To address the current issues of data imbalance and scarcity in photoplethysmography (PPG) data for type 2 diabetes mellitus (T2DM) prediction, this study proposes an improved conditional Wasserstein generative adversarial network with gradient penalty (CWGAN-GP). The algorithm integrated gated recurrent unit (GRU) networks and self-attention mechanisms to construct a generator, aiming to produce high-quality PPG signals. Various data augmentation methods, including the improved CWGAN-GP, were employed to expand the PPG dataset, and multiple classifiers were applied for T2DM prediction analysis. Experimental results showed that the model trained on data generated by the improved CWGAN-GP achieved the optimal prediction performance. The highest accuracy reached 0.895 0, and compared with other data enhancement methods, this approach exhibited significant advantages in terms of precision and F1-score. The generated data notably enhances the accuracy and generalization ability of T2DM prediction models, providing a more reliable technical basis for non-invasive early T2DM screening based on PPG signals.
Photoplethysmography/methods* ; Diabetes Mellitus, Type 2/diagnosis* ; Humans ; Algorithms ; Neural Networks, Computer ; Signal Processing, Computer-Assisted ; Prediction Algorithms

ObjectiveTo establish a method for the identification of Haliotidis Concha and its counterfeits， and to improve its quality evaluation method. MethodsA total of 17 batches of Haliotis discus hannai， 4 batches of H. ruber， 3 batches of H. laevigata， 3 batches of H. ovina， 3 batches of H. diversicolor， 3 batches of H. asinina， 3 batches of H. iris were collected. Ultra-high performance liquid chromatography-quadrupole/electrostatic field orbitrap high-resolution mass spectrometry（UPLC-Q-Exactive-Orbitrap-MS/MS） was used to analyze the hydrolysates of different original Haliotidis Concha and its counterfeits， and the potential characteristic ions of each species were screened by Venn diagram. UPLC-triple quadrupole tandem mass spectrometry（UPLC-QqQ-MS/MS） was used to validate the characteristic ions， and the specific detection method of the characteristic ions was established. ResultsA total of 1 182， 167， 47， 89， 104， 203， 424 potential characteristic ions were screened from H. discus hannai， H. ruber， H. laevigata， H. ovina， H. diversicolor， H. asinina and H. iris， respectively. And 9 characteristic ions were selected. The precision， stability and repeatability of the 9 characteristic ions in the established identification method met the requirements. Different original Haliotidis Concha and its counterfeits could detect their own characteristic ions， including m/z 631.83-886.48（double charge） and m/z 631.83-443.74（double charge） of H. discus hannai， m/z 699.28-232.11（double charge） and m/z 699.28-544.27（double charge） of H. ruber， m/z 535.76-752.37（double charge） and m/z 535.76-548.28（double charge） of H. laevigata， m/z 708.35-442.28（double charge） and m/z 708.35-215.14（double charge） of H. ovina， m/z 561.33-614.86（triple charge）， m/z 561.33-468.28（triple charge）， m/z 608.29-618.32（double charge） and m/z 608.29-390.21（double charge） of H. diversicolor， m/z 769.85-274.10（double charge）， m/z 769.85-532.75（double charge）， m/z 827.43-646.36（single charge）， m/z 827.43-257.12（single charge） of H. asinina， and m/z 468.24-576.29（double charge） and m/z 468.24-505.26（double charge） of H. iris. ConclusionIn this study， a total of 9 characteristic ions are screened from 6 kinds of original Haliotidis Concha and its counterfeits， and a specific identification method is established， which is helpful to solve the limitations of the existing quality evaluation methods of Haliotidis Concha， and provide a basis for the production， circulation and medication quality.

ObjectiveTo establish a method for the identification of Haliotidis Concha and its counterfeits， and to improve its quality evaluation method. MethodsA total of 17 batches of Haliotis discus hannai， 4 batches of H. ruber， 3 batches of H. laevigata， 3 batches of H. ovina， 3 batches of H. diversicolor， 3 batches of H. asinina， 3 batches of H. iris were collected. Ultra-high performance liquid chromatography-quadrupole/electrostatic field orbitrap high-resolution mass spectrometry（UPLC-Q-Exactive-Orbitrap-MS/MS） was used to analyze the hydrolysates of different original Haliotidis Concha and its counterfeits， and the potential characteristic ions of each species were screened by Venn diagram. UPLC-triple quadrupole tandem mass spectrometry（UPLC-QqQ-MS/MS） was used to validate the characteristic ions， and the specific detection method of the characteristic ions was established. ResultsA total of 1 182， 167， 47， 89， 104， 203， 424 potential characteristic ions were screened from H. discus hannai， H. ruber， H. laevigata， H. ovina， H. diversicolor， H. asinina and H. iris， respectively. And 9 characteristic ions were selected. The precision， stability and repeatability of the 9 characteristic ions in the established identification method met the requirements. Different original Haliotidis Concha and its counterfeits could detect their own characteristic ions， including m/z 631.83-886.48（double charge） and m/z 631.83-443.74（double charge） of H. discus hannai， m/z 699.28-232.11（double charge） and m/z 699.28-544.27（double charge） of H. ruber， m/z 535.76-752.37（double charge） and m/z 535.76-548.28（double charge） of H. laevigata， m/z 708.35-442.28（double charge） and m/z 708.35-215.14（double charge） of H. ovina， m/z 561.33-614.86（triple charge）， m/z 561.33-468.28（triple charge）， m/z 608.29-618.32（double charge） and m/z 608.29-390.21（double charge） of H. diversicolor， m/z 769.85-274.10（double charge）， m/z 769.85-532.75（double charge）， m/z 827.43-646.36（single charge）， m/z 827.43-257.12（single charge） of H. asinina， and m/z 468.24-576.29（double charge） and m/z 468.24-505.26（double charge） of H. iris. ConclusionIn this study， a total of 9 characteristic ions are screened from 6 kinds of original Haliotidis Concha and its counterfeits， and a specific identification method is established， which is helpful to solve the limitations of the existing quality evaluation methods of Haliotidis Concha， and provide a basis for the production， circulation and medication quality.

Objective To construct a quality evaluation index system for training injury rehabilitation in military regional rehabilitation centers,so as to promote the systematization and standardization of quality management and provide references for the formulation of relevant policies.Methods The"structure-process-result"three-dimensional quality system model,literature analysis,semi-structured interview,and Delphi method were used to establish the index system,and its reliability and validity were tested.Results Twenty-two inquiry forms were distributed in two rounds of this study,and the effective recovery rates of the two rounds of expert correspondence were 100%.The authority coefficients(Cr)were 0.869 and 0.881,and the Kendall harmony coefficients were 0.230 and 0.339,respectively.The empirical verification showed good reliability and validity.The evaluation index system consisted of 3 primary indexes,12 secondary indexes and 48 tertiary indexes.Conclusion The index system is feasible,reliable and scientific,and can provide a practical and operable evaluation method for the rehabilitation quality management of training injuries.

Objective:To evaluate a transhiatal tunnel flap designed to reconstruct the cardiac functional structure in proximal gastric cancer patients in our center.Methods:A descriptive case study method was used to select the data of 11 patients undergoing surgery for upper gastric cancer from Jan to Jul 2024. After laparoscopic dissection is completed, the esophagus is transected 2 cm from the upper edge of the tumor and the specimen is removed. The distance from the lower edge of the tumor is 5 cm. The cutting width is 4 cm, and the length of sleeve distal stump stomach is 20 cm. A seromuscular flap tunnel was made with a length of 2 cm and a width of 2 cm, 2 cm away from the top of the remnant stomach. The digestive tract was reconstructed using the Overlap hybridization method.Results:The median operation time was 175 (139-285) minutes. The median muscle flap production time and reconstruction time was 10.5 (5.5-21.0) minutes and 15.0 (11.8-33.6) minutes, respectively. The median blood loss is 50 (20-100) ml. The median postoperative hospitalization was 8 (6-25) days. The median tumor size was 2.5 (1.0-4.0) cm, and 31 (15-52) lymph nodes were dissected. The median follow-up after surgery was 3.5 (0.7-6.0) months, and no tumor recurrence or metastasis was found. Postoperative anastomotic leakage (Clavien-Dindo grade Ⅱ) occurred in one case, and there was no perioperative death. The Visick score of the whole group was 1 point in 8 cases and 2 points in 3 cases, and there was no anastomotic stenosis. Reflux esophagitis (Los Angeles classification grade B) was found in 1 case after gastroscopy, and the symptoms were relieved by conservative treatment.Conclusion:The transhiatal tunnel flap arthroplasty method has high surgical safety, low reconstruction difficulty, and an reliable anti-reflux effect.

This paper reports the clinical data and the diagnosis and treatment of a patient with exogenous insulin autoimmune syndrome(EIAS)induced by long-term use of exogenous insulin(Eucrin 50).For diabetes patients with hyperinsulin-induced hypoglycemia,detection of IAA is helpful for diagnosis EIAS.Due to different test methods affect IAA results,if negative,EIAS cannot be completely excluded.The polyethylene glycol precipitation method can assist in early diagnosis.

Objective:This study aims to investigate the effects on the behavior of mice by optogenetic activation the neural projections from the central amygdala(CeA)to the dorsal raphe nucleus(DRN).Methods:AAV-hSyn-eYFP virus was injected into CeA of C57BL/6J mice,and the projections from CeA to DRN were observed by immunofluores-cent staining.The AAV-hSyn-ChR2-mCherry virus was injected into CeA,and AAV-DIO-eYFP was injected into DRN in Ser-Cre mouse to specifically label the serotonergic neurons.Patch-clamp recording combined with optogenetic tech-nology were employed to record the light-evoked inward currents of DRN serotonergic neurons.AAV-hSyn-ChR2-mCher-ry virus was injected into CeA and optical fiber was implanted into DRN,and the effects of optogenetic activation of the CeA-DRN neural circuit on the locomotor ability of mice was studied by open field test.Results:Four weeks after injec-tion of AAV-hSyn-eYFP virus into CeA of C57BL/6J mice,axon terminals from CeA eYFP-cells were observed in the DRN.Activation of the neural projections from the CeA to the DRN induced inhibitory inward currents in DRN seroton-ergic neurons.Activation of the projections from CeA to DRN circuit decreased the total distance and the time of the center of the open field in mice,and increased the immobility time of mice.Conclusion:The CeA neurons directly pro-ject to the DRN.Activation of CeA-DRN circuit exerts an inhibitory regulatory effect on DRN serotonergic neurons and reduces the locomotor ability of mice.

Objective:This study aims to investigate the effects on the behavior of mice by optogenetic activation the neural projections from the central amygdala(CeA)to the dorsal raphe nucleus(DRN).Methods:AAV-hSyn-eYFP virus was injected into CeA of C57BL/6J mice,and the projections from CeA to DRN were observed by immunofluores-cent staining.The AAV-hSyn-ChR2-mCherry virus was injected into CeA,and AAV-DIO-eYFP was injected into DRN in Ser-Cre mouse to specifically label the serotonergic neurons.Patch-clamp recording combined with optogenetic tech-nology were employed to record the light-evoked inward currents of DRN serotonergic neurons.AAV-hSyn-ChR2-mCher-ry virus was injected into CeA and optical fiber was implanted into DRN,and the effects of optogenetic activation of the CeA-DRN neural circuit on the locomotor ability of mice was studied by open field test.Results:Four weeks after injec-tion of AAV-hSyn-eYFP virus into CeA of C57BL/6J mice,axon terminals from CeA eYFP-cells were observed in the DRN.Activation of the neural projections from the CeA to the DRN induced inhibitory inward currents in DRN seroton-ergic neurons.Activation of the projections from CeA to DRN circuit decreased the total distance and the time of the center of the open field in mice,and increased the immobility time of mice.Conclusion:The CeA neurons directly pro-ject to the DRN.Activation of CeA-DRN circuit exerts an inhibitory regulatory effect on DRN serotonergic neurons and reduces the locomotor ability of mice.

This paper reports the clinical data and the diagnosis and treatment of a patient with exogenous insulin autoimmune syndrome(EIAS)induced by long-term use of exogenous insulin(Eucrin 50).For diabetes patients with hyperinsulin-induced hypoglycemia,detection of IAA is helpful for diagnosis EIAS.Due to different test methods affect IAA results,if negative,EIAS cannot be completely excluded.The polyethylene glycol precipitation method can assist in early diagnosis.

Objective:To evaluate a transhiatal tunnel flap designed to reconstruct the cardiac functional structure in proximal gastric cancer patients in our center.Methods:A descriptive case study method was used to select the data of 11 patients undergoing surgery for upper gastric cancer from Jan to Jul 2024. After laparoscopic dissection is completed, the esophagus is transected 2 cm from the upper edge of the tumor and the specimen is removed. The distance from the lower edge of the tumor is 5 cm. The cutting width is 4 cm, and the length of sleeve distal stump stomach is 20 cm. A seromuscular flap tunnel was made with a length of 2 cm and a width of 2 cm, 2 cm away from the top of the remnant stomach. The digestive tract was reconstructed using the Overlap hybridization method.Results:The median operation time was 175 (139-285) minutes. The median muscle flap production time and reconstruction time was 10.5 (5.5-21.0) minutes and 15.0 (11.8-33.6) minutes, respectively. The median blood loss is 50 (20-100) ml. The median postoperative hospitalization was 8 (6-25) days. The median tumor size was 2.5 (1.0-4.0) cm, and 31 (15-52) lymph nodes were dissected. The median follow-up after surgery was 3.5 (0.7-6.0) months, and no tumor recurrence or metastasis was found. Postoperative anastomotic leakage (Clavien-Dindo grade Ⅱ) occurred in one case, and there was no perioperative death. The Visick score of the whole group was 1 point in 8 cases and 2 points in 3 cases, and there was no anastomotic stenosis. Reflux esophagitis (Los Angeles classification grade B) was found in 1 case after gastroscopy, and the symptoms were relieved by conservative treatment.Conclusion:The transhiatal tunnel flap arthroplasty method has high surgical safety, low reconstruction difficulty, and an reliable anti-reflux effect.