Vector Machine
;
Algorithms
;
Neural Networks, Computer
;
Imagination/physiology*
;
Pattern Recognition, Automated/methods*
;
Electroencephalography
;
Wavelet Analysis


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