{"title":"A deep learning framework for <i>in silico</i> screening of anticancer drugs at the single-cell level.","authors":"Peijing Zhang, Xueyi Wang, Xufeng Cen, Qi Zhang, Yuting Fu, Yuqing Mei, Xinru Wang, Renying Wang, Jingjing Wang, Hongwei Ouyang, Tingbo Liang, Hongguang Xia, Xiaoping Han, Guoji Guo","doi":"10.1093/nsr/nwae451","DOIUrl":"10.1093/nsr/nwae451","url":null,"abstract":"<p><p>Tumor heterogeneity plays a pivotal role in tumor progression and resistance to clinical treatment. Single-cell RNA sequencing (scRNA-seq) enables us to explore heterogeneity within a cell population and identify rare cell types, thereby improving our design of targeted therapeutic strategies. Here, we use a pan-cancer and pan-tissue single-cell transcriptional landscape to reveal heterogeneous expression patterns within malignant cells, precancerous cells, as well as cancer-associated stromal and endothelial cells. We introduce a deep learning framework named Shennong for <i>in silico</i> screening of anticancer drugs for targeting each of the landscape cell clusters. Utilizing Shennong, we could predict individual cell responses to pharmacologic compounds, evaluate drug candidates' tissue damaging effects, and investigate their corresponding action mechanisms. Prioritized compounds in Shennong's prediction results include FDA-approved drugs currently undergoing clinical trials for new indications, as well as drug candidates reporting anti-tumor activity. Furthermore, the tissue damaging effect prediction aligns with documented injuries and terminated discovery events. This robust and explainable framework has the potential to accelerate the drug discovery process and enhance the accuracy and efficiency of drug screening.</p>","PeriodicalId":18842,"journal":{"name":"National Science Review","volume":"12 2","pages":"nwae451"},"PeriodicalIF":16.3,"publicationDate":"2024-12-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11771446/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143053079","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
National Science ReviewPub Date : 2024-12-09eCollection Date: 2025-01-01DOI: 10.1093/nsr/nwae450
Shunji Xie, Ye Wang
{"title":"Non-phosgene route: catalytic carbonylation of amines to form unsymmetrical ureas.","authors":"Shunji Xie, Ye Wang","doi":"10.1093/nsr/nwae450","DOIUrl":"https://doi.org/10.1093/nsr/nwae450","url":null,"abstract":"","PeriodicalId":18842,"journal":{"name":"National Science Review","volume":"12 1","pages":"nwae450"},"PeriodicalIF":16.3,"publicationDate":"2024-12-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11708213/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142951452","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Chemical transformation of polyurethane into valuable polymers.","authors":"Bo Sun, Jiawei Zou, Weijie Qiu, Shuheng Tian, Maolin Wang, Haoyi Tang, Baotieliang Wang, Shifang Luan, Xiaoyan Tang, Meng Wang, Ding Ma","doi":"10.1093/nsr/nwae393","DOIUrl":"10.1093/nsr/nwae393","url":null,"abstract":"<p><p>Polyurethanes are an important class of synthetic polymers, widely used in a variety of applications ranging from everyday items to advanced tools in societal infrastructure. Their inherent cross-linked structure imparts exceptional durability and flexibility, yet this also complicates their degradation and recycling. Here we report a heterogeneous catalytic process that combines methanolysis and hydrogenation with a CO<sub>2</sub>/H<sub>2</sub> reaction medium, effectively breaking down PU waste consisting of urethane and ester bonds into valuable intermediates like aromatic diamines and lactones. These intermediates are then converted into functional polymers: polyimide (PI), noted for its exceptional thermal and electrical insulation, and polylactone (P(BL-<i>co</i>-CL)), a biodegradable alternative to traditional plastics. Both polymers exhibit enhanced performance compared to existing commercial products. This approach not only contributes to the valorization of plastic waste but also opens new avenues for the creation of high-performance materials.</p>","PeriodicalId":18842,"journal":{"name":"National Science Review","volume":"12 1","pages":"nwae393"},"PeriodicalIF":16.3,"publicationDate":"2024-12-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11697979/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142932116","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
National Science ReviewPub Date : 2024-12-03eCollection Date: 2025-01-01DOI: 10.1093/nsr/nwae419
Lei Yue, Fuyu Tian, Ran Liu, Zonglun Li, Ruixin Li, Chenyi Li, Yanchun Li, Dongliang Yang, Xiaodong Li, Quanjun Li, Lijun Zhang, Bingbing Liu
{"title":"Dramatic switchable polarities in conduction type and self-driven photocurrent of BiI<sub>3</sub> via pressure engineering.","authors":"Lei Yue, Fuyu Tian, Ran Liu, Zonglun Li, Ruixin Li, Chenyi Li, Yanchun Li, Dongliang Yang, Xiaodong Li, Quanjun Li, Lijun Zhang, Bingbing Liu","doi":"10.1093/nsr/nwae419","DOIUrl":"10.1093/nsr/nwae419","url":null,"abstract":"<p><p>The intentional manipulation of carrier characteristics serves as a fundamental principle underlying various energy-related and optoelectronic semiconductor technologies. However, achieving switchable and reversible control of the polarity within a single material to design optimized devices remains a significant challenge. Herein, we successfully achieved dramatic reversible p-n switching during the semiconductor‒semiconductor phase transition in BiI<sub>3</sub> via pressure, accompanied by a substantial improvement in their photoelectric properties. Carrier polarity flipping was monitored by measuring the photocurrent dominated by the photothermoelectric (PTE) effect in a zero-bias two-terminal device. Accompanying the p-n transition, a switch between positive and negative photocurrents was observed in BiI<sub>3</sub>, providing a feasible method to determine the conduction type of materials via photoelectric measurements. Furthermore, the combined effects of the photoconductivity and PTE mechanism improved the photoresponse and extended the detection bandwidth to encompass the optical communication waveband (1650 nm) under an external bias. The remarkable photoelectric properties were attributed to the enhanced energy band dispersion and increased charge density of BiI<sub>3</sub> under pressure. These findings highlight the effective and flexible modulation of carrier properties through pressure engineering and provide a foundation for designing and implementing multifunctional logic circuits and optoelectronic devices.</p>","PeriodicalId":18842,"journal":{"name":"National Science Review","volume":"12 1","pages":"nwae419"},"PeriodicalIF":16.3,"publicationDate":"2024-12-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11702651/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143008582","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
National Science ReviewPub Date : 2024-11-30eCollection Date: 2024-12-01DOI: 10.1093/nsr/nwae431
Na Zhang, Decai Ouyang, Yuan Li, Tianyou Zhai
{"title":"The roadmap of two-dimensional materials toward next-generation image sensor.","authors":"Na Zhang, Decai Ouyang, Yuan Li, Tianyou Zhai","doi":"10.1093/nsr/nwae431","DOIUrl":"10.1093/nsr/nwae431","url":null,"abstract":"<p><p>This Prospective highlights the advances and challenges of 2D materials regarding the materials preparation, device integration, multifunctional applications, and comments on their potential as transformative candidates for future image sensors.</p>","PeriodicalId":18842,"journal":{"name":"National Science Review","volume":"11 12","pages":"nwae431"},"PeriodicalIF":16.3,"publicationDate":"2024-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11664214/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142882495","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"A molecular module improves rice grain quality and yield at high temperatures.","authors":"Feifei Lu, Guiai Jiao, Jiehua Qiu, Shaolu Zhao, Fengli Zhao, Ping Wang, Luna Chen, Pengfei Chen, Xinwei Li, Nannan Dong, Ruijie Cao, Xiaoxue Li, Zheyan Ruan, Gaoneng Shao, Shikai Hu, Zhonghua Sheng, Lihong Xie, Shaoqing Tang, Peisong Hu, Xiangjin Wei","doi":"10.1093/nsr/nwae416","DOIUrl":"10.1093/nsr/nwae416","url":null,"abstract":"<p><p>Excessive temperatures during grain filling can compromise endosperm starch biosynthesis and decrease grain quality and yield in rice. However, the molecular mechanisms underlying these remain unclear. Here, we show that heat shock protein OsHsp40-1 interacts with and elevates the ATPase activity of OsHsp70-2 in rice. OsHsp40-1 also interacts with the key starch biosynthetic enzymes OsGBSSI and OsPPDKB and thereby enhances their stability and activity, which is essential for maintaining rice quality and grain yield under moderate high-temperature (HT) conditions. Overexpression of <i>OsHsp70-2</i> and <i>OsHsp40-1</i> in rice significantly improved grain quality and yield at HT. Furthermore, a haplotype analysis identified favorable alleles of <i>OsHsp70-2</i> and <i>OsHsp40-1</i>, which could be used for improving thermotolerance in rice. Collectively, our findings reveal a novel mechanism by which the OsHsp70-2-OsHsp40-1 module ameliorates the effects of HT on starch biosynthesis, providing a new strategy for genetic improvement of rice quality and yield under HT conditions.</p>","PeriodicalId":18842,"journal":{"name":"National Science Review","volume":"12 2","pages":"nwae416"},"PeriodicalIF":16.3,"publicationDate":"2024-11-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11759936/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143047280","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
National Science ReviewPub Date : 2024-11-26eCollection Date: 2025-02-01DOI: 10.1093/nsr/nwae371
Yuxuan Bai, Yunfeng Peng, Dianye Zhang, Guibiao Yang, Leiyi Chen, Luyao Kang, Wei Zhou, Bin Wei, Yuhong Xie, Yuanhe Yang
{"title":"Heating up the roof of the world: tracing the impacts of <i>in-situ</i> warming on carbon cycle in alpine grasslands on the Tibetan Plateau.","authors":"Yuxuan Bai, Yunfeng Peng, Dianye Zhang, Guibiao Yang, Leiyi Chen, Luyao Kang, Wei Zhou, Bin Wei, Yuhong Xie, Yuanhe Yang","doi":"10.1093/nsr/nwae371","DOIUrl":"10.1093/nsr/nwae371","url":null,"abstract":"<p><p>Climate warming may induce substantial changes in the ecosystem carbon cycle, particularly for those climate-sensitive regions, such as alpine grasslands on the Tibetan Plateau. By synthesizing findings from <i>in-situ</i> warming experiments, this review elucidates the mechanisms underlying the impacts of experimental warming on carbon cycle dynamics within these ecosystems. Generally, alterations in vegetation structure and prolonged growing season favor strategies for enhanced ecosystem carbon sequestration under warming conditions. Whilst warming modifies soil microbial communities and their carbon-related functions, its effects on soil carbon release fall behind the increased vegetation carbon uptake. Despite the fact that no significant accumulation of soil carbon stock has been detected upon warming, notable changes in its fractions indicate potential shifts in carbon stability. Future studies should prioritize deep soil carbon dynamics, the interactions of carbon, nitrogen, and phosphorus cycles under warming scenarios, and the underlying biological mechanisms behind these responses. Furthermore, the integration of long-term warming experiments with Earth system models is essential for reducing the uncertainties of model predictions regarding future carbon-climate feedback in these climate-sensitive ecosystems.</p>","PeriodicalId":18842,"journal":{"name":"National Science Review","volume":"12 2","pages":"nwae371"},"PeriodicalIF":16.3,"publicationDate":"2024-11-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11771398/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143053083","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Two-dimensional Health State Map to define metabolic health using separated static and dynamic homeostasis features: a proof-of-concept study.","authors":"Yanpu Wu, Xinyan Zhang, Liang Sun, Qingqing Wu, Xiaoping Liu, Yueyi Deng, Zhenzhen Lu, Zhongxia Li, Chaoming Deng, Ruikun He, Luyun Zhang, Rong Zeng, Xuguang Zhang, Luonan Chen, Xu Lin","doi":"10.1093/nsr/nwae425","DOIUrl":"10.1093/nsr/nwae425","url":null,"abstract":"<p><p>Defining metabolic health is critical for the earlier reversing of metabolic dysfunction and disease, and fasting-based diagnosis may not adequately assess an individual's metabolic adaptivity under stress. We constructed a novel Health State Map (HSM) comprising a Health Phenotype Score (HPS) with fasting features alone and a Homeostatic Resilience Score (HRS) with five time-point features only (<i>t</i> = 30, 60, 90, 180, 240 min) following a standardized mixed macronutrient tolerance test (MMTT). Among 111 Chinese adults, when the same set of fasting and post-MMTT data as for the HSM was used, the mixed-score was highly correlated with the HPS. The HRS was significantly associated with metabolic syndrome prevalence, independently of the HPS (OR [95% CI]: 0.41 [0.18, 0.92]) and the mixed-score (0.34 [0.15, 0.69]). Moreover, the HRS could discriminate metabolic characteristics unseparated by the HPS and the mixed-score. Participants with higher HRSs had better metabolic traits than those with lower HRSs. Large interpersonal variations were also evidenced by evaluating postprandial homeostatic resiliencies for glucose, lipids and amino acids when participants had similar overall HRSs. Additionally, the HRS was positively associated with physical activity level and specific gut microbiome structure. Collectively, our HSM model might offer a novel approach to precisely define an individual's metabolic health and nutritional capacity.</p>","PeriodicalId":18842,"journal":{"name":"National Science Review","volume":"12 1","pages":"nwae425"},"PeriodicalIF":16.3,"publicationDate":"2024-11-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11734281/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143008622","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}