1.Advances of artificial intelligence technology in the discovery and optimization of lead compounds
Zi-yue LI ; Kai-yuan CONG ; Shi-qi WU ; Qi-hua ZHU ; Yun-gen XU ; Yi ZOU
Acta Pharmaceutica Sinica 2024;59(9):2443-2453
In recent years, artificial intelligence (AI) technology has advanced rapidly and has been widely applied in various fields such as medicine and pharmacy, accelerating the drug development process. Focusing on the application of AI in the discovery and optimization of lead compounds, this review provides a detailed introduction to AI-assisted virtual screening and molecular generation methods for discovering lead compounds, while particularly highlighting the cases of AI-drived drugs into clinical trials. Additionally, we briefly outline the application of AI basic algorithm models in quantitative structure-activity relationship (QSAR) and drug repurposing, offering insights for AI-based drug discovery.
2.Expert consensus on ethical requirements for artificial intelligence (AI) processing medical data.
Cong LI ; Xiao-Yan ZHANG ; Yun-Hong WU ; Xiao-Lei YANG ; Hua-Rong YU ; Hong-Bo JIN ; Ying-Bo LI ; Zhao-Hui ZHU ; Rui LIU ; Na LIU ; Yi XIE ; Lin-Li LYU ; Xin-Hong ZHU ; Hong TANG ; Hong-Fang LI ; Hong-Li LI ; Xiang-Jun ZENG ; Zai-Xing CHEN ; Xiao-Fang FAN ; Yan WANG ; Zhi-Juan WU ; Zun-Qiu WU ; Ya-Qun GUAN ; Ming-Ming XUE ; Bin LUO ; Ai-Mei WANG ; Xin-Wang YANG ; Ying YING ; Xiu-Hong YANG ; Xin-Zhong HUANG ; Ming-Fei LANG ; Shi-Min CHEN ; Huan-Huan ZHANG ; Zhong ZHANG ; Wu HUANG ; Guo-Biao XU ; Jia-Qi LIU ; Tao SONG ; Jing XIAO ; Yun-Long XIA ; You-Fei GUAN ; Liang ZHU
Acta Physiologica Sinica 2024;76(6):937-942
As artificial intelligence technology rapidly advances, its deployment within the medical sector presents substantial ethical challenges. Consequently, it becomes crucial to create a standardized, transparent, and secure framework for processing medical data. This includes setting the ethical boundaries for medical artificial intelligence and safeguarding both patient rights and data integrity. This consensus governs every facet of medical data handling through artificial intelligence, encompassing data gathering, processing, storage, transmission, utilization, and sharing. Its purpose is to ensure the management of medical data adheres to ethical standards and legal requirements, while safeguarding patient privacy and data security. Concurrently, the principles of compliance with the law, patient privacy respect, patient interest protection, and safety and reliability are underscored. Key issues such as informed consent, data usage, intellectual property protection, conflict of interest, and benefit sharing are examined in depth. The enactment of this expert consensus is intended to foster the profound integration and sustainable advancement of artificial intelligence within the medical domain, while simultaneously ensuring that artificial intelligence adheres strictly to the relevant ethical norms and legal frameworks during the processing of medical data.
Artificial Intelligence/legislation & jurisprudence*
;
Humans
;
Consensus
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Computer Security/standards*
;
Confidentiality/ethics*
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Informed Consent/ethics*
3.Effect of hyperthermia on biological behavior of squamous cell carcinoma of the tongue by regulating ferroptosis pathway
Pei SHEN ; Yuli HAO ; Xuexiao ZHOU ; Yuan CONG ; Shengzhi WANG ; Yun SHAO ; Ting XU ; Shouyi LI
Chinese Journal of Radiation Oncology 2023;32(3):260-264
Objective:To investigate the regulation and possible mechanism of hyperthermia (HT) on the ferroptosis of squamous cell carcinoma of the tongue cell line CAL-27.Methods:Half maximal inhibitory concentration (IC 50) of Fer-1, an inhibitor of ferroptosis, was detected by CCK-8 assay and used for subsequent experiments. CAL-27 cells were divided into the HT, control, Fer-1 and HT+ Fer-1 groups according to experimental design. Reactive oxygen species (ROS) levels and iron ion concentration were determined by corresponding detection kits. The p53 and TfR1 mRNA levels were detected by real-time reverse transcription PCR. Cell migration was detected by cell scratch test and cell apoptosis was detected by flow cytometry. Results:HT significantly up-regulated the ROS levels ( P<0.01) and iron ion concentration ( P<0.001), and significantly increased the expression levels of p53 and TfR1 mRNA (both P<0.01). The cell migration ability was decreased ( P<0.001), whereas cell apoptosis rate was increased by HT ( P<0.01). In the HT+Fer-1 group, the ROS levels ( P<0.001), iron ion concentration ( P<0.001), expression levels of p53 and TfR1 mRNA (both P<0.01) were significantly down-regulated, the cell migration ability was recovered ( P<0.01), and cell apoptosis rate was decreased ( P<0.01) compared with those in the HT group, respectively. Conclusions:HT may induce the ferroptosis of CAL-27 cell line, inhibit cell migration ability and promote cell apoptosis by activating the p53/TfR1 pathway.
4.Construction of professional competency evaluation system for healthcare-associated infection management professionals
Yang YANG ; Xia ZHAO ; Li-Hong WANG ; Yun-Cong WANG ; Wen-Hui MA ; Hui-Jie ZHAO ; Xu HAN ; Wei WANG ; Zhong-Jing ZHAO
Chinese Journal of Infection Control 2023;22(12):1523-1529
Objective To construct a quantitative evaluation system for professional competency of healthcare-associated infection(HAI)management professionals,and provide scientific basis for the training of professionals through scientific evaluation.Methods Literature and experience summary were adopted to construct evaluation key points.Evaluation key points were selected through expert consultation method,and the weight coefficient of evaluation key points was calculated.The hierarchical evaluation content options for each evaluation key point were designed and assigned score values by expert group.The product of the score of each evaluation key point and its weight was the score for this point,and the total score of the evaluated person was calculated based on the total score of all evaluation points.Results The evaluation system included 25 evaluation key points in 9 dimensions,in-cluding"basic conditions""recognition competency in HAI""monitoring competency in HAI""prevention and con-trol technology application competency in HAI""emergency response competency""organization and coordination competency""quality improvement competency""education and training competency"and"professional scientific re-search competency in HAI prevention and control".Each evaluation key point contained three hierarchical quantita-tive score contents.The internal consistency reliability of the expert's questionnaire consultation Cronbach's a coef-ficient was 0.873,the total scale-level content validity index(S-CVI)was 0.868,and the item-level content validity index(I-CVI)ranged 0.71-1.Conclusion The quantitative evaluation system constructed in this study meets the requirements for reliability and validity.It is scientifically feasible for evaluating the professional competency of HAI management professionals.It can effectively identify weakness in their competency,determine training directions and priorities,and provide a scientific basis for talent development and team building for HAI management profe-ssionals in medical institutions,and promotes high-quality development within hospitals.
5.Gαi1/3 mediation of Akt-mTOR activation is important for RSPO3-induced angiogenesis.
Gang XU ; Li-Na QI ; Mei-Qing ZHANG ; Xue-Yun LI ; Jin-Long CHAI ; Zhi-Qing ZHANG ; Xia CHEN ; Qian WANG ; Ke-Ran LI ; Cong CAO
Protein & Cell 2023;14(3):217-222
6.Screening for asymptomatic atrial fibrillation in elder community populations in Dalian: a single center study.
Yi Heng YANG ; Rong Qian XU ; Rong Feng ZHANG ; Yu Shan WEI ; Li HONG ; Jie SUN ; Tao CONG ; Yun Long XIA
Chinese Journal of Cardiology 2023;51(10):1056-1062
Objective: We aimed to determine the epidemiological characteristics of asymptomatic AF in elder community population (≥65 years old) to analyze the detection rate of different screening methods. Methods: The study was a prospective cohort study. The elder (≥65 years old) residents who voluntarily participated in free physical examination in Dalian community were selected. The participants were randomly divided into screening group (including intensive screening group and single screening group) and control group. The control group received interrogation, medical history collection and routine 12-lead electrocardiogram (ECG) examination. Screening group received an additional single-lead ambulatory ECG equipment worn for 5-7 days. Intensive screening group received two equal-length wearings in 2020 and 2021 respectively, while one screening group only wore once in 2020. Results: Finally 3 340 residents ((70.7±5.0) years old) which consisted of 1 488 males (44.55%) were enrolled. There were 1 945 residents in screening group, including 859 in intensive screening group and 1 086 in one-time screening group. The control group included 1 395 people. Detection rate of asymptomatic AF was significantly higher in screening group than control group (79(4.06%) vs. 24(1.72%), P<0.001). Higher detection rate was found in screening group than control group in AF risk factors (1 or 2-3) subgroups and CHA2DS2-VASc score (2-3 or≥4) subgroups (P<0.05). Additionally, no difference was found between intensive screening group and single screening group (42(4.89%) vs. 37(3.41%), P=0.100). Intensive screening increased detection rate (7(6.93%) vs. 1(0.58%), P=0.009) only in residents those with low thrombosis risk (CHA2DS2-VaSc<2). Conclusions: Screening in elderly (≥65 years old) can significantly improve the detection rate of asymptomatic AF by wearing single lead dynamic ECG device. The rate increased significantly with the increase of risk factors associated with AF by single screening. In addition, repeat screening of the same method may only improve detection rates in the group with low risk thrombotic scores and non-combination of AF risk factors.Screening methods that are appropriate for different populations may require further exploration.
Male
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Humans
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Aged
;
Atrial Fibrillation/epidemiology*
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Prospective Studies
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Electrocardiography
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Risk Factors
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Stroke
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Risk Assessment
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Mass Screening/methods*
7.Screening for asymptomatic atrial fibrillation in elder community populations in Dalian: a single center study.
Yi Heng YANG ; Rong Qian XU ; Rong Feng ZHANG ; Yu Shan WEI ; Li HONG ; Jie SUN ; Tao CONG ; Yun Long XIA
Chinese Journal of Cardiology 2023;51(10):1056-1062
Objective: We aimed to determine the epidemiological characteristics of asymptomatic AF in elder community population (≥65 years old) to analyze the detection rate of different screening methods. Methods: The study was a prospective cohort study. The elder (≥65 years old) residents who voluntarily participated in free physical examination in Dalian community were selected. The participants were randomly divided into screening group (including intensive screening group and single screening group) and control group. The control group received interrogation, medical history collection and routine 12-lead electrocardiogram (ECG) examination. Screening group received an additional single-lead ambulatory ECG equipment worn for 5-7 days. Intensive screening group received two equal-length wearings in 2020 and 2021 respectively, while one screening group only wore once in 2020. Results: Finally 3 340 residents ((70.7±5.0) years old) which consisted of 1 488 males (44.55%) were enrolled. There were 1 945 residents in screening group, including 859 in intensive screening group and 1 086 in one-time screening group. The control group included 1 395 people. Detection rate of asymptomatic AF was significantly higher in screening group than control group (79(4.06%) vs. 24(1.72%), P<0.001). Higher detection rate was found in screening group than control group in AF risk factors (1 or 2-3) subgroups and CHA2DS2-VASc score (2-3 or≥4) subgroups (P<0.05). Additionally, no difference was found between intensive screening group and single screening group (42(4.89%) vs. 37(3.41%), P=0.100). Intensive screening increased detection rate (7(6.93%) vs. 1(0.58%), P=0.009) only in residents those with low thrombosis risk (CHA2DS2-VaSc<2). Conclusions: Screening in elderly (≥65 years old) can significantly improve the detection rate of asymptomatic AF by wearing single lead dynamic ECG device. The rate increased significantly with the increase of risk factors associated with AF by single screening. In addition, repeat screening of the same method may only improve detection rates in the group with low risk thrombotic scores and non-combination of AF risk factors.Screening methods that are appropriate for different populations may require further exploration.
Male
;
Humans
;
Aged
;
Atrial Fibrillation/epidemiology*
;
Prospective Studies
;
Electrocardiography
;
Risk Factors
;
Stroke
;
Risk Assessment
;
Mass Screening/methods*
8.Risk factors of postoperative surgical site infection in colon cancer based on a single center database.
Yu Chen GUO ; Rui SUN ; Bin WU ; Guo Le LIN ; Hui Zhong QIU ; Ke Xuan LI ; Wen Yun HOU ; Xi Yu SUN ; Bei Zhan NIU ; Jiao Lin ZHOU ; Jun Yang LU ; Lin CONG ; Lai XU ; Yi XIAO
Chinese Journal of Gastrointestinal Surgery 2022;25(3):242-249
Objective: To explore the incidence and risk factors of postoperative surgical site infection (SSI) after colon cancer surgery. Methods: A retrospective case-control study was performed. Patients diagnosed with colon cancer who underwent radical surgery between January 2016 and May 2021 were included, and demographic characteristics, comorbidities, laboratory tests, surgical data and postoperative complications were extracted from the specialized prospective database at Department of General Surgery, Peking Union Medical College Hospital. Case exclusion criteria: (1) simultaneously multiple primary colon cancer; (2) segmental resection, subtotal colectomy, or total colectomy; (3) patients undergoing colostomy/ileostomy during the operation or in the state of colostomy/ileostomy before the operation; (4) patients receiving natural orifice specimen extraction surgery or transvaginal colon surgery; (5) patients with the history of colectomy; (6) emergency operation due to intestinal obstruction, perforation and acute bleeding; (7) intestinal diversion operation; (8) benign lesions confirmed by postoperative pathology; (9) patients not following the colorectal clinical pathway of our department for intestinal preparation and antibiotic application. Univariate analysis and multivariate analysis were used to determine the risk factors of SSI after colon cancer surgery. Results: A total of 1291 patients were enrolled in the study. 94.3% (1217/1291) of cases received laparoscopic surgery. The incidence of overall SSI was 5.3% (69/1291). According to tumor location, the incidence of SSI in the right colon, transverse colon, left colon and sigmoid colon was 8.6% (40/465), 5.2% (11/213), 7.1% (7/98) and 2.1% (11/515) respectively. According to resection range, the incidence of SSI after right hemicolectomy, transverse colectomy, left hemicolectomy and sigmoid colectomy was 8.2% (48/588), 4.5% (2/44), 4.8% (8 /167) and 2.2% (11/492) respectively. Univariate analysis showed that preoperative BUN≥7.14 mmol/L, tumor site, resection range, intestinal anastomotic approach, postoperative diarrhea, anastomotic leakage, postoperative pneumonia, and anastomotic technique were related to SSI (all P<0.05). Multivariate analysis revealed that anastomotic leakage (OR=22.074, 95%CI: 6.172-78.953, P<0.001), pneumonia (OR=4.100, 95%CI: 1.546-10.869, P=0.005), intracorporeal anastomosis (OR=5.288, 95%CI: 2.919-9.577,P<0.001) were independent risk factors of SSI. Subgroup analysis showed that in right hemicolectomy, the incidence of SSI in intracorporeal anastomosis was 19.8% (32/162), which was significantly higher than that in extracorporeal anastomosis (3.8%, 16/426, χ(2)=40.064, P<0.001). In transverse colectomy [5.0% (2/40) vs. 0, χ(2)=0.210, P=1.000], left hemicolectomy [5.4% (8/148) vs. 0, χ(2)=1.079, P=0.599] and sigmoid colectomy [2.1% (10/482) vs. 10.0% (1/10), χ(2)=2.815, P=0.204], no significant differences of SSI incidence were found between intracorporeal anastomosis and extracorporeal anastomosis (all P>0.05). Conclusions: The incidence of SSI increases with the resection range from sigmoid colectomy to right hemicolectomy. Intracorporeal anastomosis and postoperative anastomotic leakage are independent risk factors of SSI. Attentions should be paid to the possibility of postoperative pneumonia and actively effective treatment measures should be carried out.
Case-Control Studies
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Colonic Neoplasms/surgery*
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Humans
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Retrospective Studies
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Risk Factors
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Surgical Wound Infection/etiology*
9.Effect of hyperthermia combined with paclitaxel on proliferation, apoptosis and cycle of human tongue squamous cell carcinoma cell line CAL-27
Xuexiao ZHOU ; Pei SHEN ; Fan SHI ; Yun SHAO ; Yuan CONG ; Ting XU ; Shengzhi WANG
Chinese Journal of Radiation Oncology 2022;31(2):192-195
Objective:To observe the effect of hyperthermia combined with paclitaxel on the proliferation, apoptosis and cycle of human tongue squamous cell carcinoma cell line CAL-27, and to explore the underlying mechanism.Methods:The working concentration of paclitaxel was determined by CCK-8 assay, and the cultured CAL-27 cells were divided into the control, paclitaxel, 42℃ hyperthermia and combined treatment groups. The ability of cell proliferation was detected by colony formation assay, and the cell cycle and apoptosis were determined by flow cytometry. The expression levels of AKT, p-AKT, Bcl-2 and Bax proteins in each group were measured by Western blot.Results:Compared with the control group, the proliferation was significantly inhibited and the apoptosis of CAL-27 cells was significantly promoted in the combined treatment, hyperthermia and paclitaxel groups (all P<0.05), and the anti-proliferation and apoptosis-promoting effect in the combined treatment group was significantly better than those in the hyperthermia and paclitaxel groups (all P<0.05). Western blot showed that hyperthermia combined with paclitaxel could significantly up-regulate the expression level of Bax protein and significantly down-regulate the expression levels of P-AKT and Bcl-2 in CAL-27 cells (all P<0.05). Conclusions:Hyperthermia combined with paclitaxel can play a synergistic role in inhibiting proliferation and promoting apoptosis of tongue squamous cell carcinoma CAL-27 cells. The mechanism may be related to the inhibition of AKT activation and the activation of Bax/Bcl-2 apoptosis signaling pathway.
10.Comparison of UPLC Fingerprint and Determination of Main Components Before and After Processing of Artemisiae Argyi Folium Processed with Four Excipients
Li-xia WANG ; Cong LIU ; Xiao-yun YANG ; Xiao-xu CHEN ; Tong JIANG ; Li-ying TANG ; Zhu-ju WANG
Chinese Journal of Experimental Traditional Medical Formulae 2021;27(22):147-154
Objective:To establish the ultra-performance liquid chromatography (UPLC) fingerprints of Artemisiae Argyi Folium and Artemisiae Argyi Folium processed with four excipients, and quantitatively analyze the 8 phenolic acids and flavonoids contained in them, in order to explore the quality evaluation method of Artemisiae Argyi Folium processed with four excipients. Method:UPLC was used with Shim-pack XR-ODS C18 column (2.0 mm×75 mm, 2.2 µm), mobile phase of acetonitrile (A) -0.2% formic acid aqueous solution (B) for gradient elution (0-1 min, 10%A; 1-2 min, 10%-15%A; 2-17 min, 15%-18%A; 17-24 min, 18%-28%A; 24-36 min, 28%-38%A; 36-41 min, 38%-60%A; 41-45 min, 60%-100%A), detection wavelength of 330 nm and flow rate of 0.2 mL·min-1. The UPLC fingerprints of Artemisiae Argyi Folium before and after processing were established, and analyzed by chemometrics. Contents of 5-caffeoylquinic acid, 3-caffeoylquinic acid, 4-caffeoylquinic acid, 3,4-dicaffeoylquinic acid, 3,5-dicaffeoylquinic acid, 4,5-dicaffeoylquinic acid, jaceosidin and epuatilin in the decoction pieces were determined. Result:The fingerprints of Artemisiae Argyi Folium before and after processing were established, and the UPLC characteristic chromatograms of Artemisiae Argyi Folium before and after processing had good consistency, and the similarity was >0.94. Compared with Artemisiae Argyi Folium, the contents of 3-caffeoylquinic acid and 3,4-dicaffeoylquinic acid had no significant change after processing, the contents of jaceosidin and epuatilin decreased after processing, while the contents of 5-caffeoylquinic acid, 4-caffeoylquinic acid and 4,5-dicaffeoylquinic acid increased significantly (

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