1.Deep learning-based multimodal data fusion: applications and research progress in oral diseases
HE Qinxuan ; CAO Zhicheng ; WANG Wei
Journal of Prevention and Treatment for Stomatological Diseases 2026;34(10):1009-1020
With the rapid advancement of artificial intelligence, deep learning-based multimodal data fusion technology has found increasing applications in the field of dental and stomatological diseases, and it has demonstrated great potential. This technology constructs deep neural networks to automatically extract and fuse features from multimodal data, such as clinical text information, medical imaging, intraoral and extraoral digital scanning records, and histopathological data. By fully leveraging the complementary information among these diverse data sources, it substantially enhances the accuracy of oral disease diagnosis, the rationality of treatment planning, and the reliability of prognosis prediction. This survey systematically explores the core advantages of deep learning in multimodal data fusion; outlines key main strategies, such as early fusion, intermediate fusion, and late fusion along with their applicable scenarios; and summarizes the specific applications and latest research progress of this technology in oral diseases, including oral cancer, periodontitis, dental caries, and temporomandibular disorders. We also highlight critical challenges in its clinical translation, such as complexity in multimodal data alignment, scarcity of high-quality annotated data, insufficient model interpretability, and privacy and security issues. In the future, this technology is expected to develop toward new learning paradigms, intelligentization, and adaptive fusion while integrating explainable artificial intelligence to enhance clinical credibility. Ultimately, large-scale, multicenter clinical validation systems will be required to ensure its safe and effective deployment in clinical practice.
2.Alpha-synuclein Fibrils Inhibit Activation of the BDNF/ERK Signaling Loop in the mPFC to Induce Parkinson's Disease-like Alterations with Depression.
Zhuoran MA ; Yan XU ; Piaopiao LIAN ; Yi WU ; Ke LIU ; Zhaoyuan ZHANG ; Zhicheng TANG ; Xiaoman YANG ; Xuebing CAO
Neuroscience Bulletin 2025;41(6):951-969
Depression (Dep) is one of the most common concomitant symptoms of Parkinson's disease (PD), but there is a lack of detailed pathologic evidence for the occurrence of PD-Dep. Currently, the management of symptoms from both conditions using conventional pharmacological interventions remains a formidable task. In this study, we found impaired activation of extracellular signal-related kinase (ERK), reduced levels of transcription and translation, and decreased expression of brain-derived neurotrophic factor (BDNF) in the medial prefrontal cortex (mPFC) of PD-Dep rats. We demonstrated that the abnormal phosphorylation of α-synuclein (pS129) induced tropomyosin-related kinase receptor type B (TrkB) retention at the neuronal cell membrane, leading to BDNF/TrkB signaling dysfunction. We chose SEW2871 as an ameliorator to upregulate ERK phosphorylation. The results showed that PD-Dep rats exhibited improvement in behavioral manifestations of PD and depression. In addition, a reduction in pS129 was accompanied by a restoration of the function of the BDNF/ERK signaling loop in the mPFC of PD-Dep rats.
Animals
;
Brain-Derived Neurotrophic Factor/metabolism*
;
alpha-Synuclein/metabolism*
;
Male
;
Prefrontal Cortex/drug effects*
;
Rats, Sprague-Dawley
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Depression/metabolism*
;
MAP Kinase Signaling System/drug effects*
;
Rats
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Parkinson Disease/metabolism*
;
Receptor, trkB/metabolism*
;
Phosphorylation
;
Disease Models, Animal
;
Signal Transduction
3.The safety and efficacy of boron neutron capture therapy (BNCT) in the treatment of recurrent malignant tumors
Junqiang HONG ; Xiaoyi LIN ; Youqun LAI ; Ye CAO ; Xiangquan KONG ; Yuanhao LIU ; Shuiying LUO ; Zhicheng XIONG ; Mei GONG ; Yalai LIN ; Qiaoyun CHEN ; Mingang YING ; Li HUO ; Xiaohua ZHU ; Xiaoping SUN ; Yiqiao DENG ; Diyun SHU ; Haige ZHANG ; Cheng HUANG ; Jianji PAN
Chinese Journal of Radiation Oncology 2025;34(10):985-992
Objective:To evaluate the safety and efficacy of accelerator-based boron neutron capture therapy (AB-BNCT) in the treatment of recurrent and refractory malignant tumors.Methods:The data of 14 patients admitted to Xiamen Humanity Hospital from September 2022 to April 2023 were prospectively collected, including 7 patients with primary brain malignancies and 7 patients with locally recurrent inoperable head and neck malignancies. All patients received intravenous infusion of boron drug (NBB-001, p-dihydroxyborylphe nylalanine, a patented freeze-dried formulation) at a total nominal dosage of 500 mg/kg (11 patients) or 750 mg/kg (3 patients), and were irradiated with neutrons (operating with NeuPex system). Adverse events after treatment were recorded and assessed. The primary efficacy endpoint was the 90 d objective response rate (ORR), while the secondary endpoints included progression-free survival (PFS) and complete response rate (CRR). Data were compiled and analyzed by SAS 9.4 software. The rate and 95% CI were calculated using Clopper-Pearson method. Results:The median dose delivered to 80% of the target volume (D 80%) was 16.80 GyE (range: 8.93-23.79 GyE). The most common adverse reactions were hyperamylasemia, alopecia, and hyperprolactinemia. Five patients experienced 8 cases of grade 3 or above adverse events, including 1 case of grade 4 acute kidney injury and 7 cases of grade 3 adverse events. All adverse events were recovered after observation or treatment. At 90 d after treatment, the ORR of all patients was 9/14 (64%, 95% CI: 35%-87%), disease control rate (DCR) was 10/14 (71%, 95% CI: 42%-92%), CRR was 2/14 (14%, 95% CI: 2%-42%); and the best overall response during the entire course included an ORR of 10/14 (71% ,95% CI: 42%-92%), DCR of 13/14 (93%, 95% CI: 66%-100%), and CRR of 3/14 (21% ,95% CI: 5%-51%). The 1-year survival rate for head and neck malignancies was 71.4%, and the 2-year survival rate was 42.8%. The 1-year survival rate for recurrent brain malignancies was 42.8%. Conclusion:AB-BNCT demonstrates favorable safety and promising efficacy in treating primary brain malignancies and recurrent/refractory head and neck malignancies, representing a potential therapeutic option.
4.The safety and efficacy of boron neutron capture therapy (BNCT) in the treatment of recurrent malignant tumors
Junqiang HONG ; Xiaoyi LIN ; Youqun LAI ; Ye CAO ; Xiangquan KONG ; Yuanhao LIU ; Shuiying LUO ; Zhicheng XIONG ; Mei GONG ; Yalai LIN ; Qiaoyun CHEN ; Mingang YING ; Li HUO ; Xiaohua ZHU ; Xiaoping SUN ; Yiqiao DENG ; Diyun SHU ; Haige ZHANG ; Cheng HUANG ; Jianji PAN
Chinese Journal of Radiation Oncology 2025;34(10):985-992
Objective:To evaluate the safety and efficacy of accelerator-based boron neutron capture therapy (AB-BNCT) in the treatment of recurrent and refractory malignant tumors.Methods:The data of 14 patients admitted to Xiamen Humanity Hospital from September 2022 to April 2023 were prospectively collected, including 7 patients with primary brain malignancies and 7 patients with locally recurrent inoperable head and neck malignancies. All patients received intravenous infusion of boron drug (NBB-001, p-dihydroxyborylphe nylalanine, a patented freeze-dried formulation) at a total nominal dosage of 500 mg/kg (11 patients) or 750 mg/kg (3 patients), and were irradiated with neutrons (operating with NeuPex system). Adverse events after treatment were recorded and assessed. The primary efficacy endpoint was the 90 d objective response rate (ORR), while the secondary endpoints included progression-free survival (PFS) and complete response rate (CRR). Data were compiled and analyzed by SAS 9.4 software. The rate and 95% CI were calculated using Clopper-Pearson method. Results:The median dose delivered to 80% of the target volume (D 80%) was 16.80 GyE (range: 8.93-23.79 GyE). The most common adverse reactions were hyperamylasemia, alopecia, and hyperprolactinemia. Five patients experienced 8 cases of grade 3 or above adverse events, including 1 case of grade 4 acute kidney injury and 7 cases of grade 3 adverse events. All adverse events were recovered after observation or treatment. At 90 d after treatment, the ORR of all patients was 9/14 (64%, 95% CI: 35%-87%), disease control rate (DCR) was 10/14 (71%, 95% CI: 42%-92%), CRR was 2/14 (14%, 95% CI: 2%-42%); and the best overall response during the entire course included an ORR of 10/14 (71% ,95% CI: 42%-92%), DCR of 13/14 (93%, 95% CI: 66%-100%), and CRR of 3/14 (21% ,95% CI: 5%-51%). The 1-year survival rate for head and neck malignancies was 71.4%, and the 2-year survival rate was 42.8%. The 1-year survival rate for recurrent brain malignancies was 42.8%. Conclusion:AB-BNCT demonstrates favorable safety and promising efficacy in treating primary brain malignancies and recurrent/refractory head and neck malignancies, representing a potential therapeutic option.
5.Association between childhood abuse and recent negative life events with suicidal psychological behavior of middle school students
GAO Xin, WAN Yuhui, XIE Yang, JIANG Zhicheng, LI Shuqin, ZHANG Yi, CAO Xiujing, TAO Fangbiao
Chinese Journal of School Health 2021;42(3):392-395
Objective:
To investigate the relationship between childhood abuse and recent negative life events with suicidal ideation and attempt, and to provide reference for prevention and control of suicidal behaviors in middle school students.
Methods:
Stratified cluster sampling method was used to select 7 986 middle school students from Shenzhen, Nanchang and Shenyang as participants. Questionnaire survey was conducted to collect information on demographic indicators, childhood abuse, negative life events, suicidal ideation and suicide attempt, etc. Logistic regression was used to analyze the relationship between childhood abuse experience and negative life events with suicidal ideation and suicide attempt.
Results:
The prevalence of suicidal ideation and suicide attempt was 22.9% and 4.7%. After adjusted for confounding variables, with the increase of childhood abuse and negative life events, suicidal ideation and attempt in middle school students showed an increasing trend(P<0.05). Compared those with low level of childhood abuse and negative life events, students with high childhood abuse and high negative life events had a higher suicidal ideation and suicide attempt risk, the multiple adjusted odds ratio was 10.43 and 19.75(P<0.05).
Conclusion
Childhood abuse and negative life events are important risk factors affecting suicidal ideation and attempt in middle school students. Strategies to reduce childhood abuse and negative life events should be an integral component of targeted mental health interventions.
6.Study on the accuracy of cardiopulmonary physiological measurements by a wearable physiological monitoring system under different activity conditions.
Haoran XU ; Wenya CHU ; Xiaoli LIU ; Shasha ZHANG ; Zhicheng YANG ; Jiewen ZHENG ; Xiaolin GAO ; Zhengbo ZHANG ; Desen CAO
Journal of Biomedical Engineering 2020;37(1):119-128
This paper aims to study the accuracy of cardiopulmonary physiological parameters measurement under different exercise intensity in the accompanying (wearable) physiological parameter monitoring system. SensEcho, an accompanying physiological parameter monitoring system, and CORTEX METALYZER 3B, a cardiopulmonary function testing system, were used to simultaneously collect the cardiopulmonary physiological parameters of 28 healthy volunteers (17 males and 11 females) in various exercise states, such as standing, lying down and Bruce treadmill exercise. Bland-Altman analysis, correlation analysis and other methods, from the perspective of group and individual, were used to contrast and analyze the two types of equipment to measure parameters of heart rate and breathing rate. The results of group analysis showed that the heart rate and respiratory rate data box charts collected by the two devices were highly consistent. The heart rate difference was (-0.407 ± 3.380) times/min, and the respiratory rate difference was (-0.560 ± 7.047) times/min. The difference was very small. The Bland-Altman plot of the heart rate and respiratory rate in each experimental stage showed that the proportion of mean ± 2SD was 96.86% and 95.29%, respectively. The results of individual analysis showed that the correlation coefficients of the whole-process heart rate and respiratory rate data were all greater than 0.9. In conclusion, SensEcho, as an accompanying physiological parameter monitoring system, can accurately measure the human heart rate, respiration rate and other key cardiopulmonary physiological parameters under various sports conditions. It can maintain good stability under various sports conditions and meet the requirements of continuous physiological signal collection and analysis application under sports conditions.
7.A retrospective study of clinical diagnosis of brucellosis patients in Suide County of Shaanxi Province in 2015
Shu WANG ; Yi ZHANG ; Suoping FAN ; Wenwu YIN ; Zhicheng ZHANG ; Lei CAO ; Sa CHEN ; Weihua WANG ; Shaoqi NING ; Yangxin SUN
Chinese Journal of Endemiology 2018;37(1):64-68
Objective To learn the diagnosis and treatment of brucellosis patients in Suide County of Shaanxi Province in 2015,and to provide a scientific basis for making accurate prevention and control measures.Methods All the cases diagnosed as brucellosis in Suide County from January 1 to December 31 in 2015 and lived in this county were retrospectively investigated by case questionnaire survey,including basic information,medical procedures,and epidemiological contacts.Descriptive statistical analysis was performed using SPSS 18.0 software.Results In 2015,75 cases of brucellosis were diagnosed in Suide County,75 questionnaires were distributed,with 53 completed questionnaires returned.The average age of respondents was (49 ± 14) years old,of which 84.9% (45/53) were male and 94.3% (50/53) were farmers,except one case was actively monitored by Suide County Centre for Disease Control and Prevention then treated,the rest of the patients were treated after the onset of the disease.Of the 52 patients,one patient was diagnosed after one visit,accounting for 25.0% (13/52);one patient was diagnosed after at least 4 visits,accounting for 3.8% (2/52).The cumulative diagnosis rate at provincial-level hospitals was 1/3 and that at disease prevention and control institutions was 92.7% (51/55),there were no confirmed cases in municipal hospitals,county hospitals,township hospitals,village clinics and individual clinics.For the first reason to see a doctor,65.4% (34/52) of the patients were fever or accompanied by sweating,fatigue,arthralgia and waist and leg pain.The medians from onset to treatment between the first diagnosis,and 2,3,4 visits were 15,18,27,45 days,respectively;the median from onset to diagnosis was 21 days,ranging from 2 to 182 days.Totally 84.9% (45/53) patients had a history of exposure to animals,of which 97.8% (44/45) had contacted the sheep.Conclusions The cases in Suide County are mainly adult male farmers,and the diagnosis rate at hospitals below municipal level is low.It is recommended to strengthen the health intervention of high-risk groups and improve the level of diagnosis and treatment of primary medical staff.
8.An investigation on the ability in diagnosing and reporting brucellosis of primary medical personnel in Suide County of Shaanxi Province
Shu WANG ; Wenwu YIN ; Yi ZHANG ; Suoping FAN ; Zhicheng ZHANG ; Lei CAO ; Sa CHEN ; Weihua WANG ; Yangxin SUN
Chinese Journal of Endemiology 2017;36(10):768-771
Objective To investigate the ability in diagnosing and reporting brucellosis of primary medical personnel in Suide County of Shaanxi Province,and provide scientific basis for making prevention and control strategies.Methods Convenience sampling method was adopted in October 2016.A questionnaire survey was conducted among the county hospitals,township hospitals,village clinics and individual clinics in Suide County to collect information on the ability in diagnosing and reporting brucellosis of primary medical personnel.The specific content includes the basic information,the awareness of brucellosis diagnosis and reporting capabilities,the situation of brucellosis training,and the views about the diagnosis of brucellosis.SPSS 18.0 software was used to carry out descriptive statistical analysis.Results A total of 77 primary healthcare workers were surveyed.Their average age was (38 ± 9) years old,57.1% (44/77) workers were undergraduates,and 53.2% (41/77) were working in county hospitals.9.1% (7/77) were completely aware of the major infectious diseases,29.9% (23/77) were fully aware of the transmission mute,28.6% (22/77) and 66.2% (51/77) known the high risk population and the epidemiological history of brucellosis.Twenty-six percent (20/77) of the medical staff were thoroughly aware of the main clinical manifestations,68.8% (53/77) were clearly aware of the clinical stage of brucellosis;24.7% (19/77) could understand the specificity of the laboratory tests of brucellosis;44.2% (34/77) had a strong ability in reporting brucellosis.71.4% (55/77) of the medical staff received the training about the knowledge of brucellosis;49.4% (38/77) thought that the clinical manifestation was the most difficult to grasp in the criteria about diagnosis of brucellosis.Conclusions The ability of diagnosis and reporting of brucellosis is weak in primary healthcare workers in Suide County,the epidemiology and clinical knowledge of brucellosis are not comprehensive.It is suggested to strengthen the understanding of brucellosis among medical staff,especially in primary healthcare workers.We should carry out the training of disease epidemiology and clinical knowledge of brucellosis and standardize patient management.
9.Clinical features and outcomes in acute ischemic stroke patients with remote symptomatic intracranial hemorrhage after intravenous thrombolysis
Jinfang ZHOU ; Wanhua WANG ; Zhaoxi MA ; Yan ZHANG ; Jieming REN ; Hongzhou WANG ; Liyun LU ; Zhicheng BAO ; Yongjun CAO ; Qi FANG
International Journal of Cerebrovascular Diseases 2017;25(5):412-415
ObjectiveTo investigate clinical features and outcomes in acute ischemic stroke patients with remote symptomatic intracranial hemorrhage (sICHr) after intravenous thrombolysis.MethodsThe acute ischemic stroke patients with sICHr after intravenous thrombolysis therapy were enrolled retrospectively.The clinical data were collected and the related literature was analyzed and summarized.ResultsA total of 6 acute ischemic stroke patients with sICHr were enrolled, including 4 males.Three patients had a history of using antiplatelet agents, 2 with atrial fibrillation, 4 with hypertension, 3 with previous stroke history, 4 with smoking history, and 4 had sICHr at 2 h after intravenous thrombolysis.Of the 14 hemorrhagic foci (except in the infarct areas), 10 were in the cerebral cortex.Three patients died within 1 week, and 1 was in a persistent vegetative state.Conclusions SICHr after intravenous thrombolysis in patients with acute ischemic stroke is mainly located in the cerebral cortex.The outcomes in acute ischemic stroke patients with SICHr after intravenous thrombolysis are poor, and the mortality is high.
10.Pathogen isolation and identification of an outbreak of infection in lung with unknown causes
Yi SHI ; Yi ZHANG ; Zheng ZHANG ; Wei SHI ; Guozhu MA ; Changhong LIU ; Jine LEI ; Lin MA ; Lei CAO ; Zhicheng ZHANG ; Feng LIU ; Dongli LIU
Chinese Journal of Zoonoses 2017;33(1):57-60
We investigated the pathogen of an outbreak of lung infection with unknown causes.By epidemiological analysis,we used real-time PCR,ELISA,gold dipstick,VITEK2 and MALDI-TOF-MS to identify suspicious bacteria.We made use of serum plate agglutination test to confirm the suspicious bacteria and the patient serum.We isolated 2 strains of Cryptococcus albidus from environmental samples.There has been specific agglutination between suspicious bacteria and patient serum.This pneumonia may be related to the infection of Ccryptococcus albidus.


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