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

The current situation of tumor radiotherapy teaching is far behind the development of radiotherapy technologies. The construction of a teaching system based on an artificial intelligence-powered automatic target delineation system and a standardized cancer radiotherapy case library is operable and practical for realizing the standardization and homogenization of clinical target volume delineation teaching, improving students' precision and speed of target volume delineation, and promoting students' learning interest, initiative, and efficiency, which can bring new vitality to the development of radiotherapy education and is worthy of further exploration and promotion.

Neovascular glaucoma is classified as a type of refractory glaucoma. Its pathological manifestation is the formation of neovascularization of iris and chamber angle, and then the formation of neovascularization membrane. The contraction and traction of neovascularization membrane make the iris and chamber angle adhesion close, which leads to the obstruction of aqueous humor outflow and the sharp increase of intraocular pressure. Excessive intraocular pressure not only causes severe headache and eye pain, but also damages the optic nerve and affects the patient's vision, which can lead to blindness. At present, there are many methods for the treatment of neovascular glaucoma, such as panretinal photocoagulation, anti-vascular endothelial growth factor, local or systemic administration of intraocular pressure lowering drugs and anti-glaucoma surgery. The aim is to reduce neovascularization, preserve visual function and improve symptoms as much as feasible. However, due to the complex pathogenesis and pathological changes of neovascular glaucoma, the treatment of neovascular glaucoma is more difficult than primary glaucoma, and the prognosis is worse. Understanding its pathogenesis and treatment methods can aid in selecting the most appropriate treatment strategy based on individual circumstances. Therefore, this review will summarize the pathogenesis and treatment of neovascular glaucoma.

Objective To investigate the difference of translational error and rotational error in the ra-diotherapeutic positioning after breast cancer modified radical surgery by using the two fixation methods of the cervicothoracic thermoplastic membrane and body thermoplastic membrane based on conical beam CT (CBCT) images.Methods A total of 82 patients with radiotherapy after breast cancer modified radical sur-gery admitted and treated in this hospital from January 2022 to September 2023 were selected as the study subjects and divided into the cervicothoracic membrane group (using the cervicothoracic thermoplastic mem-brane,n=52) and body membrane group (using the body thermoplastic membrane,n=30) according to the radiotherapeutic fixation methods.All patients weekly conducted the CGCT scanning in the first time radio-therapy and radiotherapeutic period.The verification image conducted the retification with the planned image. The translational errors in the left and right direction (X),head and foot direction (Y) and abdominal and dor-sal direction (Z) were recorded,as well as the rotation errors around the axis under the two fixing methods,including the rotation error of the X-axis rotation direction (Rx),Y-axis rotation direction (Ry),and Z-axis rotation direction (Rz).The differences in positioning errors were compared between the two groups. Results There was no significant difference in X,Y,Z,Rx,Ry and Rx positioning error between the two groups after the first treatment,1-week treatment and 2-week treatment (P>0.05).After 3-week treatment,the positioning errors in X[0.21(0.12,0.27)mm vs. 0.22(0.20,0.35)mm],Y[0.20(0.11,0.24)mm vs. 0.25(0.16,0.37)mm],Z[0.15(0.08,0.25)mm vs. 0.20(0.15,0.29)mm],Rx[0.57(0.22,1.10)° vs. 1.00 (0.70,1.50)°],Ry[0.50(0.30,1.20)° vs. 1.10(0.60,1.40)°]and Rz[0.30(0.20,0.80)° vs. 0.90(0.40,1.50)°]in the cervicothoracic membrane group were smaller compared with the body membrane group (P<0.05).After 4-week treatment,the positioning errors in X[0.19(0.12,0.27)mm vs. 0.25(0.21,0.31)mm],Y[0.21(0.11,0.27)mm vs. 0.26(0.22,0.32)mm],Z[0.12(0.05,0.28)mm vs. 0.22(0.13,0.35)mm],Rx[0.80(0.49,1.10)°vs. 1.20(0.80,1.80)°],Ry[0.55(0.20,1.12)°vs. 1.10(0.80,1.30)°]and Rz[0.61 (0.29,1.10)°vs. 1.10(0.80,1.40)°]in the cervicothoracic membrane group were also smaller compared with the body membrane group (P<0.05).Conclusion The thecervicothoracic thermoplastic membrane could re-duce the positioning error in the breast cancer radiotherapy compared with the body thermoplastic membrane.

OBJECTIVE: To observe the effects of the combined therapy of the auricular-point pressure at the free position and the unprotected perineal delivery technique during the 2nd stage of labor in the primiparas so as to improve the clinical delivery quality. METHODS: A total of 146 primiparas who accepted the natural delivery willingly were collected. According to the visit sequence, they were divided into an observation group (72 cases) and a control group (74 cases). The free position and the unprotected perineal delivery were adopted in combination during the labor in both of the two groups. Additionally, in the observation group, the auricular-point pressure with semen vaccariae was intervened when entering the active phase. The points were pengqiang (TF), zigong (uterus), neishengzhiqi (TF), pizhixia (AT), shenmen (TF), jiaogan (AH), pi (CO) and wei (CO). Each point was pressed for 1 to 2 min each time, repeated once every 10 to 20 min until the end of the 2nd stage of labor. The episiotomy rate, perineal laceration degree, perineal pain degree, the duration of the 2nd labor stage, postpartum hemorrhage, postpartum urine retention and neonatal asphyxia rate were recorded and compared in the primiparas between the two groups. RESULTS: The perineal laceration of the degree Ⅲ and Ⅳ did not occur in the two groups. Compared with the control group, the effect on the perineal laceration was better in the observation group (<0.05). The episiotomy rate was 5.6% (4/72) in the observation group, lower than that in the control group (<0.05). The total perineal laceration rate was 68.1% (48/72) in the observation group, similar to the control group (>0.05). In the observation group, the neonatal asphyxia rate was 1.4% (1/72), the postpartum hemorrhage 6.9% (5/72) and the incidence of urine retention 5.6% (4/72), all lower than 10.8% (8/74), 18.9% (14/74) and 17.6% (13/74) in the control group respectively (all <0.05). In the observation group, on the 1st, 2nd and 3rd days after labor, the perineal pain degree and the duration of the 2nd stage of labor were superior to the control group (all <0.001). CONCLUSION The combined therapy of the auricular-point pressure intervention at the free position and the unprotected perineal delivery technique effectively reduces the episiotomy rate and perineal laceration degree, relieves the perineal pain, reduces the neonatal asphyxia rate and improves the delivery quality during the 2nd stage of labor in the primiparas.
Female ; Humans ; Labor, Obstetric ; Parity ; Perineum ; Pregnancy ; Pressure

Objective:To construct lentiviral vector which can overexpression miR-137 and produce lentivirus by lentivirus packaging system, and to explore its infection efficiency and expression in HEK293T cells.Methods: miR-137 sequence was chemically synthesized and cloned into lentiviral vector GV209, and the recombinant plasmid containing human miR-137 was obtained and identified.Then miR-137 recombinant plasmid together with two helper plasmids were transfected into HEK293T cells using Lipofectamine 2000.After the HEK293T cells were infected in multiplicity of infection(MOI) 40 for 48 h, the expression of green fluorescent protein (GFP) was observed by fluorescence microscope and the expression level of miR-137 was detected by fluorescence quantitative PCR.Results:The sequencing results showed that the inserted gene sequence was completely consistent with the published human miR-137 gene sequence in GenBank.The GFP was observed in the HEK293T cells infected with miR-137 overexpression lentivirus under fluorescence microscope.The fluorescence quantitative PCR results showed that the expression level of miR-137 in the cells infected with overexpression lentivirus was 12.74 times higher than that in the control cells.Conclusion:The lentivirus containing miR-137 gene is successful packaged, and it could efficiently infect the HEK293T cells.

Objective To analyze the causes,cardiac function grading and drug application related to heart failure of the patients with chronic heart failure in Yongchuan district people's hospital.Methods The cases of chronic heart failure of department of cardiology in our hospital from January 1st,2012 to December 31st,2015 were counted and retrospectively analyzed.Results 3 320 cases of chronic heart failure in our hospital chosen from 8 126 medical records accounted for 40.86% of total discharged patients in the same period,including 2 262 cases of coronary disease (68.13%),353 cases of rheumatic heart disease (10.63%)and 265 cases of pulmonary heart disease (7.98%),who took up the top three in the spectrum of disease;2 683 cases of NYHA heart function Ⅲ magnitude accounted for 80.81%;The utilization rate of diuretic,digoxin,spironolactone,angiotensin -converting enzyme inhibi-tor,angiotonin receptor blocker,beta adrenergic receptor were 71.23%,27.23%,70.48%,30.75%,30.78%respectively.The statistical analysis showed that the differences were statistically significant between the patients using diuretics and the patients using spirolactone(χ2 =2.386,P <0.001),the patients with hypertension and the patients with no hypertension using ACEI /ARB(χ2 =2.727,P <0.001),and merged chronic bronchitis patients and the chro-nic bronchitis patients using beta -blocker(χ2 =61.807,P <0.001).Conclusion The patients with chronic heart failure takes up a higher portion among the inpatients in department of cardiology in the district level hospital.The heart function decreases significantly and the normative drug therapy needs to be improved.

OBJECTIVE:To investigate the effects of Wenxin granule on the related indexes of senile patients with primary hy-pertension and acute left cardiac failure. METHODS:160 senile patients with primary hypertension and acute left cardiac failure were randomly divided into control group(80 cases)and observation group(80 cases). Control group received 12.5 mg captopril, orally,twice to 3 times a day (if patients had taken plenty of diuretic drugs,in low sodium and/or low blood volume,patients with normal or low blood pressure,the initial dose was 6.25 mg,3 times a day). Observation group additionally given 9 g of Wenxin granule,3 times a day. The treatment course for both groups was 4 weeks. SBP,DBP,PP,SDANN,SDNN-Index,RMS-SD,PNN50,improvement of cardiac functions before and after treatment,and incidence of adverse reactions in 2 groups were ob-served. RESULTS:After treatment,the SBP,DBP and PP in 2 groups were significantly lower than before,and observation group was lower than control group,SDNN,SDANN,SDNN-Index、RMSSD and PNN 50 were significantly higher than before,and ob-servation group was higher than control group,the differences were statistically significant(P<0.05). And there was no significant difference in the incidence of adverse reactions(P>0.05). CONCLUSIONS:Based on conventional treatment,wenxin granule can significantly reduce the bloop pressure of senile patients with primary hypertension and acute left cardiac failure,improve cardiac functions and inhibit autonomic disorders,with good safety.

Objective To observe the effect of Duanteng Yimu decoction (DYD) on bone turnover markers of C-terminal telopeptide of type Ⅰ collagen (CTX-Ⅰ) and N-terminal propeptide of type Ⅰ procollagen ( PⅠNP) of adjuvant-induced arthritis (AA) rats. Methods Seventy-two SD rats were divided into 9 groups, and complete Freund's adjuvant was injected into the rats to establish adjuvant-induced arthritis rat model. After medication for 36 days, the pedal swelling, the serum levels of CTX-Ⅰand PⅠNP, and ankle X-ray photographic scores were observed. Results The pedal swelling degrees and ankle X-ray scores in medication groups were lower than those in the model group ( P<0.05). The PⅠNP level had no statistically significance in various groups ( P>0.05). The CTX-Ⅰlevel in low-dose DYD group was decreased (P<0.05). Conclusion Caulis Celastri has two-way effects on CTX-Ⅰlevel of female AA rats, and its side effects can be reduced by Radix Dipsaci and Herba Leonuri, but their antagonism effect will disappear with the increase of the dose of Caulis Celastri.

OBJECTIVETo compare the chemical differences in 4 commercial specifications of Scutellaria Radix, research the affection of decayed central xylem part on the crude drug's chemical composition and provide scientific data for production, processing, sale and clinical applications of Scutellariae Radix.

METHODMacroscopical identification method was used for observation of different specifications of Scutellariae Radix, including Qinwang, Tiaoqin both in 1st class and 2nd class and inferior samples. HPLC fingerprint method was used to analyze chemically the decayed central xylem part and non-decayed part as well as complete sample, and the results were described by the relative peak area.

RESULTThe morphological characteristics of 4 specifications are greatly different from one another mainly in root diameters, root lengths and the proportions of decayed central xylem part in the root, and so the authors classified Qinwang and Tiaoqin in 1st class as Kuqin for all samples of them which have decayed central xylem; and classified Tiaoqin in 2nd class and the inferior samples as Ziqin, for having little decayed central xylem. The 4 specifications collected from the same producing area have similar HPLC fingerprint profile to one another, while they are different in relative peak area. The peak area ratios of aglycone to their glucuronide (baicalein/baicalin, wogonin/wogonoside, oroxylin A/oroxylin A-7-O-glucuronide) from Kuqin were significantly higher than those of Ziqin. The total area of the peaks in HPLC fingerprint chromatographs of decayed central xylem part were quite lower than that of non-decayed part, whereas peak areas of the characteristic peaks and the 3 peak area ratios of decayed central xylem were significantly higher than those of non-decayed part which could be used as characteristic parameters to distinguish Kuqin and Ziqin.

CONCLUSIONFour commercial specifications of Scutellariae Radix can be classified as Kuqin and Ziqin respectively according to morphological characteristics and the proportions of decayed central xylem part in the root. The chemical characteristics of Kuqin and Ziqin are different from each other, so it's worth clarifying the similarities and differences of Kuqin and Ziqin in future. The result in this research can be used as references for identification and quality control of Scutellariae Radix specifications, and investigation on effective components of Kuqin and Ziqin.