1.GPT2-ICC:A data-driven approach for accurate ion channel identification using pre-trained large language models
Zihan ZHOU ; Yang YU ; Chengji YANG ; Leyan CAO ; Shaoying ZHANG ; Junnan LI ; Yingnan ZHANG ; Huayun HAN ; Guoliang SHI ; Qiansen ZHANG ; Juwen SHEN ; Huaiyu YANG
Journal of Pharmaceutical Analysis 2025;15(8):1800-1809
Current experimental and computational methods have limitations in accurately and efficiently classi-fying ion channels within vast protein spaces.Here we have developed a deep learning algorithm,GPT2 Ion Channel Classifier(GPT2-ICC),which effectively distinguishing ion channels from a test set con-taining approximately 239 times more non-ion-channel proteins.GPT2-ICC integrates representation learning with a large language model(LLM)-based classifier,enabling highly accurate identification of potential ion channels.Several potential ion channels were predicated from the unannotated human proteome,further demonstrating GPT2-ICC's generalization ability.This study marks a significant advancement in artificial-intelligence-driven ion channel research,highlighting the adaptability and effectiveness of combining representation learning with LLMs to address the challenges of imbalanced protein sequence data.Moreover,it provides a valuable computational tool for uncovering previously uncharacterized ion channels.
2.Protective effect of Bufei Yishen Formula against cigarette smoke extract-induced human bronchial epithelial cell damage and its mechanism.
Zhengyuan FAN ; Zihan SHEN ; Ya LI ; Tingting SHEN ; Gaofeng LI ; Suyun LI
Journal of Southern Medical University 2025;45(7):1372-1379
OBJECTIVES:
To evaluate the protective effect of Bufei Yishen Formula (BYF) against cigarette smoke extract (CSE)-induced injuries in human bronchial epithelial BEAS-2B cells and explore the underlying mechanism.
METHODS:
BEAS-2B cells exposed to CSE were treated with normal rat serum, BYF-medicated rat serum at low or high doses, pyrrolidine dithiocarbamate (PDTC, a NF-κB inhibitor), PDTC combined with high-dose BYF-medicated serum, or S-carbomethyloysteine (S-CMC, as the positive control). CCK-8 assay was used to determine the optimal concentration and treatment time of CSE, BYF-medicated serum and S-CMC. The treated cells were examined for inflammatory factor levels in the supernatant and cellular expressions of MUC5AC and MUC5B using ELISA, cell ultrastructural changes with transmission electron microscopy, and cell apoptosis rate using flow cytometry. The expression levels of TLR4/NF‑κB pathway-associated mRNAs and proteins were determined by qRT-PCR and Western blotting.
RESULTS:
CSE exposure significantly increased secretions of IL-1β, IL-6 and TNF-α, mRNA and protein expressions of MUC5AC and MUC5B, and early and total apoptosis rates in BEAS-2B cells, where the presence of apoptotic bodies was detected. CSE also significantly enhanced the mRNA and protein expressions of TLR4, I-κB, and NF-κB and reduced mRNA and protein expressions of AQP5. Treatments of the CSE-exposed cells with BYF-medicated serum, PDTC and S-CMC all significantly lowered inflammatory factor levels, MUC5AC and MUC5B expressions, and early and total cell apoptosis rates, and partly reversed the changes in cellular ultrastructure and mRNA and protein expressions of the TLR4/NF-κB pathway, and the effects were the most conspicuous following the combined treatment with high-dose BYF-medicated serum and PDTC.
CONCLUSIONS
BYF can inhibit cell apoptosis, inflammation and mucus hypersecretion in CSE-induced BEAS-2B cells by inhibiting the TLR4/NF-κB signaling pathway.
Humans
;
Epithelial Cells/cytology*
;
Drugs, Chinese Herbal/pharmacology*
;
NF-kappa B/metabolism*
;
Bronchi/cytology*
;
Smoke/adverse effects*
;
Apoptosis/drug effects*
;
Mucin 5AC/metabolism*
;
Cell Line
;
Toll-Like Receptor 4/metabolism*
;
Mucin-5B/metabolism*
;
Signal Transduction/drug effects*
;
Nicotiana
;
Rats
;
Thiocarbamates/pharmacology*
;
Animals
3.GPT2-ICC: A data-driven approach for accurate ion channel identification using pre-trained large language models.
Zihan ZHOU ; Yang YU ; Chengji YANG ; Leyan CAO ; Shaoying ZHANG ; Junnan LI ; Yingnan ZHANG ; Huayun HAN ; Guoliang SHI ; Qiansen ZHANG ; Juwen SHEN ; Huaiyu YANG
Journal of Pharmaceutical Analysis 2025;15(8):101302-101302
Current experimental and computational methods have limitations in accurately and efficiently classifying ion channels within vast protein spaces. Here we have developed a deep learning algorithm, GPT2 Ion Channel Classifier (GPT2-ICC), which effectively distinguishing ion channels from a test set containing approximately 239 times more non-ion-channel proteins. GPT2-ICC integrates representation learning with a large language model (LLM)-based classifier, enabling highly accurate identification of potential ion channels. Several potential ion channels were predicated from the unannotated human proteome, further demonstrating GPT2-ICC's generalization ability. This study marks a significant advancement in artificial-intelligence-driven ion channel research, highlighting the adaptability and effectiveness of combining representation learning with LLMs to address the challenges of imbalanced protein sequence data. Moreover, it provides a valuable computational tool for uncovering previously uncharacterized ion channels.
4.Technical key points and vital improvements of single-port robotic prepectoral breast reconstruction
Jun LIU ; Zihan WANG ; Guangqian SHEN ; Mengxin LI ; Hongchuan JIANG
International Journal of Surgery 2025;52(6):370-375
Objective:To explore the technical key points and vital improvements of single-port robotic prepectoral breast reconstruction.Methods:A retrospective analysis was conducted on the case data of 10 patients with breast cancer who underwent single-port robotic prepectoral breast reconstruction performed in the Department of Breast Surgery, Beijing Chao-Yang Hospital, Capital Medical University from January to March 2025. Technical key points and vital improvements were summarized.Results:All 10 patients underwent surgery using the da Vinci Xi system. During the postoperative follow-up period of (3±1) months, no cases of flap or nipple-areola complex necrosis occurred, with no instances of implant loss. The patients experienced neither severe perioperative nor late postoperative complications, and all were satisfied with the aesthetic outcomes. In single-port robotic prepectoral breast reconstruction, several technical modifications were implemented, including posterior space liposuction, electrocautery-assisted flap dissection, and single-port Trocar connection to robotic arms. These refinements enabled clear intraoperative visualization of the circummammary ligaments, allowing for breast reconstruction to be completed within the fascial anatomical planes.Conclusion:The single-port robotic prepectoral breast reconstruction, achieved through technical refinements including posterior space liposuction, electrocautery-assisted flap dissection, and single-port Trocar connection to robotic arms, demonstrates excellent procedural feasibility and is expected to enable precise glandular resection while achieving favorable breast contour outcomes.
5.Bufei-Yishen formula mitigates mitochondrial damage in rats with chronic obstructive pulmonary disease by regulating AMPK/PGC-1α signaling pathway
Li MA ; Zhengyuan FAN ; Ya LI ; Gaofeng LI ; Zihan SHEN ; Suyun LI
Chinese Journal of Pathophysiology 2025;41(11):2200-2209
AIM:This study aimed to explore the mechanism by which Bufei-Yishen formula(BYF)mitigates mitochondrial damage in rats with chronic obstructive pulmonary disease(COPD)by regulating the AMPK/PGC-1α signal-ing pathway.METHODS:Forty rats were randomly divided into four groups,each containing ten rats each:control group,COPD group,BYF group,and N-acetylcysteine(NAC)group.The COPD model was established through chronic cigarette smoke exposure combined with periodic bacterial inoculations over an eight-week induction phase.During the subsequent eight-week treatment period(i.e.,weeks 9~16),rats in the control and COPD groups received an isovolumet-ric saline solution via oral gavage,at a standardized daily dose of 2 mL per animal.Moreover,rats in the BYF and NAC groups were given Bufei Yishen formula(11.61 g·kg-1·d-1)or N-acetylcysteine(54 mg·kg-1·d-1)by gavage,once per day.At week 16,samples were collected and the general condition of the rats was observed.Body weight was recorded weekly.We also obtained data characterizing rat lung function,lung pathology,ATP content,and mitochondrial ultra-structure,as well as the levels of interleukin-6(IL-6),tumor necrosis factor-alpha(TNF-α),interleukin-1β(IL-1β),se-rum transforming growth factor-beta 1(TGF-β1)and the enzymatic activities of mitochondrial electron transport chain complexes I(NADH dehydrogenase)and III(cytochrome c reductase).Finally,we quantified the mRNA and protein lev-els of AMPK and PGC-1α in lung tissue.RESULTS:Compared to the control group,the COPD group exhibited yellow-ish hair color,reduced gloss,slower weight gain,and a disordered respiratory rhythm.We also observed significant de-creases(P<0.01)in pulmonary function tidal volume(TV),minute ventilation(MV),peak expiratory flow(PEF),expi-ratory flow at 50%of tidal volume(EF50),forced vital capacity(FVC),forced expiratory volume in 0.1 s(FEV0.1),and FEV0.1/FVC.Histopathological analysis showed alveolar cavity enlargement,bullous changes in lung morphology,smooth muscle hypertrophy in the tracheal wall,ciliary destroyed,mucosal shrinking and thickening,and a large number of in-flammatory cells gathered around the tube.Moreover,the mean linear intercept(MLI)and bronchial wall thickness(BWt)had both significantly increased(P<0.01).Electron microscopic analysis of the lungs revealed a reduction in the number of mitochondria in alveolar epithelial cells,a swollen and deformed lung morphology overall.We observed that the mitochondrial cristae were broken,dissolved or vacuolated,accompanied by a significant reduction in the number of lamel-lar bodies and lung volume,along with a disordered internal lipid layer structure.Furthermore,some lung samples were vacuolated or had content leakage.Further quantitative analyses showed statistically significant increases(P<0.01)in the levels of serum pro-inflammatory mediators,including IL-6,TNF-α,IL-1β,and TGF-β1.At the same time we observed substantial reductions in the enzymatic activities of mitochondrial electron transport chain complexes I and III(P<0.01).Moreover,we found that metabolic impairment correlated with significantly attenuated ATP production(P<0.01)in exper-imental subjects.Moreover,the expression levels of AMPK and PGC-1α mRNA and proteins in lung tissue were signifi-cantly decreased(P<0.01).Moreover,compared to the COPD group,the BYF group showed significant improvements in several of the above indicators,albeit to different degrees(P<0.01 or P<0.05).Moreover,BYF was more effective than NAC in improving minute ventilation and up-regulating PGC-1α expression(P<0.05).CONCLUSION:Bufei-Yishen formula may ameliorate mitochondrial damage in rats with chronic obstructive pulmonary disease by regulating the AMPK/PGC-1α signaling pathway.
6.Bufei-Yishen formula mitigates mitochondrial damage in rats with chronic obstructive pulmonary disease by regulating AMPK/PGC-1α signaling pathway
Li MA ; Zhengyuan FAN ; Ya LI ; Gaofeng LI ; Zihan SHEN ; Suyun LI
Chinese Journal of Pathophysiology 2025;41(11):2200-2209
AIM:This study aimed to explore the mechanism by which Bufei-Yishen formula(BYF)mitigates mitochondrial damage in rats with chronic obstructive pulmonary disease(COPD)by regulating the AMPK/PGC-1α signal-ing pathway.METHODS:Forty rats were randomly divided into four groups,each containing ten rats each:control group,COPD group,BYF group,and N-acetylcysteine(NAC)group.The COPD model was established through chronic cigarette smoke exposure combined with periodic bacterial inoculations over an eight-week induction phase.During the subsequent eight-week treatment period(i.e.,weeks 9~16),rats in the control and COPD groups received an isovolumet-ric saline solution via oral gavage,at a standardized daily dose of 2 mL per animal.Moreover,rats in the BYF and NAC groups were given Bufei Yishen formula(11.61 g·kg-1·d-1)or N-acetylcysteine(54 mg·kg-1·d-1)by gavage,once per day.At week 16,samples were collected and the general condition of the rats was observed.Body weight was recorded weekly.We also obtained data characterizing rat lung function,lung pathology,ATP content,and mitochondrial ultra-structure,as well as the levels of interleukin-6(IL-6),tumor necrosis factor-alpha(TNF-α),interleukin-1β(IL-1β),se-rum transforming growth factor-beta 1(TGF-β1)and the enzymatic activities of mitochondrial electron transport chain complexes I(NADH dehydrogenase)and III(cytochrome c reductase).Finally,we quantified the mRNA and protein lev-els of AMPK and PGC-1α in lung tissue.RESULTS:Compared to the control group,the COPD group exhibited yellow-ish hair color,reduced gloss,slower weight gain,and a disordered respiratory rhythm.We also observed significant de-creases(P<0.01)in pulmonary function tidal volume(TV),minute ventilation(MV),peak expiratory flow(PEF),expi-ratory flow at 50%of tidal volume(EF50),forced vital capacity(FVC),forced expiratory volume in 0.1 s(FEV0.1),and FEV0.1/FVC.Histopathological analysis showed alveolar cavity enlargement,bullous changes in lung morphology,smooth muscle hypertrophy in the tracheal wall,ciliary destroyed,mucosal shrinking and thickening,and a large number of in-flammatory cells gathered around the tube.Moreover,the mean linear intercept(MLI)and bronchial wall thickness(BWt)had both significantly increased(P<0.01).Electron microscopic analysis of the lungs revealed a reduction in the number of mitochondria in alveolar epithelial cells,a swollen and deformed lung morphology overall.We observed that the mitochondrial cristae were broken,dissolved or vacuolated,accompanied by a significant reduction in the number of lamel-lar bodies and lung volume,along with a disordered internal lipid layer structure.Furthermore,some lung samples were vacuolated or had content leakage.Further quantitative analyses showed statistically significant increases(P<0.01)in the levels of serum pro-inflammatory mediators,including IL-6,TNF-α,IL-1β,and TGF-β1.At the same time we observed substantial reductions in the enzymatic activities of mitochondrial electron transport chain complexes I and III(P<0.01).Moreover,we found that metabolic impairment correlated with significantly attenuated ATP production(P<0.01)in exper-imental subjects.Moreover,the expression levels of AMPK and PGC-1α mRNA and proteins in lung tissue were signifi-cantly decreased(P<0.01).Moreover,compared to the COPD group,the BYF group showed significant improvements in several of the above indicators,albeit to different degrees(P<0.01 or P<0.05).Moreover,BYF was more effective than NAC in improving minute ventilation and up-regulating PGC-1α expression(P<0.05).CONCLUSION:Bufei-Yishen formula may ameliorate mitochondrial damage in rats with chronic obstructive pulmonary disease by regulating the AMPK/PGC-1α signaling pathway.
7.Effect of artesunate on NaF-induced apoptosis and mitophagy in osteocytes MLO-Y4
Zihan WANG ; Yuchen SHEN ; Kai LOU ; Fangmin SHEN ; Yuting WANG ; Xinyi BAO ; Lubin ZHANG ; Yun ZHANG
Chinese Journal of Pharmacology and Toxicology 2024;38(3):183-193
OBJECTIVE To investigate the protective effect of artesunate(Art)against apoptosis and mitophagy induced by NaF in osteocytes MLO-Y4,and to explore the molecular mechanism.METHODS MLO-Y4 cells were treated with NaF(2 mmol·L-1)for 48 h to establish an in vitro model of osteocytes injuries,and the cells were divided into the cell control group,NaF(2 mmol·L-1)group and NaF+Art 0.25,0.50 and 1.00 μmol·L-1 groups.The cells were pretreated for 2 h and NaF was added for 48 h.The cell survival of MLO-Y4 cells was detected by MTT assay.The cell viability of MLO-Y4 cells was measured by Calcein-AM staining.The lactate dehydrogenase(LDH)content in the supernatant was examined by the LDH detection kit.The level of intracellular reactive oxygen species(ROS)was examined by DCFH-DA staining.The malondialdehyde(MDA)content and superoxide dismutase(SOD)activity were detected by chemical colorimetry.Apoptosis was measured by Hoechst33342 staining and Annexin-V/PI staining.The level of mitochondrial membrane potential(MMP)was measured by JC-1 staining.The formation of autophagic vacuoles and morphological mitochondrial changes were observed via Lyso-tracker staining and Mito-Tracker staining.The ATP content was detected with the luciferase method.The expression of microtubule-associated protein light chain 3(LC-3)in mitochon-dria was examined by immunofluorescence staining.Protein expressions of LC-3,P62,E3 ubiquitin-ligase(Parkin)and PTEN-induced putative kinase 1(PINK1)were detected by Western blotting.RESULTS Compared with the cell control group,the cell survival rate and cell viability were significantly reduced in the NaF group(P<0.01),LDH content in the supernatant,the level of intracellular ROS,the MDA content,apoptosis rate and autophagic vesicle formation were remarkably increased(P<0.01),protein levels of Parkin and PINK1,and the conversion of LC-3Ⅱ from LC-3Ⅰ were markedly upregulated along with the elevation of LC-3 in damaged mitochondria(P<0.01),while P62 levels,SOD activity,MMP and ATP contents were reduced in NaF cells(P<0.05,P<0.01).Compared with NaF group,the cell viability and survival rate of MLO-Y4 cells in NaF+Art 0.25,0.50 and 1.00 μmol·L-1 groups were significantly increased(P<0.01);the content of LDH in supernatants was decreased obviously(P<0.01);the levels of intracellular ROS and MDA content were markedly reduced(P<0.05,P<0.01);the apoptosis rate and autophagic vesicle formation were remarkably decreased(P<0.05,P<0.01);protein levels of Parkin and PINK1,and the conversion of LC-3Ⅱ from LC-3Ⅰ were markedly down-regulated along with the accumulation of LC-3 in damaged mitochondria(P<0.01);MMP and ATP content were also reduced(P<0.05,P<0.01);while SOD activityand P62 levelwere significantly increased(P<0.05,P<0.01).CONCLU-SION Art has a protective effect against oxidative damage induced by NaF in MLO-Y4 cells,which might be related to the inhibition of apoptosis and mitophagy.
8.Gastric emptying in patients with cholelithiasis and in patients following cholecystectomy: measurement by ultrasonography
Keting WU ; Ju GAO ; Dejuan SHEN ; Zihan MU ; Chao XIN ; Yali GE
Chinese Journal of Anesthesiology 2023;43(4):406-409
Objective:To evaluate the gastric emptying in the patients with cholelithiasis and in the patients following cholecystectomy by ultrasonography.Methods:Thirty patients with cholelithiasis, 30 post-cholecystectomy patients and 30 healthy volunteers, of either sex, aged 18-64 yr, with body mass index of 18-30 kg/m 2, of American Society of Anesthesiologists Physical Status classification Ⅰor Ⅱ, were selected and divided into cholelithiasis group (group CH), post-cholecystectomy group (group PC) and healthy volunteer group (group HV). The indigestion scores of the enrolled subjects in the past 3 months were assessed; the subjects took a semi-solid test meal (300 kcal) in the fasting state, and the cross-sectional area (CSA) of the gastric sinus was measured using ultrasound at fasting (T 0) and 5, 15, 30, 45, 60, 90 and 120 min after the test meal was taken (T 1-7). The gastric emptying fraction at T 5, 6 was calculated. The gastric half-emptying time and remaining area of the gastric sinus at T 7 were also calculated. Results:Compared with group HV, dyspepsia scores were significantly increased within the past 3 months ( P<0.05), the CSA of the gastric sinus was increased at T 3-7, the gastric emptying fraction was decreased at T 5-6, the gastric half-emptying time was prolonged, and the remaining area of the gastric sinus was increased at T 7 in group CH and group PC ( P<0.05). Compared with group CH, the CSA of the gastric sinus was significantly increased at T 4-7, the gastric emptying fraction was decreased at T 5, 6, the gastric half-emptying time was prolonged, and the remaining area of the gastric sinus was increased at T 7 in group PC ( P<0.05). Conclusions:Gastric emptying time is longer in the patients with cholelithiasis and in the patients following cholecystectomy than in healthy subjects and is further prolonged after cholecystectomy in the patients.
9.Incidence and mortality of lung cancer in countries with different human development index
Xiaoqiong ZHU ; Dongming JIANG ; Jiaying SHEN ; Zheyun NIU ; Ming HU ; Huixian ZENG ; Zhiyu YANG ; Zihan ZHANG ; Cunxi ZHAO ; Guangwen CAO
Shanghai Journal of Preventive Medicine 2023;35(4):305-313
ObjectiveTo compare the annual and age trends of the age-standard incidence rate (ASIR) and the age-standard mortality rate (ASMR) of lung cancer in countries with different human development index (HDI) from 1990 to 2019. MethodsThe data were collected from the global burden of disease study and GLOBOCAN 2020. The average annual percentage change (AAPC) and age trends of ASIR and ASMR in lung cancer were analyzed by the Joinpoint regression model, and the comparison between the four groups was analyzed by Kruskale-Wallis analysis. ResultsIn 2020, the incidence and mortality of lung cancer gradually increased with age and HDI grade. From 1990 to 2019, the global ASIR and ASMR of lung cancer decreased, and the ASIR of lung cancer among male decreased, while the ASIR of lung cancer among female increased. The results showed that ASIR of lung cancer in female residents in countries with very high HDI increased significantly from 1996 to 2011, resulting in an overall upward trend in female ASIR, while the other groups showed a downward trend. It was found that ASIR and ASMR of lung cancer in China and India were on the rise, while ASIR and ASMR of lung cancer in Russia and the United States were on the decline. ConclusionAlthough very high/high HDI countries face a higher burden of lung cancer occurrence and death, the accumulation of lung cancer burden is completed in the transitioning period. Therefore, lung cancer prevention measures in countries in transition are critical for global lung cancer control.
10.Application of prediction models in clinical research
Zheyun NIU ; Jiaying SHEN ; Zihan ZHANG ; Dongming JIANG ; Hongwei ZHANG ; Guangwen CAO
Shanghai Journal of Preventive Medicine 2023;35(1):56-65
Chronic diseases have become an important public health problem for people under 70 years of age worldwide, while also causing a great economic burden. The establishment of clinical prediction models can help to predict the risk of a disease or the prognostic effect of a study subject in advance by means of index testing at the early stage of chronic diseases, and plays an increasingly important role in clinical practice. This study introduces clinical diagnostic prediction models and clinical prognostic prediction models, and reviews clinical data processing, clinical prediction model building, visualization methods and model evaluation from the perspective of the application of clinical prediction models, which contribute to the correct and reasonable use of prediction models in clinical research.

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