The similarity measure is crucial to the performance of spectral clustering. The Gaussian kernel function based on the Euclidean distance is usual y adopted as the similarity measure. However, the Euclidean distance m...The similarity measure is crucial to the performance of spectral clustering. The Gaussian kernel function based on the Euclidean distance is usual y adopted as the similarity measure. However, the Euclidean distance measure cannot ful y reveal the complex distribution data, and the result of spectral clustering is very sensitive to the scaling parameter. To solve these problems, a new manifold distance measure and a novel simulated anneal-ing spectral clustering （SASC） algorithm based on the manifold distance measure are proposed. The simulated annealing based on genetic algorithm （SAGA）, characterized by its rapid convergence to the global optimum, is used to cluster the sample points in the spectral mapping space. The proposed algorithm can not only reflect local and global consistency better, but also reduce the sensitivity of spectral clustering to the kernel parameter, which improves the algorithm’s clustering performance. To efficiently apply the algorithm to image segmentation, the Nystrom method is used to reduce the computation complexity. Experimental results show that compared with traditional clustering algorithms and those popular spectral clustering algorithms, the proposed algorithm can achieve better clustering performances on several synthetic datasets, texture images and real images.展开更多
Background:The use of ocular hypotensive drugs has been reported to attenuate myopia progression.This study explores whether brimonidine can slow myopia progression in the guinea pig form-deprivation(FD)model.Methods:...Background:The use of ocular hypotensive drugs has been reported to attenuate myopia progression.This study explores whether brimonidine can slow myopia progression in the guinea pig form-deprivation(FD)model.Methods:Three-week-old pigmented male guinea pigs(Cavia porcellus)underwent monocular FD and were treated with 3 different methods of brimonidine administration(eye drops,subconjunctival or intravitreal injections).Four different concentrations of brimonidine were tested for intravitreal injection(2μg/μL,4μg/μL,20μg/μL,40μg/μL).All treatments continued for a period of 21 days.Tonometry,retinoscopy,and A-scan ultrasonography were used to monitor intraocular pressure(IOP),refractive error and axial length(AL),respectively.On day 21,guinea pigs were sacrificed for RNA sequencing(RNA-seq)to screen for associated transcriptomic changes.Results:The myopia model was successfully established in FD animals(control eye vs.FD eye,respectively:refraction at day 20,0.97±0.18 D vs.−0.13±0.38 D,F=6.921,P=0.02;AL difference between day 0 and day 21,0.29±0.04mm vs.0.45±0.03 mm,F=11.655,P=0.004).Among the 3 different brimonidine administration methods,intravitreal injection was the most effective in slowing myopia progression,and 4μg/μL was the most effective among the four different concentrations of brimonidine intravitreal injection tested.The AL and the refraction of the brimonidine intravitreal injection group was significantly shorter or more hyperopic than those of other 2 groups.Fourμg/μL produced the smallest difference in AL and spherical equivalent difference values.FD treatment significantly increased the IOP.IOP was significantly lower at 1 day after intravitreal injections which was the lowest in FD eye of intravitreal injection of brimonidine.At day 21,gene expression analyses using RNA-seq showed upregulation of Col1a1 and Mmp2 expression levels by intravitreal brimonidine.Conclusions:Among the 3 different administration methods,intravitreal injection of brimonidine was the most effective in slowing myopia progression in the FD guinea pig model.Intravitreal brimonidine at 4μg/μL significantly reduced the development of FD myopia in guinea pigs.Expression levels of the Col1a1 and Mmp2 genes were significantly increased in the retinal tissues of the FD-Inj-Br group.展开更多
Background:The use of ocular hypotensive drugs has been reported to attenuate myopia progression.This study explores whether brimonidine can slow myopia progression in the guinea pig form-deprivation(FD)model.Methods:...Background:The use of ocular hypotensive drugs has been reported to attenuate myopia progression.This study explores whether brimonidine can slow myopia progression in the guinea pig form-deprivation(FD)model.Methods:Three-week-old pigmented male guinea pigs(Cavia porcellus)underwent monocular FD and were treated with 3 different methods of brimonidine administration(eye drops,subconjunctival or intravitreal injections).Four different concentrations of brimonidine were tested for intravitreal injection(2μg/μL,4μg/μL,20μg/μL,40μg/μL).All treatments continued for a period of 21 days.Tonometry,retinoscopy,and A-scan ultrasonography were used to monitor intraocular pressure(IOP),refractive error and axial length(AL),respectively.On day 21,guinea pigs were sacrificed for RNA sequencing(RNA-seq)to screen for associated transcriptomic changes.Results:The myopia model was successfully established in FD animals(control eye vs.FD eye,respectively:refraction at day 20,0.97±0.18 D vs.−0.13±0.38 D,F=6.921,P=0.02;AL difference between day 0 and day 21,0.29±0.04mm vs.0.45±0.03 mm,F=11.655,P=0.004).Among the 3 different brimonidine administration methods,intravitreal injection was the most effective in slowing myopia progression,and 4μg/μL was the most effective among the four different concentrations of brimonidine intravitreal injection tested.The AL and the refraction of the brimonidine intravitreal injection group was significantly shorter or more hyperopic than those of other 2 groups.Fourμg/μL produced the smallest difference in AL and spherical equivalent difference values.FD treatment significantly increased the IOP.IOP was significantly lower at 1 day after intravitreal injections which was the lowest in FD eye of intravitreal injection of brimonidine.At day 21,gene expression analyses using RNA-seq showed upregulation of Col1a1 and Mmp2 expression levels by intravitreal brimonidine.Conclusions:Among the 3 different administration methods,intravitreal injection of brimonidine was the most effective in slowing myopia progression in the FD guinea pig model.Intravitreal brimonidine at 4μg/μL significantly reduced the development of FD myopia in guinea pigs.Expression levels of the Col1a1 and Mmp2 genes were significantly increased in the retinal tissues of the FD-Inj-Br group.展开更多
基金supported by the National Natural Science Foundationof China(61272119)
文摘The similarity measure is crucial to the performance of spectral clustering. The Gaussian kernel function based on the Euclidean distance is usual y adopted as the similarity measure. However, the Euclidean distance measure cannot ful y reveal the complex distribution data, and the result of spectral clustering is very sensitive to the scaling parameter. To solve these problems, a new manifold distance measure and a novel simulated anneal-ing spectral clustering （SASC） algorithm based on the manifold distance measure are proposed. The simulated annealing based on genetic algorithm （SAGA）, characterized by its rapid convergence to the global optimum, is used to cluster the sample points in the spectral mapping space. The proposed algorithm can not only reflect local and global consistency better, but also reduce the sensitivity of spectral clustering to the kernel parameter, which improves the algorithm’s clustering performance. To efficiently apply the algorithm to image segmentation, the Nystrom method is used to reduce the computation complexity. Experimental results show that compared with traditional clustering algorithms and those popular spectral clustering algorithms, the proposed algorithm can achieve better clustering performances on several synthetic datasets, texture images and real images.
基金This work was supported by grants from the National Natural Science Foundation of China(Grant No.81870681)the Natural Science Foundation of Hainan Province(Grant No.817364).
文摘Background:The use of ocular hypotensive drugs has been reported to attenuate myopia progression.This study explores whether brimonidine can slow myopia progression in the guinea pig form-deprivation(FD)model.Methods:Three-week-old pigmented male guinea pigs(Cavia porcellus)underwent monocular FD and were treated with 3 different methods of brimonidine administration(eye drops,subconjunctival or intravitreal injections).Four different concentrations of brimonidine were tested for intravitreal injection(2μg/μL,4μg/μL,20μg/μL,40μg/μL).All treatments continued for a period of 21 days.Tonometry,retinoscopy,and A-scan ultrasonography were used to monitor intraocular pressure(IOP),refractive error and axial length(AL),respectively.On day 21,guinea pigs were sacrificed for RNA sequencing(RNA-seq)to screen for associated transcriptomic changes.Results:The myopia model was successfully established in FD animals(control eye vs.FD eye,respectively:refraction at day 20,0.97±0.18 D vs.−0.13±0.38 D,F=6.921,P=0.02;AL difference between day 0 and day 21,0.29±0.04mm vs.0.45±0.03 mm,F=11.655,P=0.004).Among the 3 different brimonidine administration methods,intravitreal injection was the most effective in slowing myopia progression,and 4μg/μL was the most effective among the four different concentrations of brimonidine intravitreal injection tested.The AL and the refraction of the brimonidine intravitreal injection group was significantly shorter or more hyperopic than those of other 2 groups.Fourμg/μL produced the smallest difference in AL and spherical equivalent difference values.FD treatment significantly increased the IOP.IOP was significantly lower at 1 day after intravitreal injections which was the lowest in FD eye of intravitreal injection of brimonidine.At day 21,gene expression analyses using RNA-seq showed upregulation of Col1a1 and Mmp2 expression levels by intravitreal brimonidine.Conclusions:Among the 3 different administration methods,intravitreal injection of brimonidine was the most effective in slowing myopia progression in the FD guinea pig model.Intravitreal brimonidine at 4μg/μL significantly reduced the development of FD myopia in guinea pigs.Expression levels of the Col1a1 and Mmp2 genes were significantly increased in the retinal tissues of the FD-Inj-Br group.
基金supported by grants from the National Natural Science Foundation of China(Grant No.81870681)the Natural Science Foundation of Hainan Province(Grant No.817364).
文摘Background:The use of ocular hypotensive drugs has been reported to attenuate myopia progression.This study explores whether brimonidine can slow myopia progression in the guinea pig form-deprivation(FD)model.Methods:Three-week-old pigmented male guinea pigs(Cavia porcellus)underwent monocular FD and were treated with 3 different methods of brimonidine administration(eye drops,subconjunctival or intravitreal injections).Four different concentrations of brimonidine were tested for intravitreal injection(2μg/μL,4μg/μL,20μg/μL,40μg/μL).All treatments continued for a period of 21 days.Tonometry,retinoscopy,and A-scan ultrasonography were used to monitor intraocular pressure(IOP),refractive error and axial length(AL),respectively.On day 21,guinea pigs were sacrificed for RNA sequencing(RNA-seq)to screen for associated transcriptomic changes.Results:The myopia model was successfully established in FD animals(control eye vs.FD eye,respectively:refraction at day 20,0.97±0.18 D vs.−0.13±0.38 D,F=6.921,P=0.02;AL difference between day 0 and day 21,0.29±0.04mm vs.0.45±0.03 mm,F=11.655,P=0.004).Among the 3 different brimonidine administration methods,intravitreal injection was the most effective in slowing myopia progression,and 4μg/μL was the most effective among the four different concentrations of brimonidine intravitreal injection tested.The AL and the refraction of the brimonidine intravitreal injection group was significantly shorter or more hyperopic than those of other 2 groups.Fourμg/μL produced the smallest difference in AL and spherical equivalent difference values.FD treatment significantly increased the IOP.IOP was significantly lower at 1 day after intravitreal injections which was the lowest in FD eye of intravitreal injection of brimonidine.At day 21,gene expression analyses using RNA-seq showed upregulation of Col1a1 and Mmp2 expression levels by intravitreal brimonidine.Conclusions:Among the 3 different administration methods,intravitreal injection of brimonidine was the most effective in slowing myopia progression in the FD guinea pig model.Intravitreal brimonidine at 4μg/μL significantly reduced the development of FD myopia in guinea pigs.Expression levels of the Col1a1 and Mmp2 genes were significantly increased in the retinal tissues of the FD-Inj-Br group.
