A novel epileptic seizure prediction prediction model based on multichannel temporal and spatial feature extractions is presented.The model applies Stockwell transform to the original multichannel electroencephalogram(EEG)signals for extracting time-frequency components.To address the issue of insignificant difference between preseizure and interseizure time-frequency features,an adaptive feature module composing of ConvNeXt,SENet and pyramid pooling module is designed to enhance the ability of capturing key time-frequency features in each EEG channel.Meanwhile,a prediction model based on Bi-NLSTM is constructed to improve the spatiotemporal dependence between the time-frequency features of multichannel high-order EEG for further promoting the epilepsy classification performance.On the CHB-MIT dataset,the model has an accuracy,sensitivity,specificity and AUC of 96.0%,97.8%,96.8%and 0.987,respectively,and the false positive rate per hour decreased to 0.038,outperforming the existing mainstream methods.In addition,the effect of each component on the model performance is verified by ablation study.The proposed method improves the overall performance for seizure prediction effectively by optimizing local time-frequency feature extraction and enhancing multichannel spatiotemporal dependence.

A novel epileptic seizure prediction prediction model based on multichannel temporal and spatial feature extractions is presented.The model applies Stockwell transform to the original multichannel electroencephalogram(EEG)signals for extracting time-frequency components.To address the issue of insignificant difference between preseizure and interseizure time-frequency features,an adaptive feature module composing of ConvNeXt,SENet and pyramid pooling module is designed to enhance the ability of capturing key time-frequency features in each EEG channel.Meanwhile,a prediction model based on Bi-NLSTM is constructed to improve the spatiotemporal dependence between the time-frequency features of multichannel high-order EEG for further promoting the epilepsy classification performance.On the CHB-MIT dataset,the model has an accuracy,sensitivity,specificity and AUC of 96.0%,97.8%,96.8%and 0.987,respectively,and the false positive rate per hour decreased to 0.038,outperforming the existing mainstream methods.In addition,the effect of each component on the model performance is verified by ablation study.The proposed method improves the overall performance for seizure prediction effectively by optimizing local time-frequency feature extraction and enhancing multichannel spatiotemporal dependence.

Objective:To explore the surgical method and therapeutic effect of repairing soft tissue defect of digit-tip with single subcutaneous pedicle V-Y advancing flap combined with skin grafting.Methods:From August 2013 to December 2020, 25 soft tissue defects of digit-tip were repaired by a single subcutaneous pedicle V-Y advancing flap combined with pedicle skin grafting. The area of the defects was 0.8 cm× 0.8 cm to 1.6 cm× 1.4 cm. The flaps were harvested from palm or lateral side of the wound and the area of flap was 0.5 cm×1.0 cm to 0.8 cm×2.5 cm. In order to make the flap transfer to a further distance, the subcutaneous fibre connection of the flap was cut-off during the operation. At the same time, cut off 1 side of subcutaneous pedicle. Finally, the advanced distance of the flap reached 0.5-1.2 cm. After the flap harvested, the medium thickness skin was removed for graft to close the donor site from the wrist striations. After the surgery, follow-up visits were conducted regularly by outpatient clinic, or via telephone or WeChat review or by home visit. Throughout the follow-up, the flap appearance, sensation and recovery of the function of digital joint were observed, together with the patient satisfaction. Results:After the surgery, the postoperative follow-up lasted for 4 months to 8 years. All 25 flaps and skin grafts were survived in first stage wound healing. The flaps and skin grafting areas had excellent texture. The fingerprint had been reconstructed with good appearance. The TPD was 4-9 mm, the functions of digital joint recovered well, and there was no complain about a discomfort at the donor site. According to the evaluation standard of Michigan hand function questionnaire, all 25 patients were very satisfied with the overall appearance and function of the hand. According to Total Angle of Motion (TAM) evaluation standard, finger mobility was excellent in all 25 patients.Conclusion:Subcutaneous V-Y advancing flap combined with skin grafting is an ideal method for repairing soft tissue defect of digit-tip. The surgery characterises a simple flap cutting, less traumatic damage, long advancing distance of flap and good repair effect.

Objective:To explore the surgical method and therapeutic effect of repairing digital tip defect with free flap of proximal perforating branch of proper palmar digital artery.Methods:From March, 2009 to January, 2021, 15 patients with soft tissue defects at the tip of 16 digits were repaired with free perforator flap of proper palmar digital artery. The flap was obtained from the ulnar side of an index finger, on both sides of a middle finger and on the proximal side of the radial side of the ring finger. The size of flaps was 1.8 cm × 1.2 cm - 4.5 cm × 2.2 cm. The flap carried dorsal branch of proper palmar digital nerve and 0.5-4.5 cm of arteriae digitales palmares propriae. The donor digital artery was re-anastomosed in 3 cases 3 digits, transferred and anastomosed in 2 cases and un-anastomosed in 10 cases 11 digits. The dorsal branch of the proper palmar digital nerve in the flap was anastomosed with the proper palmar digital nerve of the finger stump at the recipient site to restore the sensation of flap, and the donor sites at the wrist transverse stripes or elbow transverse stripes were directly sutured. Regular follow-up via outpatient visit, telephone or WeChat interviews was conducted to observe the appearance, sensation and recovery of the flap and finger joint function.Results:After surgery, the flaps and donor site skin grafts of 15 cases with 16 digits were all survived, with first stage healing. A 4 months to 12 years follow-up showed that the flaps were in good texture and full shape with TPD at 7 - 11 mm. The joint function of digits was recovered well, and there was no complaint about uncomfortable donor site. According to the Michigan Hand Function Questionnaire, all 15 patients were satisfied with the overall appearance and function of the hands. According to TAM evaluation standard, all the digits of 15 patients were in excellent.Conclusion:Free flap of the proximal perforating branch of proper palmar digital artery is an ideal in the repair of digital tip soft tissue defect, as it has the advantages of an anatomical constant vessel, hidden donor site, less trauma caused, simple flap resection and good therapeutic effect.

Objective:To investigate the surgical method and therapeutic effect of reconstruction of distal blood supply of multiple segments of severed finger body by ortho phalanx artery bridge transfer.Methods:Between November, 2005 and February, 2019, 7 finger body was replanted in 7 cases with 3 segments. Due to the short middle finger body and severe bruising, the power could not pass through the middle section after the proximal finger artery anastomosis. For the long section of blood supply, in order to prevent the skin and blood vessels from separating too much and causing the middle internal artery to separate from the phalanx, after anastomosis of the middle artery, the blood supply was provided by anastomosis with the distal phalanx artery by means of the adjacent phalanx artery bridge. Four cases with vascular pedicle grafts. The skin was sewn into tube in 3 cases, and separate fingers between 3.5 and 6.0 months after operation. Four cases of posterior artery recalcitration and 3 cases of direct adjacent artery transposition. The appearance, sensation and total motion of finger joints were observed and the satisfaction of patients was investigated to evaluate the therapeutic effect.Results:Seven patients with replantation finger were all alive after operation, and the follow-up time was 5 to 40 months respectively. The total range of motion of flexion and extension of finger joints was 100°-170°, and the TPD of finger pulp was 7-12 mm, with an average of 9.6 mm. According to Michigan's functional questionnaire, 7 patients were satisfied with the overall appearance and function of their opponents. According to the evaluation standard of the replantation function of the broken finger of the Chinese Medical Association, 3 cases were excellent and 4 cases were good.Conclusion:It is a simple and effective way to reconstruct the blood supply of multi-segment severed fingers by means of adjacent finger artery bridge transfer.

Objective To investigate the correlation between serum carcinoembryonic antigen (CEA) levels and vascular endothelial growth factor (VEGF) levels in diabetics.Methods 92 cases of hospitalized diabetics (they were divided into the pre-treatment group and after-treatment group by intensive hypoglycemic treatment) were collected,and 94 cases of healthy controls were chosen as control group.Serum levels of CEA,hemoglobin Alc (HbAlc),VEGF and another indicators were detected and compared among the three groups.The correlations between VEGF,CEA,and HbA1c were analyzed respectively.Results The serum levels of CEA and VEGF in pre-treatment group were significantly higher than that in after-treatment group and healthy control group.In diabetics,the CEA level was positively correlated with HbA1 c (r =0.91,P ＜ 0.05) and VEGF (r =0.90,P ＜ 0.05),while there was no correlation between HbA1 c and VEGF after intensive treatment (r =0.17,P ＞ 0.05).Conclusions The level of VEGF was positively correlated with CEA,and VEGF maybe one of the pathogenesis of high CEA in diabetes mellitus.

Objective In comparison with Xpert C.difficile/Epi through detection of Clostridium difficile toxin genes from clinical stool , the performance of a laboratory-developed ( LD) assay was evaluated in detail.Methods A total of 176 stool specimens collected from patients with diarrhea in the First People′s Hospital of Yuhang District and the People′s Hospital of Yingzhou , Ningbo from August 1 to December 30 were detected by the two assays in parallel , and meanwhile the C.difficile strains will be isolated and identified for C.difficile toxin genes by a conventional PCR assay .The Cross-tabs Analysis was used for the results by using SPSS20.0 software.Results In comparison with the results of Xpert C.difficile/Epi as the standard, the LD assay had a sensitivity of 91.7％(22/24), a specificity of 100％(152/152), a positive predictive value (PPV) of 100％(22/22), and negative predictive value (NPV) 98.7％(152/154).The results of two assays were statistically coherent (Kappa=0.950, P<0.001).In comparison with culture and detection of toxin genes results , the LD assay had a sensitivity of 90.0％ ( 18/20 ) , a specificity of 97.0％(152/156), a PPV of 81.8％ (18/22), and NPV of 98.7％ (152/154)(Kappa=0.838, P<0.001), and the Xpert C.difficile/Epi assay had a sensitivity of 90.0％ (18/20), a specificity of 96.0％(150/156), a PPV of 75.0％(18/24), and NPV of 98.7％ (150/152)(Kappa=0.792, P<0.001). Conclusions The performance of the LD assay was similar to that of the Xpert C .difficile/Epi kit in detection of toxigenic C.difficile.The LD assay could be directly applied to detection of toxigenic C.difficile from clinical stool samples .The clinical application of this LD assay will also provide a domestic and promising diagnostic assay for diagnosis of C.difficile infection in China.

In July 2016, we used free superficial palmar branch of radial artery flap to repair one case of complete dissection of the thumb with skin defect, and achieved good result .

Objective To explore the surgical technique of applying the pedicle composite tissue flap based on superficial palmar branch of the radial artery to repair the soft tissue defect of thumb and evaluate the clinical ef-fect. Methods From February,2013 to March, 2016, 5 cases of the soft tissue and tendon defect of thumb were treated with the pedicle composite tissue flap based on superficial palmar branch of the radial artery. The flap was de-signed at wrist not exceeding the wrist rasceta and the donor site was sutured directly. The size of the harvested flaps was between 3.0 cm ×2.2 cm to 4.2 cm ×3.2 cm, and the sensation of thumb or the flap was reconstructed via median nerve cutaneous branch. The Extensor pollicislongus muscle tendon defect was repaired via palm tendon carried by composite tissue flap. Postoperative follow-up was done termly. Results All transfering flaps survived and all cases were followed-up for 4 to 11 months. The donor site got primary healing with a linear scar. The appearance and tex-ture of the flap was satisfactory. The two-point discrimination ranged from 8 to 11 mm. The appearance of thumb re-covered well and the digit joint had a good motion. Conclusion The pedicle composite tissue flap based on superfi-cial palmar branch of the radial artery is easy to harvest and its vascular anatomy is constant, which is masked and a small incision for the donor site. When necessary, palm tendon or median nerve cutaneous branch can be contained in the flap to form a composite transplant. It is an ideal method for repair of thumb soft tissue defect.

Objective To investigate the clinical value of procalcitonin (PCT) levels in bacteria identification in intensive care unit (ICU) patients with bloodstream infection.Methods There were 540 cases of patients with bloodstream infection in our ICU between December 2007 and December 2013.The PCT levels and bacteria were identified.The application effectiveness of PCT levels in the bacteria identification was studied.Results The G+ bacteria infection rate was 49.63％ (268/540),G-bacteria infection rate was 38.52％ (208/540),and the fungal infection rate was 11.85％ (64/540).The patients of G-bacteria had significant difference with G + bacteria and fungal infection (P ＜ 0.05).The PCT average and positive rate of G-bacteria were significantly higher than G + bacteria and fungi group (P ＜ 0.05),respectively.G+ bacteria and fungi infection did not have significant difference (P ＞ 0.05).When PCT ＞ 2.04 ng/ml,the sensitivity and specificity that applying serum PCT level to identify the between G-and G+ bacteria were 82.18％ and 76.09％,respectively.When PCT ＞3.16 ng/ml,the sensitivity and specificity that applying serum PCT level to identify the between G-and fungus bacteria were 59.42％ and 65.73％,respectively.Conclusions The identification between G-bacteria and G + bacteria,fungi with applying PCT level in bloodstream infections had high accuracy.When the PCT levels was greater than 2.04 ng/ml,the occurrence of G-bacteria was greater risk of infection.The accuracy of PCT level identifying the G + bacteria and fungi was poor.