1.Optimization and application of an automatic monitoring module for drug-induced arrhythmias based on population characteristics
Peng LI ; Dai-Hong GUO ; Man ZHU ; Ao GAO ; Hai-Li GUO ; An FU ; An-Qi ZHAO ; Ting-Yong SHI
The Chinese Journal of Clinical Pharmacology 2024;40(9):1345-1349
Objective To develop the functions and optimize the automatic monitoring module for arrhythmias of the adverse drug event active surveillance and assessment system-Ⅱ,in order to continuously improve the performance,enhance the monitoring efficiency,and explore the ways to optimize the module.Methods Expand and optimize the functions of the module,increase the customized configuration,and determine the optimal setting conditions;compare the optimized test data with the results of the evaluation studies on the automatic monitoring of drug-induced arrhythmias in large samples of medicated population previously,and verify the optimization extent as well as the accuracy of the module.Results In the new module optimized according to the characteristics of the monitoring population,the function of"mandatory medical order keywords"was added,and it was determined that the inclusion of 6 electrocardiogram examination-related medical order keywords with a frequency of not less than 2 occurrences was the optimal configuration condition for the optimization of the module;combining the results of the previous automatic monitoring and evaluation researches,the system functions were verified and compared under the conditions of using the whole drugs and 2 kinds of single drug.While there was no loss of true positive cases,the number of cases with system alarms decreased by 30.75%,80.13%and 90.82%,respectively,compared with that before the optimization of the module,and the positive predictive value was significantly improved.Conclusion After the function expansion and optimization,the automatic monitoring module of drug-induced arrhythmias significantly reduces the labor cost of case evaluation and keeps the accuracy of monitoring results constant;the new module can better adapt to the demands of different automatic monitoring modes and operates stably,which is more generalizable and flexible,and provides a new way of considering for the research and development of automatic monitoring modules.
2.Study on the feasibility of MRI technique with APT in predicting the prognosis of acute ischemic stroke
Ao ZHAO ; Xinying WU ; Tong FU ; Peiyan WANG ; Teng JIANG ; Hai LIN ; Huihua YU ; Jianmin YUAN ; Lindong LIU
China Medical Equipment 2024;21(1):46-50,54
Objective:To study the feasibility of magnetic resonance imaging(MRI)technique with amide proton transfer(APT)in predicting the prognosis of cerebral stroke.Methods:A total of 71 patients with acute cerebral stroke who admitted to the Nanjing First Hospital,Nanjing Medical University from September 2022 to May 2023 were selected.All of them underwent the test of National Institute of Health Stroke Scale(NIHSS),and received the MRI examination with chemical exchange saturation transfer(CEST).According to the modified Rankin scale(mRS)values of 1-month follow-up,they were divided into favorable recovery group(mRS<2,44 cases)and poor group(mRS≥2,27 cases).The asymmetric magnetization transfer ratio(MTRasym)image(APT)was obtained by analyzing data with special software.And then,the difference(△APTw)of APT values between ischemic zone and contralateral normal tissue was further calculated.The △APTw values of two groups were compared and analyzed,and the Pearson correlation analysis was adopted to analyze the correlation among △APTw,NIHSS and mRS.The receiver operating characteristics(ROC)curve was drawn,and the area under curve(AUC)of ROC curve was calculated.Results:There were significant positive correlations among △APTw,NIHSS and mRS scores(R2=0.659,0.522,P<0.001),and the differences of △APTW,NIHSS and mRS scores between the favorable recovery group and poor group were significant(t=5.73,6.36,13.92,P<0.05),respectively.The AUC value was 0.886,and the sensitivity and specificity of prediction were respectively 77.8%and 95.5%.The positive and negative predictive values were respectively 91.3%and 87.5%.Conclusion:APT imaging technique has feasibility in predicting the prognosis of acute cerebral ischemic stroke.
3.Analysis of 2 642 reports of adverse reactions related to carbapenems and risk signal mining
Haiyan LI ; Daihong GUO ; Yonghua YUAN ; Man ZHU ; Ao GAO ; Jingchuan LU ; An FU ; Chao LI ; Peng LI ; Anqi ZHAO
Chinese Journal of Pharmacoepidemiology 2024;33(3):251-258
Objective To understand the incidence and characteristics of adverse drug reactions(ADRs)of carbapenems,explore the relevant risk signals,and provide a reference for clinically safe drug use.Methods All spontaneous reports of carbapenem drug-related ADRs from January 2008 to October 2022 in the Adverse Drug Reaction Monitoring Center,PLA General Hospital's ADR database were retrieved,and information such as patients'general conditions,involved systems and organs damage,and the names of ADRs involved were retrospectively analysed.Using the reporting odd ratio method,the proportional reporting ratio method,the Medicines and Healthcare Products Regulatory Agency method,and information component method to obtain risk signals of carbapenem antimicrobial drug-related ADR.Results A total of 2 642 ADR reports of carbapenems were reported,of which 410 serious ADR reports(15.52%)were serious ADR reports,five cabapenem antimirobial drug species were mainly involved.In descending order of composition were imipenem cilastatin(51.28%),meropenem(32.13%),biapenem(8.10%),ertapenem(7.68%),and panipenem(0.79%).The male to female ratio of patients was 1.74:1,with the most age>60 years(59.69%).A total of 14"drug-ADR name"combinations generated risk signals in all four data mining methods,with meropenem being the most signals,and imipenem cilastatin and ertapenem had a high number of reported ADR in nervous system.Conclusion The results of risk signal mining are basically consistent with the known carbapenem ADR information,during the use of carbapenem antimicrobial drugs in the clinic,it is recommended to monitor patients'liver and kidney functions as well as blood biochemical indexes,so as to strengthen the awareness of vigilance in the clinical use of carbapenem antimicrobial drugs,and timely recognize and deal with ADRs in a timely manner,and to avoid the occurrence of serious ADRs.
4.Establishment,optimization and practice of an automatic central nervous system adverse reactions monitoring module based on hospital information system data
Haiyan LI ; Daihong GUO ; Man ZHU ; Ao GAO ; Jingchuan LU ; An FU ; Chao LI ; Peng LI ; Anqi ZHAO
Chinese Journal of Pharmacoepidemiology 2024;33(9):971-977
Objective To construct a module for drug-induced central nervous system adverse reactions(CNS-ADR)within the Clinical Adverse Drug Event Active Monitoring and Intelligent Assessment Alert System-Ⅱ(ADE-ASAS-Ⅱ),and to conduct a large-scale,real-world active monitoring and evaluation of CNS-ADR specifically related to imipenem/cilastatin.Methods Based on literature review,spontaneous report evaluation,and initial word set of CNS-ADR related descriptions in electronic medical records,text recognition technology was used to construct and optimize the condition settings of the CNS-ADR automatic monitoring module.Hospitalized patients using imipenem/cilastatin were retrospectively monitored from 2017 to 2021,and the positive patients which had CNS-ADR were statistically described in terms of the demographic characteristics,CNS symptoms,and hospital departments.Results Based on a repeated testing optimization using 1 185 manually monitored results,the best setting for the determined module includes 62 sets of keywords,with a positive predictive value(PPV)of 13.63%and a recall rate of 100%.Expanding the monitoring to 8 222 medication users using this module,281 cases of positive causality were identified,with an incidence rate of 3.42%.Among them,patients over 60 years old accounted for 50.17%,and the main manifestations of CNS-ADR were epileptic seizures,headaches,mania,and delirium.Conclusion The CNS-ADR automatic monitoring module established based on ADE-ASAS-Ⅱ provides fast and reliable text data mining support for conducting real-world research on CNS-ADR.
5.Independent prognostic value of the congestion and renal index in patients with acute heart failure.
Run-Qing JI ; Bin WANG ; Jin-Guo ZHANG ; Shu-Hong SU ; Li LI ; Qin YU ; Xian-Yan JIANG ; Xin FU ; Xue-Hua FANG ; Xiao-Wen MA ; Ao-Xi TIAN ; Jing LI
Journal of Geriatric Cardiology 2023;20(7):516-526
BACKGROUND:
Clinical outcomes are poor if patients with acute heart failure (AHF) are discharged with residual congestion in the presence of renal dysfunction. However, there is no single indication to reflect the combined effects of the two related pathophysiological processes. We, therefore, proposed an indicator, congestion and renal index (CRI), and examined the associations between the CRI and one-year outcomes and the incremental prognostic value of CRI compared with the established scoring systems in a multicenter prospective cohort of AHF.
METHODS:
We enrolled AHF patients and calculated the ratio of thoracic fluid content index divided by estimated glomerular filtration rate before discharge, as CRI. Then we examined the associations between CRI and one-year outcomes.
RESULTS:
A total of 944 patients were included in the analysis (mean age 63.3 ± 13.8 years, 39.3% women). Compared with patients with CRI ≤ 0.59 mL/min per kΩ, those with CRI > 0.59 mL/min per kΩ had higher risks of cardiovascular death or HF hospitalization (HR = 1.56 [1.13-2.15]) and all-cause death or all-cause hospitalization (HR = 1.33 [1.01-1.74]). CRI had an incremental prognostic value compared with the established scoring system.
CONCLUSIONS
In patients with AHF, CRI is independently associated with the risk of death or hospitalization within one year, and improves the risk stratification of the established risk models.
6.Effect of Shugan Tiaoshen acupuncture combined with western medication on depression-insomnia comorbidity due to COVID-19 quarantine: a multi-central randomized controlled trial.
Lu-da YAN ; Zhong-Xian LI ; Yu ZHANG ; Xue-Song LIANG ; Jing-Jing LI ; Miao WU ; Guo-Ao SHI ; Rui-Ming CHEN ; Xiang JI ; Si-Yao ZUO ; Shi-Yun CHEN ; Peng ZHOU ; Wen-Bin FU
Chinese Acupuncture & Moxibustion 2023;43(3):255-260
OBJECTIVE:
To observe the effect of Shugan Tiaoshen acupuncture (acupuncture for soothing the liver and regulating the mentality) combined with western medication on depression and sleep quality in the patients with depression-insomnia comorbidity due to COVID-19 quarantine, and investigate the potential mechanism from the perspective of cortical excitability.
METHODS:
Sixty patients with depression-insomnia comorbidity due to COVID-19 quarantine were randomly divided into an acupuncture group and a sham-acupuncture group, 30 cases in each one. The patients of both groups were treated with oral administration of sertraline hydrochloride tablets. In the acupuncture group, Shugan Tiaoshen acupuncture was supplemented. Body acupuncture was applied to Yintang (GV 24+), Baihui (GV 20), Hegu (LI 4), Zhaohai (KI 6), Qihai (CV 6), etc. The intradermal needling was used at Xin (CO15), Gan (CO12) and Shen (CO10). In the sham-acupuncture group, the sham-acupuncture was given at the same points as the acupuncture group. The compensatory treatment was provided at the end of follow-up for the patients in the sham-acupuncture group. In both groups, the treatment was given once every two days, 3 times a week, for consecutive 8 weeks. The self-rating depression scale (SDS) and insomnia severity index (ISI) scores were compared between the two groups before and after treatment and 1 month after the end of treatment (follow-up) separately. The cortical excitability indexes (resting motor threshold [rMT], motor evoked potential amplitude [MEP-A], cortical resting period [CSP]) and the level of serum 5-hydroxytryptamine (5-HT) were measured before and after treatment in the two groups.
RESULTS:
After treatment and in follow-up, SDS and ISI scores were decreased in both groups compared with those before treatment (P<0.05), and the scores in the acupuncture group were lower than those in the sham-acupuncture group (P<0.05), and the decrease range in the acupuncture group after treatment was larger than that in the sham-acupuncture group (P<0.05). After treatment, rMT was reduced (P<0.05), while MEP-A and CSP were increased (P<0.05) in the acupuncture group compared with that before treatment. The levels of serum 5-HT in both groups were increased compared with those before treatment (P<0.05). The rMT in the acupuncture group was lower than that in the sham-acupuncture group, while MEP-A and CSP, as well as the level of serum 5-HT were higher in the acupuncture group in comparison with the sham-acupuncture group (P<0.05).
CONCLUSION
Shugan Tiaoshen acupuncture combined with western medication can relieve depression and improve sleep quality in the patients with depression-insomnia comorbidity due to COVID-19 quarantine, which is probably related to rectifying the imbalanced excitatory and inhibitory neuronal functions.
Humans
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Depression
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Quarantine
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Serotonin
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Sleep Initiation and Maintenance Disorders
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COVID-19
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Acupuncture Therapy
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Comorbidity
7. Diagnosis and individualized drug therapy for the rejection with hyperglycemia after liver Transplantation
Yining CHEN ; Yun XIAO ; Xiaoyu HAN ; Lulu HUANG ; Hanbin XIONG ; Yu FU ; Baolin WANG ; Jiangen AO ; Jiake HE ; Yining CHEN ; Yun XIAO ; Xiaoyu HAN ; Lulu HUANG ; Jiake HE ; Yining CHEN ; Yun XIAO ; Xiaoyu HAN ; Lulu HUANG ; Jiake HE ; Jingsheng MA ; Xiaohui GUO ; Lin ZHONG ; Jiake HE ; Jiake HE
Chinese Journal of Clinical Pharmacology and Therapeutics 2023;28(5):550-555
AIM: To establish individualized drug therapy strategy for patients with rejection and hyperglycemia after liver transplantation. METHODS: Clinical pharmacist collaborated with the surgeons and participated in the diagnosis and treatment of rejection and hyperglycemia after liver transplantation. Taking together liver function, therapeutic drug monitoring, drug-drug interactions between tacrolimus and wuzhi capsule, individualized drug therapy was adapted to improve the prognosis. RESULTS: The patient recovered well and survived in good health till now. CONCLUSION: It is highly suggested that clinical pharmacists actively involved in treatment of more severe and difficult-to-treat disease and design the individualized dosing regimens. This will largely contribute in reduced adverse drug reaction, improved safety and effectiveness in drug use as well as the quality of life in the "post-transplantation era".
8.Exploration of the indications for pedicled transverse rectus abdominis myocutaneous flap combined with deep inferior epigastric artery perforator flap for breast reconstruction
Yutong YUAN ; Boyang XU ; Su FU ; Shangshan LI ; Dali MU ; Minqiang XIN ; Weiwei CHEN ; Wenyue LIU ; Zhaohan CHEN ; Xingyi DU ; Xiaomu MA ; Ao FU ; Yiye OUYANG ; Chunjun LIU ; Jie LUAN
Chinese Journal of Plastic Surgery 2023;39(9):939-946
Objective:This study aimed to explore the clinical application value of the indication selection criteria for bi-pedicled deep inferior epigastric arterial perforator flap(DIEP) versus pedicled transverse rectus abdominis myocutaneous flap(TRAM) combined with DIEP for breast reconstruction.Methods:The clinical data of patients who underwent delayed bi-pedicled abdominal flap breast reconstruction after breast cancer surgery in the Department of Oncoplastic and Reconstructive Breast Surgery and Department of Mammoplasty, Plastic Surgery Hospital, Chinese Academy of Medical Sciences from January 2008 to April 2022 were retrospectively analyzed. According to the indications for each procedure, corresponding blood supply source was selected. Subsequently, patients were divided into two groups: bi-pedicled DIEP group and pedicled TRAM+ DIEP combined flap group according to the type of blood supply source. The indication selection criteria for pedicled TRAM+ DIEP combined flap was as follows: lack of two groups of recipient vessels; no dominant perforator in the abdominal donor site; previous abdominal liposuction or abdominal surgery with large dissection range and severe scar; patients were unable to tolerate prolonged surgery or had high risk factors for microsurgery. A comparison of breast reconstruction surgery characteristics was conducted between the two groups. Independent-samples t-test, rank sum test, Chi-square test and Fisher’s exact probability method were used to analyze various data including age, body mass index (BMI), time interval between breast cancer surgery and breast reconstruction surgery, history of radiotherapy, history of chemotherapy, history of smoking, history of lower abdominal surgery, history of hypertension, original surgical incision type, length and width of flap, hospitalization length, preoperative and postoperative conditions, as well as postoperative complications. Statistical significance was defined at P<0.05. Results:A total of 54 patients who underwent unilateral breast reconstruction were included in this study with a mean age of 42.2 years (range, 30-59 years). The pedicled TRAM+ DIEP combined flap group consisted of 21 patients with a mean age of 42.7 years (range, 33-56 years) while the bi-pedicled DIEP group comprised 33 patients with a mean age of 41.8 years (30-59 years). Out of the 54 patients, a total of 38 were eventually followed up, comprising 14 in the pedicled TRAM+ DIEP combined flap group and 24 in the bi-pedicled DIEP group. The average follow-up duration for the pedicled TRAM+ DIEP combined flap group was 42 months (range, 6-69 months). Abdominal bulge occurred in one patient, while another patient experienced abdominal hernia. The average follow-up duration for the bi-pedicled DIEP group was 47 months (6-179 months), with no reported cases of abdominal bulge or abdominal hernia. There were no statistically significant differences observed between the two groups regarding age, BMI, time interval between breast cancer surgery and breast reconstruction surgery, history of radiotherapy or chemotherapy, history of smoking, history of lower abdominal surgery, history of hypertension, original surgical incision type, length and width of flap, hospitalization length or time to ambulation (all P>0.05). However, there was a statistically significant difference noted in duration of surgery between the pedicled TRAM+ DIEP combined flap group and bi-pedicled DIEP group [6.0(5.5-6.5) hours vs. 8.5(8.0-8.8) hours] ( P<0.01). Comparison analysis revealed no statistically significant differences in terms of partial flap necrosis (0/21 vs. 1/33), abdominal incision dehiscence (2/21 vs. 2/33), abdominal bulge (1/14 vs. 0 /24) or abdominal hernia (1/1 vs. 0/24) between the two groups ( P>0.05). Conclusion:For patients who needed bilateral vascular pedicled lower abdominal wall for breast reconstruction, utilizing a pedicled TRAM+ DIEP combined flap did not increase surgical complication risks. The proposed indication selection criteria for using a pedicled TRAM + DIEP combined flap outlined in this study could serve as guidance when choosing methods for bi-pedicled abdominal flap breast reconstruction.
9.Exploration of the indications for pedicled transverse rectus abdominis myocutaneous flap combined with deep inferior epigastric artery perforator flap for breast reconstruction
Yutong YUAN ; Boyang XU ; Su FU ; Shangshan LI ; Dali MU ; Minqiang XIN ; Weiwei CHEN ; Wenyue LIU ; Zhaohan CHEN ; Xingyi DU ; Xiaomu MA ; Ao FU ; Yiye OUYANG ; Chunjun LIU ; Jie LUAN
Chinese Journal of Plastic Surgery 2023;39(9):939-946
Objective:This study aimed to explore the clinical application value of the indication selection criteria for bi-pedicled deep inferior epigastric arterial perforator flap(DIEP) versus pedicled transverse rectus abdominis myocutaneous flap(TRAM) combined with DIEP for breast reconstruction.Methods:The clinical data of patients who underwent delayed bi-pedicled abdominal flap breast reconstruction after breast cancer surgery in the Department of Oncoplastic and Reconstructive Breast Surgery and Department of Mammoplasty, Plastic Surgery Hospital, Chinese Academy of Medical Sciences from January 2008 to April 2022 were retrospectively analyzed. According to the indications for each procedure, corresponding blood supply source was selected. Subsequently, patients were divided into two groups: bi-pedicled DIEP group and pedicled TRAM+ DIEP combined flap group according to the type of blood supply source. The indication selection criteria for pedicled TRAM+ DIEP combined flap was as follows: lack of two groups of recipient vessels; no dominant perforator in the abdominal donor site; previous abdominal liposuction or abdominal surgery with large dissection range and severe scar; patients were unable to tolerate prolonged surgery or had high risk factors for microsurgery. A comparison of breast reconstruction surgery characteristics was conducted between the two groups. Independent-samples t-test, rank sum test, Chi-square test and Fisher’s exact probability method were used to analyze various data including age, body mass index (BMI), time interval between breast cancer surgery and breast reconstruction surgery, history of radiotherapy, history of chemotherapy, history of smoking, history of lower abdominal surgery, history of hypertension, original surgical incision type, length and width of flap, hospitalization length, preoperative and postoperative conditions, as well as postoperative complications. Statistical significance was defined at P<0.05. Results:A total of 54 patients who underwent unilateral breast reconstruction were included in this study with a mean age of 42.2 years (range, 30-59 years). The pedicled TRAM+ DIEP combined flap group consisted of 21 patients with a mean age of 42.7 years (range, 33-56 years) while the bi-pedicled DIEP group comprised 33 patients with a mean age of 41.8 years (30-59 years). Out of the 54 patients, a total of 38 were eventually followed up, comprising 14 in the pedicled TRAM+ DIEP combined flap group and 24 in the bi-pedicled DIEP group. The average follow-up duration for the pedicled TRAM+ DIEP combined flap group was 42 months (range, 6-69 months). Abdominal bulge occurred in one patient, while another patient experienced abdominal hernia. The average follow-up duration for the bi-pedicled DIEP group was 47 months (6-179 months), with no reported cases of abdominal bulge or abdominal hernia. There were no statistically significant differences observed between the two groups regarding age, BMI, time interval between breast cancer surgery and breast reconstruction surgery, history of radiotherapy or chemotherapy, history of smoking, history of lower abdominal surgery, history of hypertension, original surgical incision type, length and width of flap, hospitalization length or time to ambulation (all P>0.05). However, there was a statistically significant difference noted in duration of surgery between the pedicled TRAM+ DIEP combined flap group and bi-pedicled DIEP group [6.0(5.5-6.5) hours vs. 8.5(8.0-8.8) hours] ( P<0.01). Comparison analysis revealed no statistically significant differences in terms of partial flap necrosis (0/21 vs. 1/33), abdominal incision dehiscence (2/21 vs. 2/33), abdominal bulge (1/14 vs. 0 /24) or abdominal hernia (1/1 vs. 0/24) between the two groups ( P>0.05). Conclusion:For patients who needed bilateral vascular pedicled lower abdominal wall for breast reconstruction, utilizing a pedicled TRAM+ DIEP combined flap did not increase surgical complication risks. The proposed indication selection criteria for using a pedicled TRAM + DIEP combined flap outlined in this study could serve as guidance when choosing methods for bi-pedicled abdominal flap breast reconstruction.
10.Deep learning-assisted construction of three-demensional facial midsagittal plane.
Yu Jia ZHU ; Qing XU ; Yi Jiao ZHAO ; Lei ZHANG ; Zi Wang FU ; Ao Nan WEN ; Zi Xiang GAO ; Jun ZHANG ; Xiang Ling FU ; Yong WANG
Journal of Peking University(Health Sciences) 2022;54(1):134-139
OBJECTIVE:
To establish a deep learning algorithm that can accurately determine three-dimensional facial anatomical landmarks, multi-view stacked hourglass convolutional neural networks (MSH-CNN) and to construct three-dimensional facial midsagittal plane automatically based on MSH-CNN and weighted Procrustes analysis algorithm.
METHODS:
One hundred subjects with no obvious facial deformity were collected in our oral clinic. Three-dimensional facial data were scanned by three-dimensional facial scanner. Experts annotated twenty-one facial landmarks and midsagittal plane of each data. Eighty three-dimensional facial data were used as training set, to train the MSH-CNN in this study. The overview of MSH-CNN network architecture contained multi-view rendering and training the MSH-CNN network. The three-dimensional facial data were rendered from ninety-six views that were fed to MSH-CNN and the output was one heatmap per landmark. The result of the twenty-one landmarks was accurately placed on the three-dimensional facial data after a three-dimensional view ray voting process. The remaining twenty three-dimensional facial data were used as test set. The trained MSH-CNN automatically determined twenty-one three-dimensional facial anatomical landmarks of each case of data, and calculated the distance between each MSH-CNN landmark and the expert landmark, which was defined as position error. The midsagittal plane of the twenty subjects' could be automatically constructed, using the MSH-CNN and Procrustes analysis algorithm. To evaluate the effect of midsagittal plane by automatic method, the angle between the midsagittal plane constructed by the automatic method and the expert annotated plane was calculated, which was defined as angle error.
RESULTS:
For twenty subjects with no obvious facial deformity, the average angle error of the midsagittal plane constructed by MSH-CNN and weighted Procrustes analysis algorithm was 0.73°±0.50°, in which the average position error of the twenty-one facial landmarks automatically determined by MSH-CNN was (1.13±0.24) mm, the maximum position error of the orbital area was (1.31±0.54) mm, and the minimum position error of the nasal area was (0.79±0.36) mm.
CONCLUSION
This research combines deep learning algorithms and Procrustes analysis algorithms to realize the fully automated construction of the three-dimensional midsagittal plane, which initially achieves the construction effect of clinical experts. The obtained results constituted the basis for the independent intellectual property software development.
Algorithms
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Deep Learning
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Face
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Humans
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Neural Networks, Computer
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Software

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