Background:Growth retardation is a common complication of chronic kidney disease in children,which can be partially relieved after renal transplantation.This study aimed to develop and validate a predictive model for ...Background:Growth retardation is a common complication of chronic kidney disease in children,which can be partially relieved after renal transplantation.This study aimed to develop and validate a predictive model for growth patterns of children with end-stage renal disease(ESRD)after kidney transplantation using machine learning algorithms based on genomic and clinical variables.Methods:A retrospective cohort of 110 children who received kidney transplants between May 2013 and September 2021 at the First Affiliated Hospital of Zhengzhou University were recruited for whole-exome sequencing(WES),and another 39 children who underwent transplant from October 2021 to March 2022 were enrolled for external validation.Based on previous studies,we comprehensively collected 729 height-related single-nucleotide polymorphisms(SNPs)in exon regions.Seven machine learning algorithms and 10-fold cross-validation analysis were employed for model construction.Results:The 110 children were divided into two groups according to change in height-for-age Z-score.After univariate analysis,age and 19 SNPs were incorporated into the model and validated.The random forest model showed the best prediction efficacy with an accuracy of 0.8125 and an area under curve(AUC)of 0.924,and also performed well in the external validation cohort(accuracy,0.7949;AUC,0.796).Conclusions:A model with good performance for predicting post-transplant growth patterns in children based on SNPs and clinical variables was constructed and validated using machine learning algorithms.The model is expected to guide clinicians in the management of children after renal transplantation,including the use of growth hormone,glucocorticoid withdrawal,and nutritional supplementation,to alleviate growth retardation in children with ESRD.展开更多
The proteolysis targeting chimeras(PROTACs)technology has been rapidly developed since its birth in 2001,attracting rapidly growing attention of scientific institutes and pharmaceutical companies.At present,a variety ...The proteolysis targeting chimeras(PROTACs)technology has been rapidly developed since its birth in 2001,attracting rapidly growing attention of scientific institutes and pharmaceutical companies.At present,a variety of small molecule PROTACs have entered the clinical trial.However,as small molecule PROTACs flourish,non-small molecule PROTACs(NSM-PROTACs)such as peptide PROTACs,nucleic acid PROTACs and antibody PROTACs have also advanced considerably over recent years,exhibiting the unique characters beyond the small molecule PROTACs.Here,we briefly introduce the types of NSM-PROTACs,describe the advantages of NSM-PROTACs,and summarize the development of NSM-PROTACs so far in detail.We hope this article could not only provide useful insights into NSM-PROTACs,but also expand the research interest of NSM-PROTACs.展开更多
The reaction mechanisms of selective catalytic reduction(SCR)of nitric oxide(NO)by methane(CH4)over solid superacid-based catalysts were proposed and testified by DRIFTS studies on transient reaction as well as by kin...The reaction mechanisms of selective catalytic reduction(SCR)of nitric oxide(NO)by methane(CH4)over solid superacid-based catalysts were proposed and testified by DRIFTS studies on transient reaction as well as by kinetic models.Catalysts derived from different supports would lead to different reaction pathways,and the acidity of solid superacid played an important role in determining the reaction mechanisms and the catalytic activities.Higher ratios of BrØnsted acid sites to Lewis acid sites would lead to stronger oxidation of methane and then could facilitate the step of methane activation.Strong BrØnsted acid sites would not necessarily lead to better catalytic performance,however,since the active surface NO_(y) species and the corresponding reaction routes were determined by the overall acidity strength of the support.The reaction routes where NO_(2)moiety was engaged as an important intermediate involved moderate oxidation of methane,the rate of which could determine the overall activity.The reaction involving NO moiety was likely to be determined by the step of reduction of NO.Therefore,to enhance the SCR activity of solid superacid catalysts,reactions between appropriate couples of active NO_(y)species and activated hydrocarbon intermediates should be realized by modification of the support acidity.展开更多
Mixed dimensional van der Waals(VdW)heterostructures constructed by one-dimensional(1D)and two-dimensional(2D)materials exhibit extra degree of freedom to modulate the electronic and optical properties due to the comb...Mixed dimensional van der Waals(VdW)heterostructures constructed by one-dimensional(1D)and two-dimensional(2D)materials exhibit extra degree of freedom to modulate the electronic and optical properties due to the combination of difterent dimensionalities.The charge transfer at the intertace between 1D and 2D materials plays a crucial role in the optoelectronic properties and performance of the heterostructure-based devices.Here,we stacked single-walled carbon nanotubes(SWNTs)on monolayer WS2 for a mixed dimensional vdW heterostructure,and investigated the local modulation of excitions and trions in WS2 by SWNTs.Different directions of charge transfer between SWNTs and WSz are evidenced by the photoluminescence(PL)spectra of WS2.The PL intensity can be either enhanced or weakened by individual SWNTs.In our work,the PL intensity of WS2 is enhanced and the exciton peak position heterostructure is red-shifted about 3 meV due to the charge transfer from WS2 to an individual SWNT(SWNT#1).The change of PL by another SWNT(SWNT#2)can not be well-resolved in far fild,but scanning near field optical microscope(SNOM)measurements show that the PL intensity of WS2 is weakened by the SWNT.The peak position of exciton is blue-shifted by^1 meV while that of trion is redshifted by^1 meV due to the charge transfer from the SWNT to WS2,These results give insight into the charge transfer at the interface of SWNTWS2 heterostructure,and can be useful for design of optoelectronic devices based on mixed dimensional vdW heterostructures.展开更多
基金National Natural Science Foundation of China(No.82270792)
文摘Background:Growth retardation is a common complication of chronic kidney disease in children,which can be partially relieved after renal transplantation.This study aimed to develop and validate a predictive model for growth patterns of children with end-stage renal disease(ESRD)after kidney transplantation using machine learning algorithms based on genomic and clinical variables.Methods:A retrospective cohort of 110 children who received kidney transplants between May 2013 and September 2021 at the First Affiliated Hospital of Zhengzhou University were recruited for whole-exome sequencing(WES),and another 39 children who underwent transplant from October 2021 to March 2022 were enrolled for external validation.Based on previous studies,we comprehensively collected 729 height-related single-nucleotide polymorphisms(SNPs)in exon regions.Seven machine learning algorithms and 10-fold cross-validation analysis were employed for model construction.Results:The 110 children were divided into two groups according to change in height-for-age Z-score.After univariate analysis,age and 19 SNPs were incorporated into the model and validated.The random forest model showed the best prediction efficacy with an accuracy of 0.8125 and an area under curve(AUC)of 0.924,and also performed well in the external validation cohort(accuracy,0.7949;AUC,0.796).Conclusions:A model with good performance for predicting post-transplant growth patterns in children based on SNPs and clinical variables was constructed and validated using machine learning algorithms.The model is expected to guide clinicians in the management of children after renal transplantation,including the use of growth hormone,glucocorticoid withdrawal,and nutritional supplementation,to alleviate growth retardation in children with ESRD.
基金supported by Projects 81773581,82173680 and 81930100 of the National Natural Science Foundation of Chinathe Priority Academic Program Development of Jiangsu Higher Education Institutions,CPU2018GY02 of Double First Class Innovation Team of China Pharmaceutical University+2 种基金the Project Program of State Key Laboratory of Natural Medicines,China Pharmaceutical University(No.SKLNMZZ202003)the“Qing Lan”Project of Jiangsu Provincethe Young Elite Scientists Sponsorship Program by CAST(No.YESS20180146,China)。
文摘The proteolysis targeting chimeras(PROTACs)technology has been rapidly developed since its birth in 2001,attracting rapidly growing attention of scientific institutes and pharmaceutical companies.At present,a variety of small molecule PROTACs have entered the clinical trial.However,as small molecule PROTACs flourish,non-small molecule PROTACs(NSM-PROTACs)such as peptide PROTACs,nucleic acid PROTACs and antibody PROTACs have also advanced considerably over recent years,exhibiting the unique characters beyond the small molecule PROTACs.Here,we briefly introduce the types of NSM-PROTACs,describe the advantages of NSM-PROTACs,and summarize the development of NSM-PROTACs so far in detail.We hope this article could not only provide useful insights into NSM-PROTACs,but also expand the research interest of NSM-PROTACs.
基金This work was supported by the National Natural Science Foundation of China(Grant No.20677034)the National High-Tech Research and Development(863)Program of China(Grant No.2006AA060301)the New Century Excellent Talents in University of China(No.NCET-2005).
文摘The reaction mechanisms of selective catalytic reduction(SCR)of nitric oxide(NO)by methane(CH4)over solid superacid-based catalysts were proposed and testified by DRIFTS studies on transient reaction as well as by kinetic models.Catalysts derived from different supports would lead to different reaction pathways,and the acidity of solid superacid played an important role in determining the reaction mechanisms and the catalytic activities.Higher ratios of BrØnsted acid sites to Lewis acid sites would lead to stronger oxidation of methane and then could facilitate the step of methane activation.Strong BrØnsted acid sites would not necessarily lead to better catalytic performance,however,since the active surface NO_(y) species and the corresponding reaction routes were determined by the overall acidity strength of the support.The reaction routes where NO_(2)moiety was engaged as an important intermediate involved moderate oxidation of methane,the rate of which could determine the overall activity.The reaction involving NO moiety was likely to be determined by the step of reduction of NO.Therefore,to enhance the SCR activity of solid superacid catalysts,reactions between appropriate couples of active NO_(y)species and activated hydrocarbon intermediates should be realized by modification of the support acidity.
基金the National Basic Research Program of China(Nos.2018YFA0703502 and 2016YFA0200104)the National Natural Science Foundation of China(Nos.51720105003,21790052,21573004 and 21974004).
文摘Mixed dimensional van der Waals(VdW)heterostructures constructed by one-dimensional(1D)and two-dimensional(2D)materials exhibit extra degree of freedom to modulate the electronic and optical properties due to the combination of difterent dimensionalities.The charge transfer at the intertace between 1D and 2D materials plays a crucial role in the optoelectronic properties and performance of the heterostructure-based devices.Here,we stacked single-walled carbon nanotubes(SWNTs)on monolayer WS2 for a mixed dimensional vdW heterostructure,and investigated the local modulation of excitions and trions in WS2 by SWNTs.Different directions of charge transfer between SWNTs and WSz are evidenced by the photoluminescence(PL)spectra of WS2.The PL intensity can be either enhanced or weakened by individual SWNTs.In our work,the PL intensity of WS2 is enhanced and the exciton peak position heterostructure is red-shifted about 3 meV due to the charge transfer from WS2 to an individual SWNT(SWNT#1).The change of PL by another SWNT(SWNT#2)can not be well-resolved in far fild,but scanning near field optical microscope(SNOM)measurements show that the PL intensity of WS2 is weakened by the SWNT.The peak position of exciton is blue-shifted by^1 meV while that of trion is redshifted by^1 meV due to the charge transfer from the SWNT to WS2,These results give insight into the charge transfer at the interface of SWNTWS2 heterostructure,and can be useful for design of optoelectronic devices based on mixed dimensional vdW heterostructures.