OBJECTIVE: To propose a machine learning-based method for predicting the trajectories during manual acupuncture manipulation (MAM), aiming to improve the precision and consistency of acupuncture practitioner' operation and provide the real-time suggestions on MAM error correction. METHODS: Computer vision technology was used to analyze the hand micromotion when holding needle during acupuncture, and provide a three-dimensional coordinate description method of the index finger joints of the holding hand. Focusing on the 4 typical motions of MAM, a machine learning-based MAM trajectory predictive model was designed. By integrating the changes of phalangeal joint angle and hand skeletal information of acupuncture practitioner, the motion trajectory of the index finger joint was predicted accurately. Besides, the roles of machine learning-based MAM trajectory predictive model in the skill transmission of acupuncture manipulation were verified by stratified randomized controlled trial. RESULTS: The performance of MAM trajectory predictive model, based on the long short-term memory network (LSTM), obtained the highest stability and precision, up to 98%. The learning effect was improved when the model applied to the skill transmission of acupuncture manipulation. CONCLUSION The machine learning-based MAM predictive model provides acupuncture practitioner with precise action prediction and feedback. It is valuable and significant for the inheritance and error correction of manual operation of acupuncture.
Humans ; Acupuncture Therapy/instrumentation* ; Machine Learning ; Adult ; Male ; Female

OBJECTIVE: To investigate the effect of manual acupuncture manipulations (MAMs) on subcutaneous muscle tissue, by developing quantitative models of "lifting and thrusting" and "twisting and rotating", based on machine learning techniques. METHODS: A depth camera was used to capture the acupuncture operator's hand movements during "lifting and thrusting" and "twisting and rotating" of needle. Simultaneously, the ultrasound imaging was employed to record the muscle tissue responses of the participants. Amplitude and angular features were extracted from the movement data of operators, and muscle fascicle slope features were derived from the data of ultrasound images. The dynamic time warping barycenter averaging algorithm was adopted to align the dual-source data. Various machine learning techniques were applied to build quantitative models, and the performance of each model was compared. The most optimal model was further analyzed for its interpretability. RESULTS: Among the quantitative models built for the two types of MAMs, the random forest model demonstrated the best performance. For the quantitative model of the "lifting and thrusting" technique, the coefficient of determination (R²) was 0.825. For the "twisting and rotating" technique, R² reached 0.872. CONCLUSION Machine learning can be used to effectively develop the models and quantify the effects of MAMs on subcutaneous muscle tissue. It provides a new perspective to understand the mechanism of acupuncture therapy and lays a foundation for optimizing acupuncture technology and designing personalized treatment regimen in the future.
Humans ; Acupuncture Therapy/methods* ; Machine Learning ; Male ; Adult ; Female ; Subcutaneous Tissue/diagnostic imaging* ; Young Adult

Purpose: This Phase II trial was objected to evaluate the efficacy and safety of adding fulvestrant to neoadjuvant chemotherapy in patients with estrogen receptor (ER)+/human epidermal growth factor receptor 2 (HER2)– locally advanced breast cancer (LABC). Additionally, the study aimed to investigate the association of 16α-18F-fluoro-17β-fluoroestradiol (18F-FES) positron emission tomography (PET)–computed tomography (CT) and metabolites with efficacy. Materials and Methods: Fulvestrant and EC-T regimen were given to ER+/HER2– LABC patients before surgery. At baseline, patients received 18F-FES PET-CT scan, and plasma samples were taken for liquid chromatography–mass spectrometry analysis. The primary endpoint was objective response rate (ORR). Secondary endpoints included total pathologic complete response (tpCR) and safety. Results: Among the 36 patients enrolled, the ORR was 86.1%, the tpCR rate was 8.3%. The incidence of grade ≥ 3 treatment-emergent adverse events was 22%. The decrease in ER value in sensitive patients was larger than that in non-sensitive patients, as was Ki-67 (p < 0.05). The maximum standardized uptake value, mean standardized uptake values, total lesion ER expression of 18F-FES PET-CT in sensitive patients were significantly higher than those in non-sensitive patients (p < 0.05). Moreover, these parameters were significantly correlated with Miller and Payne grade and the change in ER expression before and after treatment (p < 0.05). Thirteen differential expressed metabolites were identified, which were markedly enriched in 19 metabolic pathways. Conclusion This regimen demonstrated acceptable toxicity and encouraging antitumor efficacy. 18F-FES PET-CT might serve as a tool to predict the effectiveness of this therapy. Altered metabolites or metabolic pathways might be associated with treatment response.

Purpose: This Phase II trial was objected to evaluate the efficacy and safety of adding fulvestrant to neoadjuvant chemotherapy in patients with estrogen receptor (ER)+/human epidermal growth factor receptor 2 (HER2)– locally advanced breast cancer (LABC). Additionally, the study aimed to investigate the association of 16α-18F-fluoro-17β-fluoroestradiol (18F-FES) positron emission tomography (PET)–computed tomography (CT) and metabolites with efficacy. Materials and Methods: Fulvestrant and EC-T regimen were given to ER+/HER2– LABC patients before surgery. At baseline, patients received 18F-FES PET-CT scan, and plasma samples were taken for liquid chromatography–mass spectrometry analysis. The primary endpoint was objective response rate (ORR). Secondary endpoints included total pathologic complete response (tpCR) and safety. Results: Among the 36 patients enrolled, the ORR was 86.1%, the tpCR rate was 8.3%. The incidence of grade ≥ 3 treatment-emergent adverse events was 22%. The decrease in ER value in sensitive patients was larger than that in non-sensitive patients, as was Ki-67 (p < 0.05). The maximum standardized uptake value, mean standardized uptake values, total lesion ER expression of 18F-FES PET-CT in sensitive patients were significantly higher than those in non-sensitive patients (p < 0.05). Moreover, these parameters were significantly correlated with Miller and Payne grade and the change in ER expression before and after treatment (p < 0.05). Thirteen differential expressed metabolites were identified, which were markedly enriched in 19 metabolic pathways. Conclusion This regimen demonstrated acceptable toxicity and encouraging antitumor efficacy. 18F-FES PET-CT might serve as a tool to predict the effectiveness of this therapy. Altered metabolites or metabolic pathways might be associated with treatment response.

Purpose: This Phase II trial was objected to evaluate the efficacy and safety of adding fulvestrant to neoadjuvant chemotherapy in patients with estrogen receptor (ER)+/human epidermal growth factor receptor 2 (HER2)– locally advanced breast cancer (LABC). Additionally, the study aimed to investigate the association of 16α-18F-fluoro-17β-fluoroestradiol (18F-FES) positron emission tomography (PET)–computed tomography (CT) and metabolites with efficacy. Materials and Methods: Fulvestrant and EC-T regimen were given to ER+/HER2– LABC patients before surgery. At baseline, patients received 18F-FES PET-CT scan, and plasma samples were taken for liquid chromatography–mass spectrometry analysis. The primary endpoint was objective response rate (ORR). Secondary endpoints included total pathologic complete response (tpCR) and safety. Results: Among the 36 patients enrolled, the ORR was 86.1%, the tpCR rate was 8.3%. The incidence of grade ≥ 3 treatment-emergent adverse events was 22%. The decrease in ER value in sensitive patients was larger than that in non-sensitive patients, as was Ki-67 (p < 0.05). The maximum standardized uptake value, mean standardized uptake values, total lesion ER expression of 18F-FES PET-CT in sensitive patients were significantly higher than those in non-sensitive patients (p < 0.05). Moreover, these parameters were significantly correlated with Miller and Payne grade and the change in ER expression before and after treatment (p < 0.05). Thirteen differential expressed metabolites were identified, which were markedly enriched in 19 metabolic pathways. Conclusion This regimen demonstrated acceptable toxicity and encouraging antitumor efficacy. 18F-FES PET-CT might serve as a tool to predict the effectiveness of this therapy. Altered metabolites or metabolic pathways might be associated with treatment response.

Hearing loss is the most prevalent disabling disease. Cochlear implantation（CI） serves as the primary intervention for severe to profound hearing loss. This consensus systematically explores the value of genetic diagnosis in the pre-operative assessment and efficacy prognosis for CI. Drawing upon domestic and international research and clinical experience, it proposes an evidence-based medicine three-tiered prognostic classification system（Favorable, Marginal, Poor）. The consensus focuses on common hereditary non-syndromic hearing loss（such as that caused by mutations in genes like GJB2, SLC26A4, OTOF, LOXHD1） and syndromic hereditary hearing loss（such as Jervell & Lange-Nielsen syndrome and Waardenburg syndrome）, which are closely associated with congenital hearing loss, analyzing the impact of their pathological mechanisms on CI outcomes. The consensus provides recommendations based on multiple round of expert discussion and voting. It emphasizes that genetic diagnosis can optimize patient selection, predict prognosis, guide post-operative rehabilitation, offer stratified management strategies for patients with different genotypes, and advance the application of precision medicine in the field of CI.
Humans ; Cochlear Implantation ; Prognosis ; Hearing Loss/surgery* ; Consensus ; Connexin 26 ; Mutation ; Sulfate Transporters ; Connexins/genetics*

Loss-of-function variants in CSDE1 have been strongly linked to neuropsychiatric disorders, yet the precise role of CSDE1 in neurogenesis remains elusive. In this study, we demonstrate that knockout of Csde1 during cortical development in mice results in impaired neural progenitor proliferation, leading to abnormal cortical lamination and embryonic lethality. Transcriptomic analysis revealed that Csde1 upregulates the transcription of genes involved in the cell cycle network. Applying a dual thymidine-labelling approach, we further revealed prolonged cell cycle durations of neuronal progenitors in Csde1-knockout mice, with a notable extension of the G1 phase. Intersection with CLIP-seq data demonstrated that Csde1 binds to the 3' untranslated region (UTR) of mRNA transcripts encoding cell cycle genes. Particularly, we uncovered that Csde1 directly binds to the 3' UTR of mRNA transcripts encoding Cdk6, a pivotal gene in regulating the transition from the G1 to S phases of the cell cycle, thereby maintaining its stability. Collectively, this study elucidates Csde1 as a novel regulator of Cdk6, sheds new light on its critical roles in orchestrating brain development, and underscores how mutations in Csde1 may contribute to the pathogenesis of neuropsychiatric disorders.
Animals ; Neurogenesis/genetics* ; Cell Cycle/genetics* ; Mice, Knockout ; Mice ; Neural Stem Cells/metabolism* ; DNA-Binding Proteins/metabolism* ; Cyclin-Dependent Kinase 6/genetics* ; Cell Proliferation ; 3' Untranslated Regions ; Cerebral Cortex/embryology* ; RNA-Binding Proteins ; Mice, Inbred C57BL

Objectives:To investigate the prognostic value of soluble growth stimulation expressed gene 2 protein(sST2)combined with N-terminal pro-brain natriuretic peptide(NT-proBNP)in patients with ST-segment elevation myocardial infarction(STEMI)undergoing primary percutaneous coronary intervention(PCI). Methods:A total of 206 patients who were diagnosed with STEMI for the first time and underwent emergency PCI from August 2020 to February 2021 in the People's Hospital of Liaoning Province were enrolled.Patients were followed up for 3 years and divided into major adverse cardiac event(MACE,a composite endpoint event including cardiac death,stroke,heart failure,and ischemia-driven revascularization)group and MACE-free group.Multivariate cox analysis was performed to determine the independent risk factors for the prognosis of primary PCI in STEMI patients;the predictive value of sST2 and NT-proBNP for the occurrence of MACE in STEMI patients undergoing primary PCI was assessed by ROC analysis and the prediction of MACE by each factor by itself and the combined variables was analyzed with the Delong test. Results:There were 62 cases of MACE during the 3-year follow-up.Compared with the MACE-free group,patients in the MACE group had higher levels of sST2 and NT-proBNP,higher proportion of patients with left anterior descending branch lesions,anterior wall myocardial infarction,lower LVEF,and higher proportion of coronary artery slow flow(all P<0.05).Multivariate Cox analysis showed that sST2(HR=1.018,95%CI:1.012-1.024,P<0.001)and NT-proBNP(HR=1.001,95%CI:1.000-1.010,P<0.001)were independent predictors of MACE.According to the statistical analysis of ROC and Delong test,the AUC of combined sST2 and NT-proBNP in predicting MACE was 0.854,the sensitivity was 64.5%,the specificity was 93.1%,and the combined prediction of prognosis was better than that of individual prediction,with statistically significant difference(Z=2.119,P=0.034;Z=2.178,P=0.029). Conclusions:Serum sST2 and NT-proBNP are valuable predictors of MACE after emergency PCI in patients with STEMI,and the predictive efficacy increases with combined assessment of both sST2 and NT-proBNP.

Objective:To investigate the effects of bisphenol A(BPA)on the proliferation activity and stemness characteristics of endometrial mesenchymal stem/stromal cells(eMSCs),and to elucidate the improvement effect of human umbilical cord mesenchymal stem cell-derived supernatant(hUCMSC-Sup)on the cell injury.Methods:The eMSCs were cultured in vitro and treated with different concentrations of BPA(0,200,250,300,350,and 400 μmol·L-1).The eMSCs were divided into control group(only cultured with culture solution),BPA group(cultured with isovolumetric culture solution including 200 μmol·L-1 BPA),BPA+hUCMSC-Sup group(cultured with isovolumetric culture solution including 200 μmol·L-1 BPA and 50%volumetric ratio of hUCMSC-Sup),and BPA+CHIR-99021 group(cultured with isovolumetric culture solution including 200 μmol·L-1 BPA and 10 μmol·L-1 CHIR-99021).The survival rates of eMSCs in various groups were detected by methyl thiazolyl tetrazolium(MTT)assay.The numbers and diameters of the spheroids in various groups were detected by spheroids formation assay,the proliferation activities of the cells in eMSCs stem cell spheroids in various groups were detected by CCK-8 assay;the percentage of CD73+cells in eMSCs in various groups were detected by flow cytometry;the expression levels of sex determining region Y-box 2(Sox2),octamer-binding transcription factor 4(Oct4),and Nanog mRNA in the eMSCs in various groups were detected by real-time fluorescence quantitative PCR(RT-qPCR)method,the expression levels of β-catenin protein in the eMSCs in various groups were detected by Western blotting method.Results:The MTT results showed that after treated with BPA for 24 and 48 h,compared with 0 μmol·L-1 BPA group,the survival rates of eMSCs in 200,250,300,350,and 400 μmol·L-1 BPA groups were significantly decreased(P<0.01).At 24 and 48 h after treatment,compared with control group,the survival rate of the eMSCs in BPA group was significantly decreased(P<0.01);at 48 h after treatment,compared with BPA group,the survival rate of the eMSCs in BPA+hUCMSC-Sup group was significantly inereased(P<0.05).The spheroids formation assay results showed that compared with culture 3 d group,the numbers and diameters of stem cell spheroids of the eMSCs in culture 4 d group and culture 5 d group were significantly increased(P<0.05 or P<0.01);compared with control group,after 48 h of culture,the number and diameter of the cells in eMSCs stem cell spheroids in BPA group were significantly decreased(P<0.05 or P<0.01).The CCK-8 results showed that after 24 and 48 h of treatment,compared with control group,the proliferation activity of the cells in eMSCs stem cell spheroids in BPA group was significantly decreased(P<0.01);compared with BPA group,the proliferation activity of the cells in eMSCs stem cell spheroids in BPA+hUCMSC-Sup group was significantly increased(P<0.01).The flow cytometry results showed that compared with control group,the percentage of the CD73+cells in the eMSCs in BPA group was significantly decreased(P<0.01);compared with BPA group,the percentage of the CD73+cells in eMSCs in BPA+hUCMSC-Sup group was significantly increased(P<0.01).The RT-qPCR results showed that compared with control group,the expression levels of Sox2,Oct4,and Nanog mRNA in the cells in BPA group were significantly decreased(P<0.01);compared with BPA group,the expression levels of Sox2,Oct4,and Nanog mRNA in the cells in BPA+hUCMSC-Sup group and BPA+CHIR-99021 group were significantly increased(P<0.01).The Western blotting results showed that compared with control group,the expression level of β-catenin protein in the eMSCs in BPA group was significantly decreased(P<0.01);compared with BPA group,the expression levels of β-catenin protein in the eMSCs in BPA+hUCMSC-Sup group and BPA+CHIR-99021 group were signifrcantly inereased(P<0.01).Conclusion:BPA can inhibit the stemness characteristics of the eMSCs,and injury the self-renewal and repair of endometrium;its mechanism may be related to down-regulating the activity of Wnt/β-catenin signal pathway in the cells.hUCMSC-Sup can promote the proliferation of injured eMSCs,and has improvement effect on the stemness injury induced by BPA.