Objective To address the challenges of poor performance and lack of interpretability in existing models,the SHAP algorithm is used to develop an interpretable machine learning model that offers a novel approach to wound age estimation,Methods Based on the previous discovery of the expression of 35 wound age healing-related genes in contused skeletal muscle,the woun age estimaton model was constructed using four algorithms,namly,Multilayer Perceptron(MLP),Random Forest(RF),LightGBM(LGBM),and Support Vector Machine(SVM).The SHAP(Shapley Additive Explanation)algorithm was used to rank the importance of genetic features,eliminate redundant attributes,and optimize the model for accurate wound age estimation.the genetic features of the optimal model were analyzed using SHAP's local interpretation capabilities.Results The best results were obtained using model of MLP(area under the curve(AUC)=0.99)The wound ages were classified into four categories:4～12 h,16～24 h,28～36 h,and 40～48 h,using only 15 gene features.According to SHAP analysis,Fam210a was identified as the most relevant gene.Local analysis revealed that high expression of Fam210a contributed to an increase in the predicted probability of 4 h～12 h,while high expression of Rae1 contributed to an increase in the predicted probability of 16 h～24 h.Additionally,low expression of Tbx18 contributed to an increase in the predicted probability of 28 h～36 h,whereas high expression of Tbx18 contributed to an increase in the predicted probability of 40 h～48 h.Conclusions The combined MLP and SHAP model can be used to predict wound age.Using the SHAP interpreter can better understand the degree of contribution of feature genes to the model prediction,and lay the foundation for further in-depth study of wound age estimation.

The comparison between traditional Chinese medicine Jinzhen oral liquid (JZOL) and Western medicine in treating children with acute bronchitis (AB) showed encouraging outcomes. This trial evaluated the efficacy and safety of the JZOL for improving cough and expectoration in children with AB. 480 children were randomly assigned to take JZOL or ambroxol hydrochloride and clenbuterol hydrochloride oral solution for 7 days. The primary outcome was time-to-cough resolution. The median time-to-cough resolution in both groups was 5.0 days and the antitussive onset median time was only 1 day. This randomized controlled trial showed that JZOL was not inferior to cough suppressant and phlegm resolving western medicine in treating cough and sputum and could comprehensively treat respiratory and systemic discomfort symptoms. Combined with clinical trials, the mechanism of JZOL against AB was uncovered by network target analysis, it was found that the pathways in TRP channels like IL-1β/IL1R/TRPV1/TRPA1, NGF/TrkA/TRPV1/TRPA1, and PGE2/EP/PKA/TRPV1/TRPA1 might play important roles. Animal experiments further confirmed that inflammation and the immune regulatory effect of JZOL in the treatment of AB were of vital importance and TRP channels were the key mechanism of action.

Telomere plays a crucial role in the physiological and pathological processes of cells. At the end of the telomere, the single-stranded DNA repeat sequence rich in guanine (G) folds in the presence of monovalent metal ions such as Na or K to form a G-quadruplex structure. This structure can not be extended by telomerase and inhibits the activity of telomerase, thus becoming a potential anticancer target. Stabilizing the formation of DNA G-quadruplex structures by small molecule ligands has become a new strategy for designing many anticancer drugs, and studying the interaction strength of these small molecule ligands with G-quadruplex is thus of particular importance for screening highly effective anticancer drugs. Single molecule force spectroscopy enables direct measurement of the interaction between small molecule ligands and G-quadruplexes. This review highlights the advances of single-molecule force spectroscopy based on atomic force microscopy in the study of the G quadruplex structure and its interaction with small molecule ligands, and summarizes the application and development trend of single molecule force spectrum technology in G quadruplex.

This study was aimed to explore the possibility of reducing postoperative inflammatory response and lung injury degree by observing the effect ofTan-Re-Qing(TRQ) Injection on perioperative period of lung cancer patients complicated with chronic obstructive pulmonary disease (COPD). A total of 39 lung cancer cases complicated with COPD (phlegm-heat obstructing the lung) were randomly divided into the tested group of 18 cases and the control group of 21 cases. All patients underwent small incision surgery with video-assisted thoracoscopic surgery (VATS). The control group was treated with routine western medicine. TRQ injection was added in the tested group. On the preoperative 1D (T1), 1D after operation (T2), 3D after operation (T3), 7D after operation (T4), serum samples were collected for the determination of serum concentrations of TNF-α, IL-6, IL-8 and IL-10. At T1 and T2 time, there were no significant differences on levels of TNF-α, IL-6, IL-8 and IL-10 between two groups of patients (P > 0.05). At T3 time, levels of TNF-α, IL-6, IL-8 of the tested group were lower than that of the control group with statistical significance (P < 0.05). The level of IL-10 in the tested group was higher than that of the control group with statistical significance (P < 0.05). At T4 time, the levels of TNF-α, IL-6 and IL-8 of the tested group were lower than that of the control group with statistical significance (P < 0.05). The levels of TNF-α, IL-6 and IL-8 of both groups gradually declined at T3 and T4 time, compared with T2 time level with statistical significant (P < 0.05). It was concluded that TRQ injection reduced the releasing of inflammatory cytokines during perioperative period, increased levels of anti-inflammatory cytokine, thereby reducing the degree of inflammatory reaction and relieving lung injury for the protection of lung function of lung cancer patients complicated with COPD.

The value of the left atrial volume tracking (LAVT) method in the evaluation of left atrial (LA) function in patients with diabetes mellitus (DM) was examined in this study. Fifty-eight DM patients as DM group and 40 healthy people as normal control group were enrolled in this study. EUB-6500 echocardiographic imaging system with LAVT was applied to display and analyze the LA volume curve imaging on LV apical two and four chamber views. The maximal LA volume at end-systole (LAV(max)), LA volume at the onset of ECG-P wave (LAV(p)), the minimal LA volume at end-diastole (LAV(min)) from the LA volume curve were acquired and recorded. All values above were standardized by body surface area (BSA). Then the passive, active and total LA volume (LAVIpass, LAVIact, LAVItotal) and empting rate (%LAVIpass, %LAVIact, %LAVItotal), effective passive and active empting rate (%eLAVIpass, %eLAVIact), and the proportionality of passive empting volume and active empting volume were calculated. The LAVIp, LAVIact, LAVItotal, %LAVIact, %LAVItotal and %eLAVIact were significantly higher in the DM group than those in the control group, whereas the LAVIpass, %LAVIpass, %eLAVIpass and LAVIpass/act were lower (all P<0.05). For the LA volume change in DM, the active empting volume was enhanced at end-diastole. It was concluded that LAVT is a potentially useful tool to evaluate the function of LA.
Adult ; Aged ; Atrial Function, Left ; physiology ; Case-Control Studies ; Diabetes Mellitus, Type 2 ; physiopathology ; Echocardiography, Doppler ; methods ; Female ; Heart Atria ; diagnostic imaging ; pathology ; Humans ; Male ; Middle Aged ; Organ Size

The value of the left atrial volume tracking (LAVT) method in the evaluation of left atrial (LA) function in patients with diabetes mellitus (DM) was examined in this study. Fifty-eight DM patients as DM group and 40 healthy people as normal control group were enrolled in this study. EUB-6500 echocardiographic imaging system with LAVT was applied to display and analyze the LA volume curve imaging on LV apical two and four chamber views. The maximal LA volume at end-systole (LAV(max)), LA volume at the onset of ECG-P wave (LAV(p)), the minimal LA volume at end-diastole (LAV(min)) from the LA volume curve were acquired and recorded. All values above were standardized by body surface area (BSA). Then the passive, active and total LA volume (LAVIpass, LAVIact, LAVItotal) and empting rate (%LAVIpass, %LAVIact, %LAVItotal), effective passive and active empting rate (%eLAVIpass, %eLAVIact), and the proportionality of passive empting volume and active empting volume were calculated. The LAVIp, LAVIact, LAVItotal, %LAVIact, %LAVItotal and %eLAVIact were significantly higher in the DM group than those in the control group, whereas the LAVIpass, %LAVIpass, %eLAVIpass and LAVIpass/act were lower (all P<0.05). For the LA volume change in DM, the active empting volume was enhanced at end-diastole. It was concluded that LAVT is a potentially useful tool to evaluate the function of LA.

Objective To observe hemodynamic changes in patients with primary hypertension with wave intensity (WI). Methods Carotid arteries of 36 patients with primary hypertension and 30 age-matched normal controls were examined with imaging technique of WI. The following parameters were measured: the first wave peak in early ejection (W1), the second wave peak in late ejection (W2), the negative area during the mid-ejection (NA), the interval between the R wave of the ECG and the first peak of W1 (R-1st), the interval between the first peak and the second peak (1~(st)-2~(nd)), the ratio of R-1st and a cardiac cycle time R-1_(HR)~(st)) and the ratio of 1~(st)-2~(nd) , as well as one cardiac cycle time (1~(st)-2(_(HR)~(nd)). Results ①W1 in primary hypertension group increased compared with those of normal controls (P＜0.01), while no significant difference of W2, NA, R-1st, 1~(st)-2~(nd), R-1_(HR)~(st), 1~(st)-2_(nd)~(HR) was detected (P＞0.05). ②Both W1 and W2 correlated positively with pulse pressure (PP) and systolic blood pressure (SBP) (r=0.66, 0.55, P＜0.01;r=0.62, 0.44, P＜0.01). W1, W2 and age, DBP were not related significantly (P＞0.05). Conclusion The hemodynamic parameters of WI technology provide a new way to evaluate the dynamics of the heart and vascular system and their interaction.