1.Artificial intelligence-driven multi-omics approaches in Alzheimer's disease: Progress, challenges, and future directions.
Fang REN ; Jing WEI ; Qingxin CHEN ; Mengling HU ; Lu YU ; Jianing MI ; Xiaogang ZHOU ; Dalian QIN ; Jianming WU ; Anguo WU
Acta Pharmaceutica Sinica B 2025;15(9):4327-4385
Alzheimer's disease (AD) is a progressive neurodegenerative disorder characterized by cognitive decline and memory loss, with few effective treatments currently available. The multifactorial nature of AD, shaped by genetic, environmental, and biological factors, complicates both research and clinical management. Recent advances in artificial intelligence (AI) and multi-omics technologies provide new opportunities to elucidate the molecular mechanisms of AD and identify early biomarkers for diagnosis and prognosis. AI-driven approaches such as machine learning, deep learning, and network-based models have enabled the integration of large-scale genomic, transcriptomic, proteomic, metabolomic, and microbiomic datasets. These efforts have facilitated the discovery of novel molecular signatures and therapeutic targets. Methods including deep belief networks and joint deep semi-non-negative matrix factorization have contributed to improvements in disease classification and patient stratification. However, ongoing challenges remain. These include data heterogeneity, limited interpretability of complex models, a lack of large and diverse datasets, and insufficient clinical validation. The absence of standardized multi-omics data processing methods further restricts progress. This review systematically summarizes recent advances in AI-driven multi-omics research in AD, highlighting achievements in early diagnosis and biomarker discovery while discussing limitations and future directions needed to advance these approaches toward clinical application.
2.Evolution-guided design of mini-protein for high-contrast in vivo imaging.
Nongyu HUANG ; Yang CAO ; Guangjun XIONG ; Suwen CHEN ; Juan CHENG ; Yifan ZHOU ; Chengxin ZHANG ; Xiaoqiong WEI ; Wenling WU ; Yawen HU ; Pei ZHOU ; Guolin LI ; Fulei ZHAO ; Fanlian ZENG ; Xiaoyan WANG ; Jiadong YU ; Chengcheng YUE ; Xinai CUI ; Kaijun CUI ; Huawei CAI ; Yuquan WEI ; Yang ZHANG ; Jiong LI
Acta Pharmaceutica Sinica B 2025;15(10):5327-5345
Traditional development of small protein scaffolds has relied on display technologies and mutation-based engineering, which limit sequence and functional diversity, thereby constraining their therapeutic and application potential. Protein design tools have significantly advanced the creation of novel protein sequences, structures, and functions. However, further improvements in design strategies are still needed to more efficiently optimize the functional performance of protein-based drugs and enhance their druggability. Here, we extended an evolution-based design protocol to create a novel minibinder, BindHer, against the human epidermal growth factor receptor 2 (HER2). It not only exhibits super stability and binding selectivity but also demonstrates remarkable properties in tissue specificity. Radiolabeling experiments with 99mTc, 68Ga, and 18F revealed that BindHer efficiently targets tumors in HER2-positive breast cancer mouse models, with minimal nonspecific liver absorption, outperforming scaffolds designed through traditional engineering. These findings highlight a new rational approach to automated protein design, offering significant potential for large-scale applications in therapeutic mini-protein development.
3.Effects of isocaloric high-fat diet on energy metabolism and endurance exercise capacity in SD rats
Shuai CHEN ; Xiangyuan DENG ; Hedong LANG ; Ruiliang ZHANG ; Xin RAO ; Jiaqi YUAN ; Jundong ZHU ; Yu QIN ; Mantian MI
Journal of Army Medical University 2024;46(9):940-951
Objective To investigate the effects of a 45%high-fat diet(HFD)with isocaloric intake on energy metabolism and endurance exercise capacity in SD rats.Methods Twenty-four male SD rats were randomly divided into normal chow diet group(CON),HFD group,normal chow diet+exercise training group(CONT),and HFD+exercise training group(HFDT).The CON and CONT groups received normal chow diet,while the HFD and HFDT groups received a 45%high-fat diet with isocaloric intake.The HFDT and CONT groups underwent an endurance training of moderate-intensity running for 6 weeks.Body weight,fat mass,and lean mass were measured weekly.Energy expenditure and basal metabolic rate during rest and exercise states were measured using Pheno Master/Calo Treadmill system.Blood glucose,lipids,and creatine kinase levels were detected after the exhaustion test.Results In 6 weeks after intervention,the endurance exercise capacity was significantly enhanced in the HFDT group than the CONT group(P<0.05).There were no obvious differences in body weight and body composition among the groups under isoenergetic feeding conditions.At rest,no statistical differences were observed in total energy expenditure and basal metabolic rate among the groups.However,prior to the 4th week,the CON group primarily metabolized carbohydrates while the HFD group primarily metabolized fats.But the carbohydrate metabolism was decreased and then increased,and the substrate metabolism rates eventually reached similar levels between the 2 groups on the 5th to 6th week.The HFDT group primarily metabolized fats while the CONT group primarily metabolized carbohydrates,with significant differences persisting after 6 weeks of training(P<0.05).HFD led to elevated levels of serum cholesterol,triglycerides(TG),and high-density lipoprotein cholesterol(HDL-C),but,endurance training resulted in decreased lipid levels in the HFDT group,accompanied by an increase inβ-hydroxybutyrate(βHB)level(P<0.05).Isoenergetic diets had no significant differences in their effects on liver and kidney function or muscle damage indicators.Conclusion An isoenergetic HFD can improve fat utilization ability and extend endurance exercise time in rats without altering body composition or affecting liver and kidney function.
4.Sensitive Detection of Hypochlorous Acid Using Porphyrin-pyridyl Conjugated Oligomer-based Fluorescent Nanoprobe
Ji-Yan HUANG ; Mi-Xue CHEN ; Jin-Ling LI ; Yi XIAO ; Hong-Mei HUANG ; You-Yu ZHANG
Chinese Journal of Analytical Chemistry 2024;52(8):1132-1140,中插6-中插11
Conjugated oligomers,as analogues of conjugated polymers,allow for constructing ultrafine fluorescent nanoparticles with improved sensing sensitivity due to their more precisely defined molecular structure and smaller size.Herein,a new porphyrin-pyridyl conjugated oligomer,i.e.,Zn-TPP-OMe,was designed and synthesized via Sonogashira coupling strategy and a super-small(~2.0 nm)water-soluble fluorescent nanoprobe(Zn-TPP-OMe nanoparticles(NPs))was subsequent obtained by nanoprecipitation method.Due to the addition reaction of chlorine atom to porphyrin ring,the fluorescence intensity of Zn-TPP-OMe NPs at 619-660 nm significantly decreased with increasing HCLO concentration.Meanwhile,Zn-TPP-OMe NPs aggregated obviously after adding HClO,achieving enhanced fluorescence quenching.The fluorescence detection mechanism was verified by transmission electron microscopy(TEM),proton nuclear magnetic resonance(1H NMR)and high resolution mass spectrometry(HRMS)analyses.The experimental results indicated that the porphyrin-pyridyl conjugated oligomer nanosystem had high sensitivity(LOD=0.005 μmol/L)and excellent selectivity in detection of HClO,and was successfully applied to the sensing of HClO in actual water samples.
5.Protection of Ndrg2 deficiency on renal ischemia-reperfusion injury via activating PINK1/Parkin-mediated mitophagy
Min LIU ; Jianwen CHEN ; Miao SUN ; Lixia ZHANG ; Yao YU ; Weidong MI ; Yulong MA ; Guyan WANG
Chinese Medical Journal 2024;137(21):2603-2614
Background::Renal ischemia-reperfusion (R-I/R) injury is the most prevalent cause of acute kidney injury, with high mortality and poor prognosis. However, the underlying pathological mechanisms are not yet fully understood. Therefore, this study aimed to investigate the role of N-myc downstream-regulated gene 2 ( Ndrg2) in R-I/R injury. Methods::We examined the expression of Ndrg2 in the kidney under normal physiological conditions and after R-I/R injury by immunofluorescence staining, real-time polymerase chain reaction, and western blotting. We then detected R-I/R injury in Ndrg2-deficient ( Ndrg2-/-) mice and wild type ( Ndrg2+/+) littermates in vivo, and detected oxygen and glucose deprivation and reperfusion (OGD-R) injury in HK-2 cells. We further conducted transcriptomic sequencing to investigate the role of Ndrg2 in R-I/R injury and detected levels of oxidative stress and mitochondrial damage by dihydroethidium staining, biochemical assays, and western blot. Finally, we measured the levels of mitophagy in Ndrg2+/+ and Ndrg2-/- mice after R-I/R injury or HK-2 cells in OGD-R injury. Results::Ndrg2 was primarily expressed in renal proximal tubules and its expression was significantly decreased 24 h after R-I/R injury. Ndrg2-/- mice exhibited significantly attenuated R-I/R injury compared to Ndrg2+/+ mice. Transcriptomics profiling showed that Ndrg2 deficiency induced perturbations of multiple signaling pathways, downregulated inflammatory responses and oxidative stress, and increased autophagy following R-I/R injury. Further studies revealed that Ndrg2 deficiency reduced oxidative stress and mitochondrial damage. Notably, Ndrg2 deficiency significantly activated phosphatase and tensin homologue on chromosome ten-induced putative kinase 1 (PINK1)/Parkin-mediated mitophagy. The downregulation of NDRG2 expression significantly increased cell viability after OGD-R injury, increased the expression of heme oxygenase-1, decreased the expression of nicotinamide adenine dinucleotide phosphate oxidase 4, and increased the expression of the PINK1/Parkin pathway. Conclusion::Ndrg2 deficiency might become a therapy target for R-I/R injury by decreasing oxidative stress, maintaining mitochondrial homeostasis, and activating PINK1/Parkin-mediated mitophagy.
6.Severity of COVID-19 reinfection among healthcare workers in a grade A tertiary hospital in Shanghai by the end of 2022
Wanwan LIU ; Qiuqiong DENG ; Jianhua MI ; Jingli GU ; Ling YU ; Zhuyi HUANG ; Jiahong ZHAO ; Fei CHEN ; Qin CAO ; Qun XU
Shanghai Journal of Preventive Medicine 2024;36(2):123-127
ObjectiveTo describe the epidemic characteristics of COVID-19 after policy adjustment from “Category B notifiable disease with category A management” to “Category B notifiable disease with category B management”, and to explore the protective effect of previous infection with SARS-CoV-2 on common symptoms of reinfection. MethodsHealthcare workers infected with SARS-CoV-2 in a grade A tertiary hospital in Shanghai were included in the study from December 4, 2022 to January 11, 2023. Data on demographic characteristics, clinical symptoms, medical history, and COVID-19 vaccination history were collected. We determined the epidemiological curve and characteristics, and then compared the difference in the severity of clinical symptoms between primary and reinfection subjects. ResultsA total of 2 704 cases were included in the study, of which 45 had reinfection, 605 (22.4%)were males, 608 (22.5%)were doctors, 1 275 (47.2%) were nurses, and 2 351 (86.9%) received ≥3 doses of COVID-19 vaccination. The average age of these healthcare workers was (34.9±9.1) years old. The number of cases with mild/moderate illness, asymptomatic infection, fever, headache, dry cough, expectoration, and chest tightness were 2 704 (100.0%), 92 (3.4%), 2 385 (88.2%), 2 066 (76.4%), 1 642 (60.7%), 1 807 (66.8%), and 439 (16.2%), respectively. Reinfection was a protective factor for fever (OR=0.161, P<0.001), headache (OR=0.320, P<0.001), and peak body temperature (β=-0.446, P<0.001). ConclusionFollowing the COVID-19 policy adjustment as a category B notifiable disease, healthcare workers at a grade A tertiary hospital in Shanghai predominantly experiences mild to moderate COVID-19 symptoms. Reinfection results in milder clinical manifestations, with a lower proportion of being asymptomatic.
7.Drug resistance and genetic diversity of clinical strains of Helicobacter pylori in the Qiannan Prefecture and Guiyang City,and their relationships with diseases
Yuan-Yuan ZHANG ; Ke PAN ; Meng-Heng MI ; Yu-Zhu GUAN ; Qiu-Dan LU ; Juan ZHENG ; Jin ZHANG ; Tian-Shu WANG ; Qi LIU ; Zheng-Hong CHEN
Chinese Journal of Zoonoses 2024;40(1):46-55
To understand Helicobacter pylori's drug resistance,genetic diversity,and relationship with clinical diseases in the Guiyang and Qiannan minority areas of Guizhou Province,we collected samples through endoscopy,and isolated and cul-tured H.pylori.The drug resistance and genotype characteristics were determined.The differences in different regions and dis-ease types were compared,and the structural characteristics of H.pylori and mixed infections with different strains of H.py-lori in Qiannan Prefecture were analyzed.A difference in the composition ratio of EPYIA typing in the cagA variable region was observed between the two areas(P=0.012),and the composition ratio of the vacA genotype differed(P=0.000).A total of 94.6%(53/56)new sequences of H.pylori strains from two regions were obtained by MLST.The rate of infection by H.pylori mixed with different strains was 44.4%in Qiannan Pre-fecture,and no significant difference was observed in the com-position of H.pylori mixed infections among patients with dif-ferent clinical diseases(P=0.349).Differences in EPI YA typ-ing and the vacA genotype composition ratio in the cagA varia-ble region of H.pylori were observed between the Qiannan Prefecture and Guiyang City.
8.Full-length transcriptome sequencing and bioinformatics analysis of Polygonatum kingianum
Qi MI ; Yan-li ZHAO ; Ping XU ; Meng-wen YU ; Xuan ZHANG ; Zhen-hua TU ; Chun-hua LI ; Guo-wei ZHENG ; Jia CHEN
Acta Pharmaceutica Sinica 2024;59(6):1864-1872
The purpose of this study was to enrich the genomic information and provide a basis for further development and utilization of
9.Clinical trial of Morinda officinalis oligosaccharides in the continuation treatment of adults with mild and moderate depression
Shu-Zhe ZHOU ; Zu-Cheng HAN ; Xiu-Zhen WANG ; Yan-Qing CHEN ; Ya-Ling HU ; Xue-Qin YU ; Bin-Hong WANG ; Guo-Zhen FAN ; Hong SANG ; Ying HAI ; Zhi-Jie JIA ; Zhan-Min WANG ; Yan WEI ; Jian-Guo ZHU ; Xue-Qin SONG ; Zhi-Dong LIU ; Li KUANG ; Hong-Ming WANG ; Feng TIAN ; Yu-Xin LI ; Ling ZHANG ; Hai LIN ; Bin WU ; Chao-Ying WANG ; Chang LIU ; Jia-Fan SUN ; Shao-Xiao YAN ; Jun LIU ; Shou-Fu XIE ; Mao-Sheng FANG ; Wei-Feng MI ; Hong-Yan ZHANG
The Chinese Journal of Clinical Pharmacology 2024;40(6):815-819
Objective To observe the efficacy and safety of Morinda officinalis oligosaccharides in the continuation treatment of mild and moderate depression.Methods An open,single-arm,multi-center design was adopted in our study.Adult patients with mild and moderate depression who had received acute treatment of Morinda officinalis oligosaccharides were enrolled and continue to receive Morinda officinalis oligosaccharides capsules for 24 weeks,the dose remained unchanged during continuation treatment.The remission rate,recurrence rate,recurrence time,and the change from baseline to endpoint of Hamilton Depression Scale(HAMD),Hamilton Anxiety Scale(HAMA),Clinical Global Impression-Severity(CGI-S)and Arizona Sexual Experience Scale(ASEX)were evaluated.The incidence of treatment-related adverse events was reported.Results The scores of HAMD-17 at baseline and after treatment were 6.60±1.87 and 5.85±4.18,scores of HAMA were 6.36±3.02 and 4.93±3.09,scores of CGI-S were 1.49±0.56 and 1.29±0.81,scores of ASEX were 15.92±4.72 and 15.57±5.26,with significant difference(P<0.05).After continuation treatment,the remission rate was 54.59%(202 cases/370 cases),and the recurrence rate was 6.49%(24 cases/370 cases),the recurrence time was(64.67±42.47)days.The incidence of treatment-related adverse events was 15.35%(64 cases/417 cases).Conclusion Morinda officinalis oligosaccharides capsules can be effectively used for the continuation treatment of mild and moderate depression,and are well tolerated and safe.
10.Impact of iodine nutritional status changes on thyroid function in the elderly in high iodine areas of Jiangsu province: A serial cross-sectional surveys
Mengjie ZHANG ; Lina ZHANG ; Weinuo MI ; Yu SUN ; Tonggao SHEN ; Guofang CHEN ; Chao LIU ; Shuhang XU
Chinese Journal of Endocrinology and Metabolism 2024;40(1):37-43
Objective:To investigate the alteration in iodine nutritional status and influence on thyroid function in the elderly aged≥65 years following water source modification in high iodine areas.Methods:Data from Yaoji Town, Xuzhou, Jiangsu(an area with high iodine due to water sources) of the national epidemiological survey on thyroid diseases, iodine nutrition, and diabetes(TIDE study) in 31 provinces and cities in China from 2015 to 2017 were utilized. Additionally, data from the screening, monitoring, and intervention on thyroid diseases(TOPS study) in the elderly(≥65 years) in Shunhe Town, Suqian, Jiangsu(an area with iodine levels exceeding the recommended amount), and Yaoji Town, Xuzhou from May to August 2021, are included. Each subject completed a questionnaire, physical examination, laboratory tests and thyroid ultrasound examinations. A total of 2 717 subjects aged≥65 years were included, including group 1, 258 subjects in TIDE study; Group 2, 1 313 subjects in TOPS Xuzhou area; Group 3, 1 146 subjects in TOPS Suqian area.Results:The urinary iodine concentration(UIC) in group 2 was significantly lower than that in group 1 [(235.16±67.09)μg/L vs (491.58±384.93)μg/L, P<0.001], but no significant difference compared with group 3 [(235.16±67.09) μg/L vs(231.62±66.11) μg/L, P>0.05]. The serum TSH level in group 2 was significantly lower than that in group 1 [(2.92±5.14)μIU/mL vs (4.15±9.19)μIU/mL, P<0.001]. Compared with group 2 and 3, the prevalence of subclinical hypothyroidism in the elderly in group 1 was the highest(22.48% vs 10.13% and 8.12%, P<0.001). TSH levels were linearly correlated with age in both excessive iodine and more than adequate iodine nutrition areas. TSH level was gradually increased with age. Conclusion:The alteration in TSH levels among the elderly is notably linked to both aging and iodine status. The prevalence of hypothyroidism in the elderly can be significantly reduced when the iodine nutrition status of the elderly returns to normal.

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