Dopamine D_(3) receptor(D_(3)R)is implicated in multiple psychotic symptoms.Increasing the D_(3)R selectivity over dopamine D_2 receptor(D_2R)would facilitate the antipsychotic treatments.Herein,novel carbazole and te...Dopamine D_(3) receptor(D_(3)R)is implicated in multiple psychotic symptoms.Increasing the D_(3)R selectivity over dopamine D_2 receptor(D_2R)would facilitate the antipsychotic treatments.Herein,novel carbazole and tetrahydro-carboline derivatives were reported as D_(3)R selective ligands.Through a structure-based virtual screen,ZLG-25(D_(3)R K_i=685 nmol/L;D_2R K_i>10,000 nmol/L)was identified as a novel D_(3)R selective bitopic ligand with a carbazole scaffold.Scaffolds hopping led to the discovery of novel D_(3)R-selective analogs with tetrahydro-β-carboline or tetrahydro-γ-carboline core.Further functional studies showed that most derivatives acted as h D_(3)R-selective antagonists.Several lead compounds could dose-dependently inhibit the MK-801-induced hyperactivity.Additional investigation revealed that 23j and 36b could decrease the apomorphine-induced climbing without cataleptic reaction.Furthermore,36b demonstrated unusual antidepressant-like activity in the forced swimming tests and the tail suspension tests,and alleviated the MK-801-induced disruption of novel object recognition in mice.Additionally,preliminary studies confirmed the favorable PK/PD profiles,no weight gain and limited serum prolactin levels in mice.These results revealed that 36b provided potential opportunities to new antipsychotic drugs with the multiple antipsychotic-like properties.展开更多
Dear Editor,The integrinαvβ3 receptor is a promising target for anticancer therapy.1,2 However,there are no effective marketed treatments targetingαvβ3.One possible limitation of Arginine-Glycine-Aspartic(RGD)-mim...Dear Editor,The integrinαvβ3 receptor is a promising target for anticancer therapy.1,2 However,there are no effective marketed treatments targetingαvβ3.One possible limitation of Arginine-Glycine-Aspartic(RGD)-mimeticαvβ3 antagonists has been shown to cause partial agonism,which could induce major conformational changes that trigger paradoxical cell adhesion and angiogenesis.展开更多
In this paper,a modification to the eigenmode operation of resonant gyroscopes is introduced.The multi-coefficient eigenmode operation can improve cross-mode isolation due to electrode misalignments and imperfections,...In this paper,a modification to the eigenmode operation of resonant gyroscopes is introduced.The multi-coefficient eigenmode operation can improve cross-mode isolation due to electrode misalignments and imperfections,which is one of the causes of residual quadrature errors in conventional eigenmode operations.A 1400µm annulus aluminum nitride(AlN)on a silicon bulk acoustic wave(BAW)resonator with gyroscopic in-plane bending modes at 2.98 MHz achieves a nearly 60 dB cross-mode isolation when operated as a gyroscope using a multi-coefficient eigenmode architecture.The as-born frequency mismatches in multiple devices are compensated by physical laser trimming.The demonstrated AlN piezoelectric BAW gyroscope shows a large open-loop bandwidth of 150 Hz and a high scale factor of 9.5 nA/°/s on a test board with a vacuum chamber.The measured angle random walk is 0.145°/√h,and the bias instability is 8.6°/h,showing significant improvement compared to the previous eigenmode AlN BAW gyroscope.The results from this paper prove that with multi-coefficient eigenmode operations,piezoelectric AlN BAW gyroscopes can achieve a noise performance comparable to that of their capacitive counterpart while having the unique advantage of a large open-loop bandwidth and not requiring large DC polarization voltages.展开更多
Grain yield and quality are critical factors that determine the value of grain crops.In this study,we analyzed the functions of 12 FERONIA-like receptor(FLR)family members in rice and investigated their effects on gra...Grain yield and quality are critical factors that determine the value of grain crops.In this study,we analyzed the functions of 12 FERONIA-like receptor(FLR)family members in rice and investigated their effects on grain size and quality.We found that FLR1,FLR2 and FLR8 negatively regulated grain size,and FLR15 positively regulated grain size.flr1 mutants had a higher cell number and an accelerated rate of grain filling compared to wild-type plants,which led to grains with greater widths.A mechanism underlying the regulation of grain size by FLR1 is that FLR1 is associated with OsRac1 Rho-like GTPase,a positive regulator of grain size.Regarding grain quality,the flr1 mutant had a higher percentage of chalkiness compared with wild-type plants,and seeds carrying mutations in flr3 and flr14 had endosperms with white floury cores.To elucidate the possible mechanism underlying this phenomenon,we found that FLR1 was constitutively expressed during endosperm development.RNA-seq analysis identified 2,367 genes that were differentially expressed in the flr1 mutant,including genes involved in starch and sucrose metabolism and carbon fixation.In this study,we identified the roles played by several FLR genes in regulating grain size and quality in rice and provided insights into the molecular mechanism governing the FLR1-mediated regulation of grain size.展开更多
Anoctamin 1(ANO1)is a kind of calcium-activated chloride channel involved in nerve depolarization.ANO1 inhibitors display significant analgesic activity by the local peripheral and intrathecal administration.In this s...Anoctamin 1(ANO1)is a kind of calcium-activated chloride channel involved in nerve depolarization.ANO1 inhibitors display significant analgesic activity by the local peripheral and intrathecal administration.In this study,several thiophenecarboxylic acid and benzoic acid derivatives were identified as novel ANO1 inhibitors through the shape-based virtual screening,among which the 4-arylthiophene-3-carboxylic acid analogues with the best ANO1 inhibitory activity were designed,synthesized and compound 42(IC;=0.79μmol/L)was finally obtained.Compound 42 selectively inhibited ANO1 without affecting ANO2 and intracellular Ca;concentration.Subsequently,the analgesic effect was investigated by intragastric administration in pain models.Compound 42 significantly attenuated allodynia which was induced by formalin and chronic constriction injury.Through homology modeling and molecular dynamics,the binding site was predicted to be located near the calcium-binding region betweenα6 andα8.Our study validates ANO1 inhibitors having a significant analgesic effect by intragastric administration and also provides selective molecular tools for ANO1-related research.展开更多
High piezoelectric properties and superior thermal stability are both important indicators of piezoelectric ceramics serving at high temperature.However,since these properties are usually mutually exclusive,high perfo...High piezoelectric properties and superior thermal stability are both important indicators of piezoelectric ceramics serving at high temperature.However,since these properties are usually mutually exclusive,high performance and superior thermal stability are hard to achieve simultaneously.Here we report that a high piezoelectricity(d_(33)∼562 pC/N)and superior thermal stability(the variation is within 7%from 20 to 330℃)were both achieved in 0.4 mol%ZnO-doped 0.02Pb(Sb_(1/2)Nb_(1/2))-0.51PbZrO_(3)-0.47PbTiO_(3) by high-temperature poling.Compared with traditional poling method,high-temperature poling method forms a small-sized and highly oriented domain structure,which can effectively improve the piezoelectric and dielectric properties of piezoelectric ceramics.At the same time,the enhanced pinning effect of defect ions and stabilized domain structure due to high-temperature poling also contribute to the superior temperature stability of the piezoelectric and dielectric properties.This work provides an effective method for designing piezoelectric materials with high performance and good temperature stability for high temperature sensor applications.展开更多
We have demonstrated the realization of a coherent vesicle random lasing(VRL)from the dye doped azobenzene polymer vesicles self-assembled in the tetrahydrofuran-water system,which contains a double-walled structure:a...We have demonstrated the realization of a coherent vesicle random lasing(VRL)from the dye doped azobenzene polymer vesicles self-assembled in the tetrahydrofuran-water system,which contains a double-walled structure:a hydrophilic and hydrophobic part.The effect of the dye and azobenzene polymer concentration on the threshold of random laser has been researched.The threshold of random laser decreases with an increase in the concentration of the pyrromethene 597(PM597)laser and azobenzene polymer.Moreover,the scattering of small size group vesicles is attributed to providing a loop to boost the coherent random laser through the Fourier transform analysis.Due to the vesicles having the similar structure with the cell,the generation of coherent random lasers from vesicles expand random lasers to the biomedicine filed.展开更多
An efficient synthetic procedure for the functionalized spiro[furan-3,3'-indoline] derivatives was successfully developed by domino reactions of N-phenacylpyridinium bromides or N-ethoxycarbonylmethylenepyridinium br...An efficient synthetic procedure for the functionalized spiro[furan-3,3'-indoline] derivatives was successfully developed by domino reactions of N-phenacylpyridinium bromides or N-ethoxycarbonylmethylenepyridinium bro- mide with isatinylidene acetoacetate in the presence of triethylamine in ethanol at room temperature. The mecha- nism included sequential Michael addition of the in situ generated pyridinium ylide and intramolecular substitution of enolate.展开更多
The functionalized arylidene bis(3-arylaminoacrylates) were efficiently prepared by FeCl3 catalyzed one-pot domino reactions of primary amines, methyl propiolate and aromatic aldehydes. When isatins were utilized un...The functionalized arylidene bis(3-arylaminoacrylates) were efficiently prepared by FeCl3 catalyzed one-pot domino reactions of primary amines, methyl propiolate and aromatic aldehydes. When isatins were utilized under similar conditions, only 2-oxoindolinyl 3-arylaminoacrylates were obtained in moderate yields. ^1H NMR data and single crystal structures indicated that this reaction has high diastereoselectivity.展开更多
In the presence of zinc chloride,the in situ generatedβ-enamino ester from the reaction of morpholine,piperidine and pyrrolidine with methyl propiolate reacted,with aromatic aldehydes and thiourea in ethanol resultin...In the presence of zinc chloride,the in situ generatedβ-enamino ester from the reaction of morpholine,piperidine and pyrrolidine with methyl propiolate reacted,with aromatic aldehydes and thiourea in ethanol resulting in the functionalized tetrahydropyrimidin-2-thiones in satisfactory yields and with good diastereoselectivity.When aromatic aldehydes bearing electron-withdrawing group were used in the reaction,the 4-hydroxytetrahydropyrimidin-2-thione derivatives were obtained as the main product.展开更多
Molecular Generation The molecular generation has emerged as a powerful tool for computer-aided drug design in recent years,as it can explore a large and unknown chemical space and discover novel structures or scaffol...Molecular Generation The molecular generation has emerged as a powerful tool for computer-aided drug design in recent years,as it can explore a large and unknown chemical space and discover novel structures or scaffolds.Furthermore,a candidate compound needs to satisfy multiple criteria,such as target affinity,pharmacokinetics,toxicity,synthetic accessibility,etc.,to pass clinical trials and meet industrial standards.Therefore,multi-objective methods have become a focal point of molecular generation and optimization.Several reviews have been published recently to summarize previous works in molecular generation and categorize them(Table).In this article,we propose a classification scheme based on both the model’s architecture and its practical use,namely,entrenched or plug-in models,especially for multi-objective molecular generation models.We argue that plug-in methods have superior flexibility in both model building and practical use,broader application potential,and higher performance boundaries,and they deserve more attention in the future.展开更多
Importance:Drug-likeness of a compound is an overall assessment of its potential to succeed in clinical trials,and is essential for economizing research expenditures by filtering compounds with unfavorable properties ...Importance:Drug-likeness of a compound is an overall assessment of its potential to succeed in clinical trials,and is essential for economizing research expenditures by filtering compounds with unfavorable properties and poor development potential.To this end,a robust drug-likeness prediction method is indispensable.Various approaches,including discriminative rules,statistical models,and machine learning models,have been developed to predict drug-likeness based on physiochemical properties and structural features.Notably,recent advancements in novel deep learning techniques have significantly advanced drug-likeness prediction,especially in classification performance.Highlights:In this review,we addressed the evolving landscape of drug-likeness prediction,with emphasis on methods employing novel deep learning techniques,and highlighted the current challenges in drug-likeness prediction,specifically regarding the aspects of generalization and interpretability.Moreover,we explored potential remedies and outlined promising avenues for future research.Conclusion:Despite the hurdles of generalization and interpretability,novel deep learning techniques have great potential in drug-likeness prediction and are worthy of further research efforts.展开更多
基金supported by The National Key R&D Program (2022YFC2303700,China)the Ningxia Hui Autonomous Region Key Research and Development Project (2022BEG02042,China)+3 种基金the National Natural Science Foundation of China (82030108,81803351)Open Fund of State Key Laboratory of Pharmaceutical Biotechnology,Nanjing University (KF-202304,China)the China Postdoctoral Science Foundation (2018M641122,China)the National Major Scientific and Technological Special Project for Significant New Drugs Development (2018ZX09711002-013-004,2018ZX09735-001,China)。
文摘Dopamine D_(3) receptor(D_(3)R)is implicated in multiple psychotic symptoms.Increasing the D_(3)R selectivity over dopamine D_2 receptor(D_2R)would facilitate the antipsychotic treatments.Herein,novel carbazole and tetrahydro-carboline derivatives were reported as D_(3)R selective ligands.Through a structure-based virtual screen,ZLG-25(D_(3)R K_i=685 nmol/L;D_2R K_i>10,000 nmol/L)was identified as a novel D_(3)R selective bitopic ligand with a carbazole scaffold.Scaffolds hopping led to the discovery of novel D_(3)R-selective analogs with tetrahydro-β-carboline or tetrahydro-γ-carboline core.Further functional studies showed that most derivatives acted as h D_(3)R-selective antagonists.Several lead compounds could dose-dependently inhibit the MK-801-induced hyperactivity.Additional investigation revealed that 23j and 36b could decrease the apomorphine-induced climbing without cataleptic reaction.Furthermore,36b demonstrated unusual antidepressant-like activity in the forced swimming tests and the tail suspension tests,and alleviated the MK-801-induced disruption of novel object recognition in mice.Additionally,preliminary studies confirmed the favorable PK/PD profiles,no weight gain and limited serum prolactin levels in mice.These results revealed that 36b provided potential opportunities to new antipsychotic drugs with the multiple antipsychotic-like properties.
基金This research was funded by National High Level Hospital Clinical Research Funding(Scientific and Technological Achievements Transformation Incubation Guidance Fund Project of Peking University First Hospital)(No.2022CX11,No.2022RT01)National Key R&D Program of China(No.2020YFC2008304)National Natural Science Foundation of China(No.81973320 and No.81903714).Thanks to Dr.Qian Wang in the State Key Laboratory of Natural and Biomimetic Drugs,Peking University for the experimental assistance of SPR.Thanks to K2 Oncology Co.Ltd.for experimental assistance with patient-derived organoids.
文摘Dear Editor,The integrinαvβ3 receptor is a promising target for anticancer therapy.1,2 However,there are no effective marketed treatments targetingαvβ3.One possible limitation of Arginine-Glycine-Aspartic(RGD)-mimeticαvβ3 antagonists has been shown to cause partial agonism,which could induce major conformational changes that trigger paradoxical cell adhesion and angiogenesis.
基金supported by the Army Research Lab under Contract W911NF20C0019.
文摘In this paper,a modification to the eigenmode operation of resonant gyroscopes is introduced.The multi-coefficient eigenmode operation can improve cross-mode isolation due to electrode misalignments and imperfections,which is one of the causes of residual quadrature errors in conventional eigenmode operations.A 1400µm annulus aluminum nitride(AlN)on a silicon bulk acoustic wave(BAW)resonator with gyroscopic in-plane bending modes at 2.98 MHz achieves a nearly 60 dB cross-mode isolation when operated as a gyroscope using a multi-coefficient eigenmode architecture.The as-born frequency mismatches in multiple devices are compensated by physical laser trimming.The demonstrated AlN piezoelectric BAW gyroscope shows a large open-loop bandwidth of 150 Hz and a high scale factor of 9.5 nA/°/s on a test board with a vacuum chamber.The measured angle random walk is 0.145°/√h,and the bias instability is 8.6°/h,showing significant improvement compared to the previous eigenmode AlN BAW gyroscope.The results from this paper prove that with multi-coefficient eigenmode operations,piezoelectric AlN BAW gyroscopes can achieve a noise performance comparable to that of their capacitive counterpart while having the unique advantage of a large open-loop bandwidth and not requiring large DC polarization voltages.
基金The National Natural Science Foundation of China(Grant No.81573273,81673279,21572010 and 21772005)National Major Scientific and Technological Special Project for"Significant New Drugs Development"(Grant No.2018ZX09735001-003)
基金supported by the National Natural Science Foundation of China(NSFC-31571444,31400232,31571874)China Postdoctoral Science Foundation(2019M662763)the Open Research Fund of State Key Laboratory of Hybrid Rice(Hunan Hybrid Rice Research Center)(2020KF02)。
文摘Grain yield and quality are critical factors that determine the value of grain crops.In this study,we analyzed the functions of 12 FERONIA-like receptor(FLR)family members in rice and investigated their effects on grain size and quality.We found that FLR1,FLR2 and FLR8 negatively regulated grain size,and FLR15 positively regulated grain size.flr1 mutants had a higher cell number and an accelerated rate of grain filling compared to wild-type plants,which led to grains with greater widths.A mechanism underlying the regulation of grain size by FLR1 is that FLR1 is associated with OsRac1 Rho-like GTPase,a positive regulator of grain size.Regarding grain quality,the flr1 mutant had a higher percentage of chalkiness compared with wild-type plants,and seeds carrying mutations in flr3 and flr14 had endosperms with white floury cores.To elucidate the possible mechanism underlying this phenomenon,we found that FLR1 was constitutively expressed during endosperm development.RNA-seq analysis identified 2,367 genes that were differentially expressed in the flr1 mutant,including genes involved in starch and sucrose metabolism and carbon fixation.In this study,we identified the roles played by several FLR genes in regulating grain size and quality in rice and provided insights into the molecular mechanism governing the FLR1-mediated regulation of grain size.
基金supported by the National Key Research and Development Project(Grant No.2019YFC1708900)the National Natural Science Foundation of China(Grant No.21772005)+1 种基金National Major Scientific and Technological Special Project for Significant New Drugs Development(2019ZX09204-001,China)Beijing Municipal Natural Science Foundation(7202088,7172118,China)
文摘Anoctamin 1(ANO1)is a kind of calcium-activated chloride channel involved in nerve depolarization.ANO1 inhibitors display significant analgesic activity by the local peripheral and intrathecal administration.In this study,several thiophenecarboxylic acid and benzoic acid derivatives were identified as novel ANO1 inhibitors through the shape-based virtual screening,among which the 4-arylthiophene-3-carboxylic acid analogues with the best ANO1 inhibitory activity were designed,synthesized and compound 42(IC;=0.79μmol/L)was finally obtained.Compound 42 selectively inhibited ANO1 without affecting ANO2 and intracellular Ca;concentration.Subsequently,the analgesic effect was investigated by intragastric administration in pain models.Compound 42 significantly attenuated allodynia which was induced by formalin and chronic constriction injury.Through homology modeling and molecular dynamics,the binding site was predicted to be located near the calcium-binding region betweenα6 andα8.Our study validates ANO1 inhibitors having a significant analgesic effect by intragastric administration and also provides selective molecular tools for ANO1-related research.
基金financially supported by the National Key Research and Development Program of China(No.2018YFC0308603)the Pilot Technology for Chinese Academy of Sciences(No.XDA2203003)the National Natural Science Foundation of China(Nos.51972321 and 51879269)。
文摘High piezoelectric properties and superior thermal stability are both important indicators of piezoelectric ceramics serving at high temperature.However,since these properties are usually mutually exclusive,high performance and superior thermal stability are hard to achieve simultaneously.Here we report that a high piezoelectricity(d_(33)∼562 pC/N)and superior thermal stability(the variation is within 7%from 20 to 330℃)were both achieved in 0.4 mol%ZnO-doped 0.02Pb(Sb_(1/2)Nb_(1/2))-0.51PbZrO_(3)-0.47PbTiO_(3) by high-temperature poling.Compared with traditional poling method,high-temperature poling method forms a small-sized and highly oriented domain structure,which can effectively improve the piezoelectric and dielectric properties of piezoelectric ceramics.At the same time,the enhanced pinning effect of defect ions and stabilized domain structure due to high-temperature poling also contribute to the superior temperature stability of the piezoelectric and dielectric properties.This work provides an effective method for designing piezoelectric materials with high performance and good temperature stability for high temperature sensor applications.
基金The authors would like to thank the financial supports from the National Natural Science Foundation of China(Grant Nos.11874012,11404087,11574070,51771186,11404086,111874126,and 61501165)Fundamental Research Funds for the Central Universities(Grant Nos.JZ2019HGPA0099 and PA2018GDQT0006)+4 种基金Project of State Key Laboratory of Environment-friendly Energy Materials,Southwest University of Science and Technology(Grant No.19fksy0111)Anhui Province Key Laboratory of Environment-friendly Polymer Materials(Grant No.KF2019001)the European Union’s Horizon 2020 Research and Innovation Programme under the Marie Skłodowska-Curie Grant Agreement(Grant No.744817)Science and Technology Commission of Shanghai MunicipalityChina Postdoctoral Science Foundation(Grant Nos.2015M571917 and 2017T100442).
文摘We have demonstrated the realization of a coherent vesicle random lasing(VRL)from the dye doped azobenzene polymer vesicles self-assembled in the tetrahydrofuran-water system,which contains a double-walled structure:a hydrophilic and hydrophobic part.The effect of the dye and azobenzene polymer concentration on the threshold of random laser has been researched.The threshold of random laser decreases with an increase in the concentration of the pyrromethene 597(PM597)laser and azobenzene polymer.Moreover,the scattering of small size group vesicles is attributed to providing a loop to boost the coherent random laser through the Fourier transform analysis.Due to the vesicles having the similar structure with the cell,the generation of coherent random lasers from vesicles expand random lasers to the biomedicine filed.
文摘An efficient synthetic procedure for the functionalized spiro[furan-3,3'-indoline] derivatives was successfully developed by domino reactions of N-phenacylpyridinium bromides or N-ethoxycarbonylmethylenepyridinium bro- mide with isatinylidene acetoacetate in the presence of triethylamine in ethanol at room temperature. The mecha- nism included sequential Michael addition of the in situ generated pyridinium ylide and intramolecular substitution of enolate.
基金This work was financially supported by the National Natural Science Foundation of China (Grant No. 21172189) and the Priority Academic Program Devel- opment of Jiangsu Higher Education Institutions.
文摘The functionalized arylidene bis(3-arylaminoacrylates) were efficiently prepared by FeCl3 catalyzed one-pot domino reactions of primary amines, methyl propiolate and aromatic aldehydes. When isatins were utilized under similar conditions, only 2-oxoindolinyl 3-arylaminoacrylates were obtained in moderate yields. ^1H NMR data and single crystal structures indicated that this reaction has high diastereoselectivity.
基金This work was financially supported by the National Natural Science Foundation of China(No.21272200)and the Priority Academic Program Development of Jiangsu Higher Education Institutions.We also thank Analysis and Test Centre of Yangzhou University providing instruments for analysis.
文摘In the presence of zinc chloride,the in situ generatedβ-enamino ester from the reaction of morpholine,piperidine and pyrrolidine with methyl propiolate reacted,with aromatic aldehydes and thiourea in ethanol resulting in the functionalized tetrahydropyrimidin-2-thiones in satisfactory yields and with good diastereoselectivity.When aromatic aldehydes bearing electron-withdrawing group were used in the reaction,the 4-hydroxytetrahydropyrimidin-2-thione derivatives were obtained as the main product.
基金the“AI+Health Collaborative Innovation Cultivation”Project(grant number Z2211-00003522022)the National Key Research and Development Program(grant number 2022YFF1203003)the Peking University Medicine-StoneWise Joint Laboratory Project(grant numbers L202107).
文摘Molecular Generation The molecular generation has emerged as a powerful tool for computer-aided drug design in recent years,as it can explore a large and unknown chemical space and discover novel structures or scaffolds.Furthermore,a candidate compound needs to satisfy multiple criteria,such as target affinity,pharmacokinetics,toxicity,synthetic accessibility,etc.,to pass clinical trials and meet industrial standards.Therefore,multi-objective methods have become a focal point of molecular generation and optimization.Several reviews have been published recently to summarize previous works in molecular generation and categorize them(Table).In this article,we propose a classification scheme based on both the model’s architecture and its practical use,namely,entrenched or plug-in models,especially for multi-objective molecular generation models.We argue that plug-in methods have superior flexibility in both model building and practical use,broader application potential,and higher performance boundaries,and they deserve more attention in the future.
基金the National Key Research and Development Program(2022YFF1203003)the“AI+Health Collaborative Innovation Cultivation”Project(Z2211-00003522022)the Peking University Medicine-StoneWise Joint Laboratory Project(L202107).
文摘Importance:Drug-likeness of a compound is an overall assessment of its potential to succeed in clinical trials,and is essential for economizing research expenditures by filtering compounds with unfavorable properties and poor development potential.To this end,a robust drug-likeness prediction method is indispensable.Various approaches,including discriminative rules,statistical models,and machine learning models,have been developed to predict drug-likeness based on physiochemical properties and structural features.Notably,recent advancements in novel deep learning techniques have significantly advanced drug-likeness prediction,especially in classification performance.Highlights:In this review,we addressed the evolving landscape of drug-likeness prediction,with emphasis on methods employing novel deep learning techniques,and highlighted the current challenges in drug-likeness prediction,specifically regarding the aspects of generalization and interpretability.Moreover,we explored potential remedies and outlined promising avenues for future research.Conclusion:Despite the hurdles of generalization and interpretability,novel deep learning techniques have great potential in drug-likeness prediction and are worthy of further research efforts.