In this study,single-channel photoplethysmography(PPG)signals were used to estimate the heart rate(HR),diastolic blood pressure(DBP),and systolic blood pressure(SBP).A deep learning model was proposed using a long-ter...In this study,single-channel photoplethysmography(PPG)signals were used to estimate the heart rate(HR),diastolic blood pressure(DBP),and systolic blood pressure(SBP).A deep learning model was proposed using a long-term recurrent convolutional network(LRCN)modified from a deep learning algorithm,the convolutional neural network model of the modified inception deep learning module,and a long short-term memory network(LSTM)to improve the model’s accuracy of BP and HR measurements.The PPG data of 1,551 patients were obtained from the University of California Irvine Machine Learning Repository.How to design a filter of PPG signals and how to choose the loss functions for deep learning model were also discussed in the study.Finally,the stability of the proposed model was tested using a 10-fold cross-validation,with an MAE±SD of 2.942±5.076 mmHg for SBP,1.747±3.042 mmHg for DBP,and 1.137±2.463 bpm for the HR.Compared with its existing counterparts,the model entailed less computational load and was more accurate in estimating SBP,DBP,and HR.These results established the validity of the model.展开更多
Arylalkylamine N-acetyltransferase(aaNAT)catalyzes the acetylation of dopamine,5-hydroxy-tryptamine,tryptamine,octopamine,norepinephrine and other ary-lalkylamines to form respective N-acetyl-arylalkylamines.Depending...Arylalkylamine N-acetyltransferase(aaNAT)catalyzes the acetylation of dopamine,5-hydroxy-tryptamine,tryptamine,octopamine,norepinephrine and other ary-lalkylamines to form respective N-acetyl-arylalkylamines.Depending on the products formed,aaNATs are involved in a variety of physiological functions.In the yellow fever mosquito,Aedes aegypti,a number of aaNATs and aaNAT-like proteins have been reported.However,the primary function of each individual aaNAT is yet to be identified.In this study we investigated the function of Ae.aegypti aaNAT 1(Ae-aaNATl)in cuticle pigmentation and development of morphology.Ae-aaNAT1 transcripts were detected at all stages of development with highest expressions after pupation and right before adult eclosion.Ae-aaNATl mutant mosquitoes generated using clustered regularly interspaced palindromic repeats(CRISPR)-CRISPR-associated protein 9 had no obvious effect on larval and pupal development.However,the mutant mosquitoes exhibited a roughened ex-oskeletal surface,darker cuticles,and color pattern changes suggesting that Ae-aaNAT1 plays a role in development of the morphology and pigmentation of Ae.aegypti adult cuticles.The mutant also showed less blood feeding efficiency and lower fecundity when compared with the wild-type.The mutation of Ae-aaNAT1 influenced expression of genes involved in cuticle formation.In summary,Ae-aaNAT1 mainly functions on cuticular pigmentation and also affects blood feeding efficiency and fecundity.展开更多
基金This study was supported in part by the Ministry of Science and Technology MOST108-2221-E-150-022-MY3 and Taiwan Ocean University.
文摘In this study,single-channel photoplethysmography(PPG)signals were used to estimate the heart rate(HR),diastolic blood pressure(DBP),and systolic blood pressure(SBP).A deep learning model was proposed using a long-term recurrent convolutional network(LRCN)modified from a deep learning algorithm,the convolutional neural network model of the modified inception deep learning module,and a long short-term memory network(LSTM)to improve the model’s accuracy of BP and HR measurements.The PPG data of 1,551 patients were obtained from the University of California Irvine Machine Learning Repository.How to design a filter of PPG signals and how to choose the loss functions for deep learning model were also discussed in the study.Finally,the stability of the proposed model was tested using a 10-fold cross-validation,with an MAE±SD of 2.942±5.076 mmHg for SBP,1.747±3.042 mmHg for DBP,and 1.137±2.463 bpm for the HR.Compared with its existing counterparts,the model entailed less computational load and was more accurate in estimating SBP,DBP,and HR.These results established the validity of the model.
基金supported by National Natural Science Foundation of China(3186070231960703)Postgraduate Innovation Research Project of General Higher Education in Hainan Province,China(Hyb2018-08).
文摘Arylalkylamine N-acetyltransferase(aaNAT)catalyzes the acetylation of dopamine,5-hydroxy-tryptamine,tryptamine,octopamine,norepinephrine and other ary-lalkylamines to form respective N-acetyl-arylalkylamines.Depending on the products formed,aaNATs are involved in a variety of physiological functions.In the yellow fever mosquito,Aedes aegypti,a number of aaNATs and aaNAT-like proteins have been reported.However,the primary function of each individual aaNAT is yet to be identified.In this study we investigated the function of Ae.aegypti aaNAT 1(Ae-aaNATl)in cuticle pigmentation and development of morphology.Ae-aaNAT1 transcripts were detected at all stages of development with highest expressions after pupation and right before adult eclosion.Ae-aaNATl mutant mosquitoes generated using clustered regularly interspaced palindromic repeats(CRISPR)-CRISPR-associated protein 9 had no obvious effect on larval and pupal development.However,the mutant mosquitoes exhibited a roughened ex-oskeletal surface,darker cuticles,and color pattern changes suggesting that Ae-aaNAT1 plays a role in development of the morphology and pigmentation of Ae.aegypti adult cuticles.The mutant also showed less blood feeding efficiency and lower fecundity when compared with the wild-type.The mutation of Ae-aaNAT1 influenced expression of genes involved in cuticle formation.In summary,Ae-aaNAT1 mainly functions on cuticular pigmentation and also affects blood feeding efficiency and fecundity.
