1.The joint analysis of heart health and mental health based on continual learning.
Hongxiang GAO ; Zhipeng CAI ; Jianqing LI ; Chengyu LIU
Journal of Biomedical Engineering 2025;42(1):1-8
Cardiovascular diseases and psychological disorders represent two major threats to human physical and mental health. Research on electrocardiogram (ECG) signals offers valuable opportunities to address these issues. However, existing methods are constrained by limitations in understanding ECG features and transferring knowledge across tasks. To address these challenges, this study developed a multi-resolution feature encoding network based on residual networks, which effectively extracted local morphological features and global rhythm features of ECG signals, thereby enhancing feature representation. Furthermore, a model compression-based continual learning method was proposed, enabling the structured transfer of knowledge from simpler tasks to more complex ones, resulting in improved performance in downstream tasks. The multi-resolution learning model demonstrated superior or comparable performance to state-of-the-art algorithms across five datasets, including tasks such as ECG QRS complex detection, arrhythmia classification, and emotion classification. The continual learning method achieved significant improvements over conventional training approaches in cross-domain, cross-task, and incremental data scenarios. These results highlight the potential of the proposed method for effective cross-task knowledge transfer in ECG analysis and offer a new perspective for multi-task learning using ECG signals.
Humans
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Electrocardiography/methods*
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Mental Health
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Algorithms
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Signal Processing, Computer-Assisted
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Machine Learning
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Arrhythmias, Cardiac/diagnosis*
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Cardiovascular Diseases
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Neural Networks, Computer
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Mental Disorders
2.Advancements in Cell Membrane–Based Biomimetic Carriers for Antitumor Therapy
Jiahe WU ; Nan WANG ; Jianqing GAO ; Nengming LIN
Cancer Research on Prevention and Treatment 2025;52(12):973-979
Drug delivery technologies are crucial components in drug development, greatly enhancing drug bioavailability and therapeutic efficacy and reducing toxic side effects. Cell membrane-based biomimetic carriers have attracted considerable interest owing to their intrinsic biointeractive capability derived from source cells in vivo. This review summarizes the fundamental properties and functional attributes of cell membrane–based biomimetic carriers from different cellular sources and discusses their advancements in tumor-targeted drug delivery and role in the activation of antitumor immunity. Ultimately, the discussion focuses on the prospects and potential challenges in employing cell membrane-based biomimetic carriers for antitumor treatment.
3.Clinicopathological and molecular characteristics of pediatric gliomas: analysis of 111 cases
Hui XU ; Huilin NIU ; Fenghua WANG ; Xinke XU ; Wei WANG ; Li YUAN ; Kai CHEN ; Qiu GAO ; Liping LI ; Jianqing XIA ; Zhongming GUO
Chinese Journal of Pathology 2024;53(9):922-928
Objective:To summarize the clinical, pathological and molecular characteristics of various types of pediatric glioma, and to explore the differences in the morphology and clinical significance among various types of pediatric glioma.Methods:Based on the fifth edition of the World Health Organization classification of central nervous system tumors, this study classified or reclassified 111 pediatric gliomas that were diagnosed at Guangzhou Medical University Affiliated Women and Children′s Medical Center from January 2020 to June 2023. The clinical manifestations, imaging findings, histopathology, and molecular characteristics of these tumors were analyzed. Relevant literature was also reviewed.Results:The 111 patients with pediatric glioma included 56 males and 55 females, with the age ranging from 10 days to 13 years (average age, 5.5 years). Clinically, manifestations presented from 5 days to 8 years before the diagnosis, including epilepsy in 16 cases, increased intracranial pressure in 48 cases and neurological impairment in 66 cases. MRI examinations revealed tumor locations as supratentorial in 43 cases, infratentorial in 65 cases, and spinal cord in 3 cases. There were 73 cases presented with a solid mass and 38 cases with cystic-solid lesions. The largest tumor diameter ranged from 1.4 to 10.6 cm. Among the 111 pediatric gliomas, there were 6 cases of pediatric diffuse low-grade glioma (pDLGG), 63 cases of circumscribed astrocytoma glioma (CAG), and 42 cases of pediatric diffuse high-grade glioma (pDHGG). Patients with pDLGG and CAG were younger than those with pDHGG. The incidence of pDLGG and CAG was significantly lower in the midline of the infratentorial region compared to that of pDHGG. They were more likely to be completely resected surgically. The pDLGG and CAG group included 4 cases of pleomorphic xanthoastrocytoma, showing histological features of high-grade gliomas. Among the high-grade gliomas, 13 cases were diffuse midline gliomas and also showed histological features of low-grade glioma. Immunohistochemical studies of H3K27M, H3K27ME3, p53, ATRX, BRAF V600E, and Ki-67 showed significant differences between the pDLGG and CAG group versus the pDHGG group ( P<0.01). Molecular testing revealed that common molecular variations in the pDLGG and CAG group were KIAA1549-BRAF fusion and BRAF V600E mutation, while the pDHGG group frequently exhibited mutations in HIST1H3B and H3F3A genes, 1q amplification, and TP53 gene mutations. With integrated molecular testing, 2 pathological diagnoses were revised, and the pathological subtypes of 35.3% (12/34) of the pediatric gliomas that could not be reliably classified by histology were successfully classified. Conclusions:There are significant differences in clinical manifestations, pathological characteristics, molecular variations, and prognosis between the pDLGG, CAG and pDHGG groups. The integrated diagnosis combining histology and molecular features is of great importance for the accurate diagnosis and treatment of pediatric gliomas.
4.Recommendations for the timing, dosage, and usage of corticosteroids during cytokine release syndrome (CRS) caused by chimeric antigen receptor (CAR)-T cell therapy for hematologic malignancies.
Sanfang TU ; Xiu LUO ; Heng MEI ; Yongxian HU ; Yang LIU ; Ping LI ; Dehui ZOU ; Ting NIU ; Kailin XU ; Xi ZHANG ; Lugui QIU ; Lei GAO ; Guangxun GAO ; Li ZHANG ; Yimei FENG ; Ying WANG ; Mingfeng ZHAO ; Jianqing MI ; Ming HOU ; Jianmin YANG ; He HUANG ; Jianxiang WANG ; Yu HU ; Weili ZHAO ; Depei WU ; Jun MA ; Yuhua LI ; Wenbin QIAN ; Xiaojun HUANG ; Weidong HAN ; Aibin LIANG
Chinese Medical Journal 2024;137(22):2681-2683
5.Transdermal delivery of natural products against atopic dermatitis.
Minghui LI ; Yihua XU ; Yanan YU ; Wanshu LI ; Lixia CHEN ; Bo ZHAO ; Yuli GAO ; Jianqing GAO ; Hangjuan LIN
Chinese Journal of Natural Medicines (English Ed.) 2024;22(12):1076-1088
Atopic dermatitis (AD) is a chronic inflammatory skin condition. Natural products have gained traction in AD treatment due to their accessibility, low toxicity, and favorable pharmacological properties. However, their application is primarily constrained by poor solubility, instability, and limited permeability. The transdermal drug delivery system (TDDS) offers potential solutions for transdermal delivery, enhanced penetration, improved efficacy, and reduced toxicity of natural drugs, aligning with the requirements of modern AD treatment. This review examines the application of hydrogels, microneedles (MNs), liposomes, nanoemulsions, and other TDDS-carrying natural products in AD treatment, with a primary focus on their effects on penetration and accumulation in the skin. The aim is to provide valuable insights into the treatment of AD and other dermatological conditions.
Animals
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Humans
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Administration, Cutaneous
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Biological Products/pharmacokinetics*
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Dermatitis, Atopic/drug therapy*
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Drug Delivery Systems
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Hydrogels/chemistry*
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Skin/metabolism*
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Skin Absorption
6.Rape Pollen Promote Androgenic Alopecia Mice by Increasing bFGF and VEGF Levels
PAN Hongye ; ZHU Feng ; YU Jiayu ; GU Yueting ; HU Weitong ; HE Houhong ; YAO Jianbiao ; GAO Jianqing ; HU Jiangning
Chinese Journal of Modern Applied Pharmacy 2023;40(16):2203-2209
OBJECTIVE To explore the improvement effect of rape pollen on androgenic alopecia mice and its mechanism. METHODS The blank group, model group, positive drug group and administration group were set up, the androgenic alopecia mice model was induced by applying 0.2% testosterone after hair removal. The hair growth rate of mice were observed by using 5% minoxidil as positive drug and 0.4 g·mL-1 rape pollen oil solution as administration group. The hair quality and follicle condition of mice were observed by scanning electron microscope(SEM) and HE staining of skin tissue, respectively. The level of VEGF and bFGF in skin were detected by immunofluorescence staining and Western blotting, while the level of serum sex hormones and reactive oxygen species were detected by ELISA. RESULTS Rape pollen could significantly promote the hair growth in mice and improve the state of mice hair scales compared with model group. Mechanism exploration experiments showed that rape pollen could not promote hair regeneration of mice by regulating hormone levels or anti-oxidative stress. However, rape pollen could increase the expression of bFGF and VEGF related to skin angiogenesis at the modeling site. CONCLUSION Rape pollen can promote hair regeneration in androgenic alopecia mice. Its mechanism may be that it promotes perifollicular vascular regeneration by increasing bFGF and VEGF level.
7.A trimeric RBD protein as a booster vaccine enhanced the humoral response and broad neutralization against SARS-CoV-2 in mice
Xiujing HONG ; Yangyang HU ; Kangli CAO ; Longfei DING ; Nan GAO ; Xiangwei WANG ; Chen ZHAO ; Xiaoyan ZHANG ; Jianqing XU
Chinese Journal of Microbiology and Immunology 2022;42(11):837-844
Objective:To investigate the efficacy of a SARS-CoV-2 recombinant protein vaccine as a booster dose.Methods:A new immunogen, namely RBD-sc-trimer, was designed by tandem repeating of single receptor binding domain (RBD) of SARS-CoV-2 spike (S) protein to mimic the trimeric form of RBD presented by the virus. The RBD-sc-trimer protein was expressed as a His-tagged fusion protein using a baculovirus expression system and purified by nickel affinity column. The purified protein was identified by Western blot. Its in vitro binding activity to human angiotensin converting enzyme 2 (hACE2) was analyzed by ELISA. The immunogenicity of RBD-sc-trimer as well as RBD proteins of other forms including RBD dimer (RBD-Fc), RBD monomer (RBD) and S protein trimer (S trimer) as a booster dose was evaluated in BALB/c mice. Results:In terms of both binding and neutralizing antibodies against SARS-CoV-2, RBD-sc-trimer showed an immunogenicity that was superior to that of RBD-Fc and RBD and close to the level of S trimer. The antibody response induced by RBD-sc-trimer was characterized as Th1-biased. Moreover, it displayed a stronger cross-neutralization activity against SARS-CoV-2 Beta, Delta and Omicron variants. The titer of neutralizing antibody against Omicron induced by RBD-sc-trimer only decreased by 9.1 folds relative to the prototype strain, while the antibody response induced by RBD-Fc and S trimer decreased by 68.4 and 70.8 folds, respectively.Conclusions:The recombinant protein, RBD-sc-trimer, which was capable of eliciting stronger humoral response in mice as a booster dose and showed the superiority in raising cross-reactive antibodies against SARS-CoV-2 variants over non-trimeric RBD forms, should be considered as an optimal immunogen for the development of more effective SARS-CoV-2 vaccines.
8.New idea to promote the clinical applications of stem cells or their extracellular vesicles in central nervous system disorders: Combining with intranasal delivery.
Yaosheng LI ; Honghui WU ; Xinchi JIANG ; Yunfei DONG ; Juanjuan ZHENG ; Jianqing GAO
Acta Pharmaceutica Sinica B 2022;12(8):3215-3232
The clinical translation of stem cells and their extracellular vesicles (EVs)-based therapy for central nervous system (CNS) diseases is booming. Nevertheless, the insufficient CNS delivery and retention together with the invasiveness of current administration routes prevent stem cells or EVs from fully exerting their clinical therapeutic potential. Intranasal (IN) delivery is a possible strategy to solve problems as IN route could circumvent the brain‒blood barrier non-invasively and fit repeated dosage regimens. Herein, we gave an overview of studies and clinical trials involved with IN route and discussed the possibility of employing IN delivery to solve problems in stem cells or EVs-based therapy. We reviewed relevant researches that combining stem cells or EVs-based therapy with IN administration and analyzed benefits brought by IN route. Finally, we proposed possible suggestions to facilitate the development of IN delivery of stem cells or EVs.
9.Interference of CD38 monoclonal antibody in blood compatibility testing and its countermeasures: A general consensus among experts
Jianqing MI ; Xiaohong CAI ; Shaoyuan WANG ; Lihua HU ; Ting NIU ; Deqing WANG ; Chengcheng FU ; Chunyan SUN ; Dong XIANG ; Wen GAO ; Tianhong MIAO ; Liye ZHONG ; Baohua QIAN ; Gang AN ; Rong XIA ; Rong GUI ; Jing LIU ; Xiaofeng TANG ; Jue XIE ; Jia GAN ; Jiang WU ; Danhui FU ; Li QIN ; Jian HOU ; Xuefeng WANG
Chinese Journal of Blood Transfusion 2021;34(4):327-334
With continuous discovery of tumor immune targets and continuous changes in antibody research and development technology, antibody drugs are becoming more and more widely used in clinical practice. However, some targets are not only expressed on tumor cells, but also on red blood cells. Therefore, the clinical application of antibodies against the corresponding targets may interfere with the detection of blood transfusion compatibility, resulting in difficulty in blood matching or delay of blood transfusion. This consensus summarizes the current solutions for the interference of CD38 monoclonal antibody (CD38 mAb) in transfusion compatibility testing. After analyzing the advantages and disadvantages of different methods, polybrene and sulfhydryl reducing agents [dithiothreitol (DTT) or 2-mercaptoethanol (2-Me)], as a solution for CD38 mAb interference in blood compatibility testing, are recommended for Chinese patients, so as to eliminate blood transfusion interference produce by CD38 mAb and further provide a pre-transfusion workflow for clinicians and technicians in Department of Blood Transfusion.
10.Gonadal neoplastic related lesions in children with disorders of sexual development: a clinicopathological study of twelve cases
Huilin NIU ; Peng YI ; Qiu GAO ; Fenghua WANG ; Zhengrong CHEN ; Liping LI ; Jianqing XIA ; Yi CAO ; Rongxin ZENG
Chinese Journal of Pathology 2021;50(10):1145-1150
Objective:To investigate the clinicopathological features of gonadal neoplastic related lesions in children with disorders of sexual development (DsD).Methods:The clinical manifestations, chromosomal karyotype, histology and immunophenotype of 12 cases of neoplastic related lesions from Guangzhou Women and Children′s Medical Center, Guangzhou were analyzed during Jan 2015 to May 2020.Results:Twelve cases of neoplastic related lesions were screened in 205 cases of DsD, and 6 patients with gonadal germ cell neoplasia aged 3-13 years with an average age of 8.3 years. There were 2 males and 4 females. Clinical features showed malformation of external genitalia in 2 cases, short stature in 2 cases, clitoral enlargement in 1 case, lower abdominal pain and a huge pelvic mass in 1 case. Chromosomal karyotyping of peripheral blood showed 2 cases of 46XY and 4 cases of 45X/46XY. Fourteen gonadal specimens were examined. Microscopically, 1 case showed dysgerminoma in left ovary, and malignant mixed germ cell tumors in right ovary, as well as gonadoblastoma (GB) and undifferentiated gonadal tissue (UGT). The remaining 5 cases were all precursor lesions of germ cell tumor. Six specimens showed GB, 3 of UGT, and 3 specimens showed germ cell neoplasia in situ (GCNIS), one of which was accompanied by intratubular seminoma and 1 was GB with GCNIS. The other 6 patients with DsD were aged from 8 months to 2 years and 5 months, including 5 males and 1 females. Clinical manifestations showed 5 cases of hypospadias and 1 case of bilateral indirect inguinal hernia. Microscopically, 6 cases showed maturation delay of gonocytes in seminiferous tubules. Immunohistochemically, the primordial germ cells/gonocytes expressed OCT3/4, PLAP and c-KIT in the 12 cases.Conclusion:Gonadal neoplasia in children with DsD is mainly precursor lesions of germ cell tumor and improved understanding of these lesions is of great significance.


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