1.A cephalometric landmark detection method using dual-encoder on X-ray image.
Chao DAI ; Chaolin HUANG ; Minpeng XU ; Yang WANG
Journal of Biomedical Engineering 2025;42(5):883-891
Accurate detection of cephalometric landmarks is crucial for orthodontic diagnosis and treatment planning. Current landmark detection methods are mainly divided into heatmap-based and regression-based approaches. However, these methods often rely on parallel computation of multiple models to improve accuracy, significantly increasing the complexity of training and deployment. This paper presented a novel regression method that can simultaneously detect all cephalometric landmarks in high-resolution X-ray images. By leveraging the encoder module of Transformer, a dual-encoder model was designed to achieve coarse-to-fine localization of cephalometric landmarks. The entire model consisted of three main components: a feature extraction module, a reference encoder module, and a fine-tuning encoder module, responsible for feature extraction and fusion of X-ray images, coarse localization of cephalometric landmarks, and fine localization of landmarks, respectively. The model was fully end-to-end differentiable and could learn the intercorrelation relationships between cephalometric landmarks. Experimental results showed that the successful detection rate (SDR) of our algorithm was superior to other existing methods. It attained the highest 2 mm SDR of 89.51% on test set 1 of the ISBI2015 dataset and 90.68% on the test set of the ISBI2023 dataset. Meanwhile, it reduces memory consumption and enhances the model's popularity and applicability, providing more reliable technical support for orthodontic diagnosis and treatment plan formulation.
Cephalometry/methods*
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Humans
;
Algorithms
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Anatomic Landmarks/diagnostic imaging*
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Image Processing, Computer-Assisted/methods*
;
X-Rays
2.A clinical study of electrocochleography monitoring for residual hearing retention during minimally invasive cochlear implant.
Ruijie WANG ; Jianfen LUO ; Qinglei DAI ; Xiuhua CHAO ; Yifei NI ; Fangxia HU ; Yueran CAO ; Haibo WANG ; Xiaohui ZHOU ; Lei XU
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2025;39(5):425-432
Objective:To investigate the application value of intraoperative electrocochleography(ECochG) monitoring technique and insertion techniques in cochlear implant(CI) and analyze its relationship with postoperative residual hearing(RH) preservation. Methods:Thirty-one patients(35 ears) who received CI in our hospital from June 2022 to July 2024 were enrolled. The Advanced Bionics Active Insertion Monitoring(AIM) system was used for real-time ECochG monitoring during surgery. Intraoperative cochlear microphonics (CM) waveform changes were recorded and analyzed in relation to postoperative RH preservation. Results:①ECochG recordings were successfully obtained in 34 of 35 ears (97.1%). ②According to Harris classification, there were 7 ears(20.6%) of Type A(rising), 7 ears(20.6%) of Type C(declining), 8 ears(23.5%) of Type CC(fluctuating), and 12 ears(35.3%) of Type D(no response). ③The total CM amplitude decrease was significantly moderately correlated with postoperative low-mid frequency hearing loss(r=0.67, P=0.017). The total CM amplitude decrease was significantly moderately correlated with postoperative low frequency hearing loss(r=0.65, P=0.023). ④For the mean amplitude variation, the Amax was 30.70 μV, the Amin was 8.64 μV, and the Aend was 18.27 μV. ⑤Sixteen cases completed postoperative follow-up, with an average low-mid frequency(125-1 000 Hz) residual hearing loss of 15.25 dB HL and a RH preservation rate of 87.5%. Conclusion:Intraoperative ECochG monitoring can effectively predict postoperative residual hearing changes, effectively guide surgical manipulation, and improve residual hearing preservation rate.
Humans
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Cochlear Implantation/methods*
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Audiometry, Evoked Response
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Cochlear Implants
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Male
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Female
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Adult
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Middle Aged
;
Monitoring, Intraoperative
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Adolescent
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Young Adult
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Minimally Invasive Surgical Procedures
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Child
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Aged
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Postoperative Period
3.Proteomics reveals biomarkers for sepsis-associated acute kidney injury: a prospective multicenter cohort study.
Weimin ZHU ; Nanjin CHEN ; Hanzhi DAI ; Cuicui DONG ; Yubin XU ; Qi CHEN ; Fangyu YU ; Cheng ZHENG ; Chao ZHANG ; Sheng ZHANG ; Yinghe XU ; Yongpo JIANG
Chinese Critical Care Medicine 2025;37(8):707-714
OBJECTIVE:
To identify and validate novel biomarkers for the early diagnosis of sepsis-associated acute kidney injury (SA-AKI) and precise continuous renal replacement therapy (CRRT) using proteomics.
METHODS:
A prospective multicenter cohort study was conducted. Patients with sepsis admitted to five hospitals in Taizhou City of Zhejiang Province from April 2019 to December 2021 were continuously enrolled, based on the occurrence of acute kidney injury (AKI). Sepsis patients were divided into SA-AKI group and non-SA-AKI group, and healthy individuals who underwent physical examinations during the same period were used as control (NC group). Peripheral blood samples from participants were collected for protein mass spectrometry analysis. Differentially expressed proteins were identified, and functional enrichment analysis was conducted on these proteins. The levels of target proteins were detected by enzyme linked immunosorbent assay (ELISA), and the predictive value of target protein for SA-AKI were evaluated by receiver operator characteristic curve (ROC curve). Additionally, sepsis patients and healthy individuals were selected from one hospital to externally verify the expression level of the target protein and its predictive value for SA-AKI, as well as the accuracy of CRRT treatment.
RESULTS:
A total of 37 patients with sepsis (including 19 with AKI and 18 without AKI) and 31 healthy individuals were enrolled for proteomic analysis. Seven proteins were identified with significantly differential expression between the SA-AKI group and non-SA-AKI group: namely cystatin C (CST3), β 2-microglobulin (β 2M), insulin-like growth factor-binding protein 4 (IGFBP4), complement factor I (CFI), complement factor D (CFD), CD59, and glycoprotein prostaglandin D2 synthase (PTGDS). Functional enrichment analysis revealed that these proteins were involved in immune response, complement activation, coagulation cascade, and neutrophil degranulation. ELISA results demonstrated specific expression of each target protein in the SA-AKI group. Additionally, 65 patients with sepsis (38 with AKI and 27 without AKI) and 20 healthy individuals were selected for external validation of the 7 target proteins. ELISA results showed that there were statistically significant differences in the expression levels of CST3, β 2M, IGFBP4, CFD, and CD59 between the SA-AKI group and non-SA-AKI group. ROC curve analysis indicated that the area under the curve (AUC) values of CST3, β 2M, IGFBP4, CFD, and CD59 for predicting SA-AKI were 0.788, 0.723, 0.723, 0.795, and 0.836, respectively, all exceeding 0.7. Further analysis of patients who underwent CRRT or not revealed that IGFBP4 had a good predictive value, with an AUC of 0.84.
CONCLUSIONS
Based on proteomic analysis, CST3, β 2M, IGFBP4, CFD, and CD59 may serve as potential biomarkers for the diagnosis of SA-AKI, among which IGFBP4 might be a potential biomarker for predicting the need for CRRT in SA-AKI patients. However, further clinical validation is required.
Humans
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Sepsis/complications*
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Acute Kidney Injury/blood*
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Proteomics
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Prospective Studies
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Biomarkers/blood*
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Male
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Female
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beta 2-Microglobulin/blood*
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Middle Aged
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Cystatin C/blood*
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Aged
4.Progress on familial acute necrotizing encephalopathy
Shun WANG ; Chao DAI ; Danqun JIN ; Yuanyuan XU
International Journal of Pediatrics 2024;51(8):558-562
Familial acute necrotizing encephalopathy,also known as acute necrotizing encephalopathy type 1(ANE1),is a rapidly progressing rare encephalopathy with high morbidity and mortality rates.Although the etiology and pathogenesis remain unclear,mutations in genes such as RANBP2 and CPTⅡ are known to be related to its occurrence and development.Additionally,pathogen infections and cytokine storms are also considered potential influencing factors.Compared to isolated acute necrotizing encephalopathy,the clinical manifestations of ANE1 are more diverse,making diagnosis and treatment more complex.Currently,there are no specific therapeutic strategies for ANE1,and the effectiveness of immunomodulatory therapy remains controversial.Mitochondrial cocktail therapy and interleukin inhibitors have shown some therapeutic potential.The prognosis for ANE1 is generally poor,with survivors likely to experience severe neurological deficits and have a risk of recurrence.Early diagnosis and treatment are crucial for improving prognosis.
5.The association of cholesterol crystals and non-culprit plaque characteristics in AMI patients: an OCT study
Jiawei ZHAO ; Rui ZHAO ; Chao FANG ; Yuzhu CHEN ; Xueming XU ; Lina CUI ; Xianqin MA ; Jingbo HOU ; Jiannan DAI ; Bo YU
Chinese Journal of Cardiology 2024;52(6):659-666
Objective:To analyze plaque characteristics of non-culprit coronary lesions with cholesterol crystals in patients with acute myocardial infarction(AMI) by using optical coherence tomography(OCT). We also investigated the potential association between cholesterol crystals with plaque rupture and healed plaque at non-culprit segment.Methods:This study was a retrospective cohort study. Between January 2017 and December 2017, patients with AMI who underwent 3-vessel OCT imaging were included in this study. Patients were divided into two groups according to the presence or absence of cholesterol crystals at the non-culprit lesions. All patients underwent coronary angiography and OCT examination, and non-culprit plaque characteristics were compared between the two groups. The generalized estimating equation log-binomial multirariate regression model was used to assess the relationship between non-culprit lesions with cholesterol crystals and plaque rupture and plaque healing. The follow-up data collection ended in October 2023. Kaplan-Meier survival curves were plotted, and log-rank tests were used to compare the cumulative incidence of major adverse cardiovascular events between the two groups.Results:A total of 173 AMI patients were included (aged (56.8±11.6) years; 124 men (71.7%)). Among 710 non-culprit lesions identified by OCT, there were 102 (14.4%) in cholesterol crystals group and 608 (85.6%) in non-cholesterol crystals group. Compared with non-culprit lesions without cholesterol crystals, those with cholesterol crystals had smaller minimum lumen diameter, severer diameter stenosis, and longer lesion length (all P<0.01). The prevalence of plaque rupture (17.6% (18/102) vs. 4.9% (30/608), P=0.001) and thin-cap fibroatheroma (31.4% (32/102) vs. 11.5% (70/608), P<0.01) was higher in the cholesterol crystals groups than in the non-cholesterol crystals group. In addition, vulnerable plaque characteristics such as (44.1% (45/102) vs. 25.8% (157/608), P<0.01), macrophages were more frequently observed in non-culprit lesions with cholesterol crystals. The generalized estimating equation log-binomial multivariate regression analyses showed that non-culprit cholesterol crystals were positively correlated with healed plaque ( OR=1.583, 95% CI: 1.004-2.495, P=0.048). Conversely, cholesterol crystals were not associated with plaque rupture ( OR=1.632, 95% CI: 0.745-3.576, P=0.221). The follow-up time was 2 142 (1 880, 2 198) days. Non-culprit cholesterol crystals were not related to the major adverse cardiovascular events in patients with AMI (log-rank P=0.558). Conclusions:Among AMI patients, non-culprit lesions with cholesterol crystals presented with severer luminal stenosis and increased plaque vulnerability. The presence of non-culprit cholesterol crystals was associated with rather than plaque rupture.
6.Single cell sequencing reveals the antigen presentation characteristics of dendritic cells and B cells in cardiac grafts
Yuexing ZHU ; Chao CHEN ; Ye XU ; Yuxi FAN ; Xinguo ZHENG ; Qiulin LUO ; Zhouqi TANG ; Hedong ZHANG ; Tengfang LI ; Longkai PENG ; Helong DAI
Organ Transplantation 2024;15(5):789-798
Objective To investigate the antigen presentation characteristics of dendritic cells(DC)and B cells in cardiac grafts.Methods The heart of BALB/c mice was transplanted into the abdominal cavity of C57BL/6J mice.CD45+cells in the heart graft were extracted and sorted by flow cytometry at postoperative 5 d,and single cell RNA sequencing was performed.Taking DC and B cell subsets in cardiac grafts as the main study cells,the changing trend,antigen presenting ability and intercellular communication with T cells after heart transplantation were analyzed by bioinformatics analysis and flow cytometry.Gene ontology(GO)function enrichment difference analysis was adopted to prove the specific function and the reliability annotation of cell subsets.Results Germinal center-like B cell(GC-L B)was the B cell subset with the largest increase in quantity during the acute rejection phase,accounting for 87%.Classical DC(cDC)2 was the only DC subset with a significant increase in quantity during acute rejection of heart transplantation,accounting for 44%of DC subset,and it occupied the highest communication intensity with T cells after heart transplantation.Mononucleated DC(moDC)and memory B cell(MBC)were the main transmitters of T cell input signals in non-transplanted hearts,whereas transformed into cDC2 and GC-L B during the acute rejection phase.Among them,MBC and GC-L B were the main sources of T cell input signals in non-transplanted hearts and heart grafts.Conclusions Compared with DC,B cells occupy a higher number and weight in the intercellular communication with T cells in non-transplanted hearts and heart grafts,prompting that the antigen presenting activity of B cells is more active and stronger than DC in the early stage of acute rejection of heart transplantation.
7.Research progress on ferroptosis in sepsis-induced liver injury
Chengzhu XU ; Danqun JIN ; Chao DAI ; Yuanyuan XU
Chinese Journal of Applied Clinical Pediatrics 2024;39(11):877-880
In recent years, as researchers delve deeply into the cell death mechanisms, ferroptosis, as a new iron-dependent cell death mode, has gradually become a research hotspot.It is mainly triggered by iron overload and lipid peroxidation in organisms.Sepsis-induced liver injury is an important pathophysiological process in the systemic inflammatory response caused by infection, which is closely related to various cell death modes.This review aims to explore the research progress on ferroptosis in sepsis-induced liver injury, including the mechanism of ferroptosis occurrence in sepsis-induced liver injury, its relationship with sepsis-induced liver injury, and possible therapeutic strategies for ferroptosis.
8.Transrectal ultrasonography of intravesical prostatic protrusion and the detection rate of clinically significant prostate cancer
Yun DAI ; Ying-Dong XIE ; Chao-Li XU ; Bin YANG
National Journal of Andrology 2024;30(4):326-330
Objective:To investigate the value of transrectal ultrasonography(TRUS)in the detection of clinically significant prostate cancer(CsPCa)in patients with intravesical prostatic protrusion(IPP).Methods:We retrospectively analyzed the data on 128 patients undergoing TRUS-guided prostate biopsy in the General Hospital of Eastern Theater Command and Jiangsu Province Hospi-tal from January 2019 to December 2022.We measured the size of and graded IPP,compared the clinicopathological and ultrasono-graphic features of the patients in the CsPCa group(Gleason score≥7)and those in the control group(Gleason score<7),and ana-lyzed the correlation of the IPP grades with the detection rate of CsPCa by multivariate logistic regression analysis.Results:The prostate volume was significantly higher in the CsPCa group than in the control([51.3±12.1]vs[43.5±11.3]ml,P<0.05),whilethe PSAdensity(PSAD)remarkablylowerin the former than in the latter([0.45±1.92]vs[0.59±2.14]ng/ml,P<0.05)and so was the detection rate of CsPCa in the patients with IPP grade3 than in those with IPP grades0,1 and2(56.0%vs 85.4%,87.1%and 80.6%,P<0.05).Spearman correlation analysis showed that the Gleason score was correlated positively with the prostate volume(r=0.612)but negatively with PSAD(r=-0.735)and the IPP grade(r=-0.619)(P<0.05).Logis-tic regression analysis indicated that IPP grade3(OR:0.690,95%CI:0.380-0.995,P=0.032)was an independent protective factor for CsPCa.Conclusion:CsPCa is significantly correlated with the IPP grade,and the detection rate of CsPCa by TRUS-guided biopsy is lower in patients with IPP grade 3 than in those with IPP grades 0-2.Therefore,special attention should be paid to false negative probability in case of high-grade IPP.
9.Design and practice of general population cohort study in northeastern China
Hehua ZHANG ; Qing CHANG ; Qijun WU ; Yang XIA ; Shanyan GAO ; Yixiao ZHANG ; Yuan YUAN ; Jing JIANG ; Hongbin QIU ; Jing LI ; Chunming LU ; Chao JI ; Xin XU ; Donghui HUANG ; Huixu DAI ; Zhiying ZHAO ; Xing LI ; Xiaoying LI ; Xiaosong QIN ; Caigang LIU ; Xiaoyu MA ; Xinrui XU ; Da YAO ; Huixin YU ; Yuhong ZHAO
Chinese Journal of Epidemiology 2023;44(1):21-27
In 2016, a national one million general population cohort project was set up in China for the first time in "Precision Medicine Research" Key Project, National Key Research and Development Program of China, which consists of general population cohorts in seven areas in China. As one of the seven major areas in China, northeastern China has unique climate and specific dietary patterns, and population aging is serious in this area. And the burden of chronic and non-communicable diseases ranks tops in China. Therefore, it is of great significance to establish a large general population cohort in northeastern China to explore the area specific exposure factors related to pathogenesis and prognosis of chronic and non-communicable diseases, develop new prevention strategies to reduce the burden of the diseases and improve the population health in northeastern China. In July 2018, the general population cohort study in northeastern China was launched, the study includes questionnaire survey, health examination and blood, urine and stool sample collection and detection in recruited participants. By now, the cohort has covered all age groups, and the baseline data of 115 414 persons have been collected. This paper summarizes the design and practice of the general population cohort study in northeastern China to provide reference for related research in China.
10.Clinical and molecular biological characterization of patients with accelerated chronic lymphocytic leukemia.
Zi Yuan ZHOU ; Luo Meng Jia DAI ; Ye Qin SHA ; Tong Lu QIU ; Shu Chao QIN ; Yi MIAO ; Yi XIA ; Wei WU ; Han Ning TANG ; Wei XU ; Jian Yong LI ; Hua Yuan ZHU
Chinese Journal of Hematology 2023;44(11):917-923
Objective: To investigate the clinical and molecular biological characteristics of patients with accelerated chronic lymphocytic leukemia (aCLL) . Methods: From January 2020 to October 2022, the data of 13 patients diagnosed with aCLL at The First Affiliated Hospital of Nanjing Medical University were retrospectively analyzed to explore the clinical and molecular biological characteristics of aCLL. Results: The median age of the patients was 54 (35-72) years. Prior to aCLL, five patients received no treatment for CLL/small lymphocytic lymphoma (SLL), while the other patients received treatment, predominantly with BTK inhibitors. The patients were diagnosed with aCLL through pathological confirmation upon disease progression. Six patients exhibited bulky disease (lesions with a maximum diameter ≥5 cm). Positron emission tomography (PET) -computed tomography (CT) images revealed metabolic heterogeneity, both between and within lesions, and the median maximum standardized uptake value (SUVmax) of the lesion with the most elevated metabolic activity was 6.96 (2.51-11.90). Patients with unmutated IGHV CLL accounted for 76.9% (10/13), and the most frequent genetic and molecular aberrations included +12 [3/7 (42.9% ) ], ATM mutation [6/12 (50% ) ], and NOTCH1 mutation [6/12 (50% ) ]. Twelve patients received subsequent treatment. The overall response rate was 91.7%, and the complete response rate was 58.3%. Five patients experienced disease progression, among which two patients developed Richter transformation. Patients with aCLL with KRAS mutation had worse progression-free survival (7.0 month vs 26.3 months, P=0.015) . Conclusion: Patients with aCLL exhibited a clinically aggressive course, often accompanied by unfavorable prognostic factors, including unmutated IGHV, +12, ATM mutation, and NOTCH1 mutation. Patients with CLL/SLL with clinical suspicion of disease progression, especially those with bulky disease and PET-CT SUVmax ≥5, should undergo biopsy at the site of highest metabolic uptake to establish a definitive pathological diagnosis.
Humans
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Middle Aged
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Aged
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Leukemia, Lymphocytic, Chronic, B-Cell/genetics*
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Positron Emission Tomography Computed Tomography
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Retrospective Studies
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Biopsy
;
Disease Progression

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