Objective To propose a brain electrical phase prediction method based on long short-term memory network(LSTM)to improve the accuracy and robustness of phase synchronization prediction in transcranial magnetic stimulation(TMS).Methods First,an LSTM consisting of an input layer,an LSTM layer,an ReLU activation layer,a fully connected layer and a regression layer was constructed to capture the EEG signal features through the synergistic action of input gates,forgetting gates and output gates.Second,eye-open resting-state EEG data from 30 healthy subjects were trained using the LSTM to obtain a predictive model for EEG signal and EEG phase prediction.Finally,the LSTM method and the traditional autoregressive(AR)method were compared in terms of the phase prediction errors at the overall and individual levels and the prediction performance for peaks and troughs.A regression model was used to explore the relationships between instantaneous EEG amplitude,signal-to-noise ratio and phase prediction error with the LSTM method.Results The LSTM method achieved a total phase prediction error of 0.04°±5.69°,which was lower than that of the traditional AR method(-3.36°±51.13°).For each subject,the LSTM method demonstrated superior phase prediction accuracy compared to the traditional AR method(P＜0.001).The accuracy for predicting peaks(troughs)by the LSTM method(about 89％)was higher than that by the traditional AR method(about 10％).Unlike the traditional AR method,the LSTM method didnot result in linear relationships between instantaneous EEG amplitude,signal-to-noise ratio and phase prediction error,with Pvalues being 0.58 and 0.18,respectively.Conclusion The LSTM-based brain electrical phase prediction method shows high accuracy and robustness when used for EEG phase-synchronized TMS.[Chinese Medical Equipment Journal,2025,46(3):1-8]

Objective To propose a brain electrical phase prediction method based on long short-term memory network(LSTM)to improve the accuracy and robustness of phase synchronization prediction in transcranial magnetic stimulation(TMS).Methods First,an LSTM consisting of an input layer,an LSTM layer,an ReLU activation layer,a fully connected layer and a regression layer was constructed to capture the EEG signal features through the synergistic action of input gates,forgetting gates and output gates.Second,eye-open resting-state EEG data from 30 healthy subjects were trained using the LSTM to obtain a predictive model for EEG signal and EEG phase prediction.Finally,the LSTM method and the traditional autoregressive(AR)method were compared in terms of the phase prediction errors at the overall and individual levels and the prediction performance for peaks and troughs.A regression model was used to explore the relationships between instantaneous EEG amplitude,signal-to-noise ratio and phase prediction error with the LSTM method.Results The LSTM method achieved a total phase prediction error of 0.04°±5.69°,which was lower than that of the traditional AR method(-3.36°±51.13°).For each subject,the LSTM method demonstrated superior phase prediction accuracy compared to the traditional AR method(P＜0.001).The accuracy for predicting peaks(troughs)by the LSTM method(about 89％)was higher than that by the traditional AR method(about 10％).Unlike the traditional AR method,the LSTM method didnot result in linear relationships between instantaneous EEG amplitude,signal-to-noise ratio and phase prediction error,with Pvalues being 0.58 and 0.18,respectively.Conclusion The LSTM-based brain electrical phase prediction method shows high accuracy and robustness when used for EEG phase-synchronized TMS.[Chinese Medical Equipment Journal,2025,46(3):1-8]

Objective To evaluate the effectiveness of brachytherapy combined with external beam radia -tion therapy and hormonal therapy in treating localized high-risk prostate cancer patients .Methods We retro-spectively analyzed 132 prostate cancer patients treated with brachytherapy from December 2003 to December 2007 in Department of Urology , Peking Union Medical College Hospital , including 97 localized high-risk pa-tients, and 35 localized low-to intermediate-risk patients.Postoperative prostate specific antigen ( PSA) level was monitored regularly in follow-up visits.Biochemical relapse , progression to castration-resistant prostate canc-er (CRPC) or metastasis, and deaths were documented .Biochemical progression-free survival (bPFS), cause-specific survival (CSS), and overall survival (OS) of the patients were evaluated .Results The bPFS, CSS, and OS of the 132 patients were 83.3%, 91.7%, and 84.8%, respectively;those indexes of the 97 localized high-risk patients were 81.4%, 88.7%, and 81.4%, respectively;and those of the 35 localized low-to inter-mediate-risk patients were 88.6%, 100%, and 94.3%, respectively .No significant difference was observed in bPFS and OS between high-risk and low-to intermediate-risk patients ( P=0.433 , 0.098 ) , while CSS was sig-nificant higher in low-to intermediate-risk patients than in high-risk patients ( P=0.037 ) .After patients were grouped based on Gleason score, tumor-node-metastasis (TNM) clinical stage, or preoperative PSA levels, differences in bPFS among groups were not statistically significant ( P=0.084 , 0.537 , 0.850 ) .Conclusion Brachytherapy combined with external beam radiation therapy and hormonal therapy may effectively control PSA level and delay biochemical relapse in localized high-risk prostate cancer .

Objective To analyze the clinical characteristics of patients with Gleason score 10 prostate cancer on core biopsy and without distant metastases when first diagnosed , and to evaluate the effectiveness of ex-ternal radiotherapy combined with hormone therapy in these patients .Methods From January 2003 to March 2014 , 9 patients were identified as Gleason score 10 prostate cancer without distant metastases when first diag-nosed at Peking Union Medical College Hospital .All the patients were treated by whole pelvic external radiothera-py and long-term hormone therapy .The whole pelvic radiation dose was 50.0 Gy, the boost dose for the whole prostate, bilateral seminal vesicles , and regional positive lymph nodes ranged from 76.2 to 78.0 Gy.The hor-mone therapy used maximal androgen blockade , i.e.oral anti-androgen drugs plus monthly injection of luteini-zing hormone-releasing hormone analogs .We assessed the clinical characteristics of the patients and the treat-ment outcomes of the combination therapy .Survival curves were calculated using the Kaplan-Meier method. Results The median follow-up was 4.8 years ( 26 -75 months ) .The median pre-treatment serum prostate specific antigen ( PSA) level was 11.2 μg/L.The pre-treatment PSA levels were lower than 20 μg/L in 6 pa-tients, and higher than 70 μg/L in 3 patients.The median percentage of positive biopsy cores was 90.9 %. In TNM staging, 3, 4, and 2 cases were classified as T2c, T3a, and T3b, respectively;6 and 3 cases were clas-sified as N0 and N1 , respectively;and all the 9 cases were classified as M0 .Six patients developed biochemical failure, 5 of which progressed into distant metastasis .Four patients died during the follow-up period, 3 of which died of prostate cancer .The 5-year biochemical failure-free survival ( BFFS ) , distant metastasis-free survival ( DMFS ) , cancer-specific survival ( CSS ) , and overall survival ( OS ) were 28.6%, 57.1%, 66.7%, and 57.1%, respectively .Five patients experienced grade 1-2 acute gastrointestinal ( GI) toxicity and 6 patients developed grade 1-2 acute genitourinary (GU) toxicity due to radiotherapy.No late GI or GU toxicity was reported.No bone fracture, cardiovascular event, or other severe hormone therapy-related compli-cations was detected .Conclusions Gleason score 10 prostate cancer without distant metastases when first di-agnosed may be often combined with high risk factors such as high percentage of positive biopsy cores , and ad-vanced tumor stage .Timely and active comprehensive treatments including external radiotherapy and hormone therapy are usually necessary because these patients generally have unfavorable prognosis .

OBJECTIVETo evaluate the outcomes of T3a prostate cancer with unfavorable prognostic factors treated with permanent interstitial brachytherapy combined with external radiotherapy and hormone therapy.

METHODSFrom January 2003 to December 2008, 38 patients classified as T3a prostate cancer with unfavorable prognostic factors were treated with trimodality therapy (brachytherapy + external radiotherapy + hormone therapy). The prescription dose of brachytherapy and external radiotherapy were 110 Gy and 45 Gy, respectively. The duration of hormone therapy was 2-3 years. The endpoints of this study included biochemical failure-free survival (BFFS), distant metastasis-free survival (DMFS), cancer-specific survival (CSS), and overall survival (OS). Survival curves were calculated using the Kaplan-Meier method. The Log-rank test was used to identify the prognostic predictors for univariate analysis.

RESULTSThe median follow-up was 71 months. The serum pre-treatment prostate-specific antigen (PSA) level ranged from 10.0 to 99.8 ng/ml (mean 56.3 ng/ml), the Gleason score ranged from 5 to 9 (median 8), and the percentage of positive biopsy cores ranged from 10% to 100% (mean 65%). The 5-year BFFS, DMFS, CSS, and OS rates were 44%, 69%, 82%, and 76%, respectively. All biochemical failures occurred within 40 months. The percentage of positive biopsy cores was significantly correlated with BFFS, DMFS, and OS (all P=0.000), and the Gleason score with DMFS (P=0.000) and OS (P=0.001).

CONCLUSIONST3a prostate cancer with unfavorable prognostic factors presents not so optimistic outcome. Hormone therapy should be applied to prolong the biochemical progression-free or metastasis-free survival. The percentage of positive biopsy cores and the Gleason score are significant prognostic factors.

Androgen Antagonists ; therapeutic use ; Brachytherapy ; Combined Modality Therapy ; Gonadotropin-Releasing Hormone ; agonists ; Humans ; Male ; Neoplasm Grading ; Prognosis ; Prostatic Neoplasms ; mortality ; pathology ; therapy ; Treatment Outcome

OBJECTIVETo evaluate the clinical characteristics and outcomes of patients with Gleason score 10 prostate cancer treated by external radiotherapy and hormone therapy.

METHODSFrom January 2003 to March 2014, 1832 patients with prostate cancer were treated, among which 9 patients (represented 0.49%) were identified as Gleason score 10 disease on prostate core biopsy without distant metastases when first diagnosed. All 9 patients were treated by whole pelvic external radiotherapy (The whole pelvic dose was 50.0 Gy and the boost dose ranged from 76.2 to 78.0 Gy) and long-term hormone therapy. We assessed the clinical characteristics, treatment outcomes and treatment toxicities. Survival curves were calculated using the Kaplan-Meier method.

RESULTSThe median follow-up was 4.8 years. Six patients' pre-treatment prostate-specific antigen (PSA) levels were lower than 20.0 μg/L and three patients' pre-treatment PSA levels were higher than 70.0 μg/L. The median percentage of positive biopsy cores was 91%. Three, four and two cases were classified as T2c, T3a and T3b stage, respectively. Three cases were assessed as N1 stage. The 5-year biochemical failure-free survival, distant metastasis-free survival, cancer specific survival and overall survival rates were 28.6%, 57.1%, 66.7% and 57.1%, respectively. Five patients experienced grade 1-2 acute gastrointestinal toxicities and six patients complained of grade 1-2 acute genitourinary toxicities. No bone fracture or cardiovascular disease was detected.

CONCLUSIONSGleason score 10 prostate cancer on core biopsy is usually combined with other high risk factors. The pre-treatment PSA levels lie in two extremes. Timely and active treatments are urgent needed because unfavourable oncological outcomes are often presented.

Aged ; Aged, 80 and over ; Biopsy ; Combined Modality Therapy ; Humans ; Male ; Middle Aged ; Neoplasm Grading ; Neoplasm Staging ; Prostate-Specific Antigen ; blood ; Prostatic Neoplasms ; blood ; mortality ; pathology ; therapy

Objective To evaluate the clinical characteristics and outcomes of patients with Gleason score 10 prostate cancer treated by external radiotherapy and hormone therapy.
Methods From January 2003 to March 2014, 1832 patients with prostate cancer were treated, among which 9 patients (represented 0.49%) were identified as Gleason score 10 disease on prostate core biopsy without distant metastases when first diagnosed. All 9 patients were treated by whole pelvic external radiotherapy (The whole pelvic dose was 50.0 Gy and the boost dose ranged from 76.2 to 78.0 Gy) and long-term hormone therapy. We assessed the clinical characteristics, treatment outcomes and treatment toxicities. Survival curves were calculated using the Kaplan-Meier method.
Results The median follow-up was 4.8 years. Six patients’ pre-treatment prostate-specific antigen (PSA) levels were lower than 20.0μg/L and three patients’ pre-treatment PSA levels were higher than 70.0μg/L. The median percentage of positive biopsy cores was 91%. Three, four and two cases were classified as T2c, T3a and T3b stage, respectively. Three cases were assessed as N1 stage. The 5-year biochemical failure-free survival, distant metastasis-free survival, cancer specific survival and overall survival rates were 28.6%, 57.1%, 66.7%and 57.1%, respectively. Five patients experienced grade 1-2 acute gastrointestinal toxicities and six patients complained of grade 1-2 acute genitourinary toxicities. No bone fracture or cardiovascular disease was detected.
Conclusions Gleason score 10 prostate cancer on core biopsy is usually combined with other high risk factors. The pre-treatment PSA levels lie in two extremes. Timely and active treatments are urgent needed because unfavourable oncological outcomes are often presented.

BACKGROUNDMechanical stress plays an important role in the maintenance of bone homeostasis. Current hypotheses suggest that interstitial fluid flow is an important component of the system by which tissue level strains are amplified in bone. This study aimed to test the hypothesis that the short-term and appropriate fluid shear stress (FSS) is expected to promote the terminal differentiation of pre-osteoblasts and detect the expression profile of microRNAs in the FSS-induced osteogenic differentiation in MC3T3-E1 cells.

METHODSMC3T3-E1 cells were subjected to 1 hour of FSS at 12 dyn/cm(2) using a parallel plate flow system. After FSS treatment, cytoskeleton immunohistochemical staining and microRNAs (miRNAs) were detected immediately. Osteogenic gene expression and immunohistochemical staining for collagen type I were tested at the 24th hour after treatment, alkaline phosphatase (ALP) activity assay was performed at 24th, 48th, and 72 th hours after FSS treatment, and Alizarin Red Staining was checked at day 12.

RESULTSOne hour of FSS at 12 dyn/cm(2) induced actin stress fiber formation and rearrangement, up-regulated osteogenic gene expression, increased ALP activity, promoted synthesis and secretion of type I collagen, enhanced nodule formation, and promoted terminal differentiation in MC3T3-E1 cells. During osteogenic differentiation, expression levels of miR-20a, -21, -19b, -34a, -34c, -140, and -200b in FSS-induced cells were significantly down-regulated.

CONCLUSIONThe short-term and appropriate FSS is sufficient to promote terminal differentiation of pre-osteoblasts and a group of miRNAs may be involved in FSS-induced pre-osteoblast differentiation.

Actins ; chemistry ; Alkaline Phosphatase ; metabolism ; Animals ; Cell Differentiation ; Cells, Cultured ; Collagen Type I ; biosynthesis ; Core Binding Factor Alpha 1 Subunit ; genetics ; Cyclooxygenase 2 ; genetics ; Gene Expression Profiling ; Mice ; MicroRNAs ; physiology ; Osteoblasts ; cytology ; Osteogenesis ; Stress, Mechanical ; Stress, Physiological

OBJECTIVETo explore the development and prognosis of the acute flaccid paralysis (AFP) associated with enterovirus 71 (EV71) infection through clinical follow-up study for clinical and magnetic resonance imaging (MRI) features based on the research progress of virology and pathology.

METHODSixteen children with HFMD associated with AFP in hospital from May 1, 2011 to August 31, 2011 were investigated and the patients received intensive rehabilitation training. The 16 cases were divided into two groups (the recovery or the sequela) by if the muscle strength recovered to level 4 after intensive rehabilitation. The MRI findings of 15 children were analyzed and among them, 6 patients were reexamined after one month. The clinical markers were compared between groups including course of disease, WBC, WBC in cerebrospinal fluid (CSF), ventilator support, therapy, the worst muscle strength, the initial tendon reflex, the muscle atrophy, and multi-limb paralysis. The data were analyzed by t test and χ2 test with SPSS10.0.

RESULTAll the 16 children were infected with enterovirus 71 (EV71). The myodynamia of 7 children were level 0, 4 children had serious upper limbs paralysis. The neck muscle in 3 cases and the brain stem motor ruckus in 4 cases were involved. The ankle clonus of non-completely paralyzed limbs in 14 cases occurred during rehabilitation. Eight children had the better prognosis, the other 8 children had sequela. 0 level muscle strength (0 case vs. 7 cases, χ2=12.4), the initial tendon reflex (2 cases vs. 8 cases, χ2=9.6), obvious muscle atrophy (0 case vs. 8 cases, χ2=16), were significantly different in the children with the recovery when compared to the sequela (P<0.01). The severe upper limbs paralysis had the worse prognosis than the severe lower limbs paralysis. MR imaging showed signs of spinal nerve root inflammation and the bilateral hyperintense lesions, symmetrical in the posterior portions of the medulla, pons, and asymmetrical in the ventral horns of cervical spinal cord. Signal enhancement occurred only in the early MRI examination.

CONCLUSIONIn the evolution of AFP due to EV71 infection, the upper motor neuron damage is common, the prognosis is related with the severity of early paralysis and neuron damage. MR imaging is helpful to understand the pathological mechanism of AFP.

Child, Preschool ; Enterovirus A, Human ; pathogenicity ; Female ; Follow-Up Studies ; Hand, Foot and Mouth Disease ; diagnosis ; pathology ; virology ; Humans ; Infant ; Magnetic Resonance Imaging ; Male ; Paralysis ; diagnosis ; pathology ; virology ; Prognosis