1.Construction and application of a deep learning-based assistant system for corneal in vivo confocal microscopy images recognition
Yulin YAN ; Weiyan JIANG ; Simin CHENG ; Yiwen ZHOU ; Yi YU ; Biqing ZHENG ; Yanning YANG
Chinese Journal of Experimental Ophthalmology 2024;42(2):129-135
Objective:To construct an artificial intelligence (AI)-assisted system based on deep learning for corneal in vivo confocal microscopy (IVCM) image recognition and to evaluate its value in clinical applications. Methods:A diagnostic study was conducted.A total of 18 860 corneal images were collected from 331 subjects who underwent IVCM examination at Renmin Hospital of Wuhan University and Zhongnan Hospital of Wuhan University from May 2021 to September 2022.The collected images were used for model training and testing after being reviewed and classified by corneal experts.The model design included a low-quality image filtering model, a corneal image diagnosis model, and a 4-layer identification model for corneal epithelium, Bowman membrane, stroma, and endothelium, to initially determine normal and abnormal corneal images and corresponding corneal layers.A human-machine competition was conducted with another 360 database-independent IVCM images to compare the accuracy and time spent on image recognition by three senior ophthalmologists and the AI system.In addition, 8 trainees without IVCM training and with less than three years of clinical experience were selected to recognize the same 360 images without and with model assistance to analyze the effectiveness of model assistance.This study adhered to the Declaration of Helsinki.The study protocol was approved by the Ethics Committee of Renmin Hospital of Wuhan University (No.WDRY2021-K148).Results:The accuracy of this diagnostic model in screening high-quality images was 0.954.Its overall accuracy in identifying normal/abnormal corneal images was 0.916 and 0.896 in the internal and external test sets, respectively.Its accuracy reached 0.983, 0.925 in the internal test sets and 0.988, 0.929 in the external test sets in identifying corneal layers of normal and abnormal images, respectively.In the human-machine competition, the overall recognition accuracy of the model was 0.878, which was similar to the average accuracy of the three senior physicians and was approximately 300 times faster than the experts in recognition speed.Trainees assisted by the system achieved an accuracy of 0.816±0.043 in identifying corneal layers of normal and abnormal images, which was significantly higher than 0.669±0.061 without model assistance ( t=6.304, P<0.001). Conclusions:A deep learning-based assistant system for corneal IVCM image recognition is successfully constructed.This system can discriminate normal/abnormal corneal images and diagnose the corresponding corneal layer of the images, which can improve the efficiency of clinical diagnosis and assist doctors in training and learning.
2.Efficacy and safety of enhanced external counterpulsation in elderly patients with acute ischemic stroke complicated by coronary heart disease
Lina MA ; Yuqiao ZHENG ; Yulin WANG ; Ning XIANG ; Jingyuan LI ; Xuehui QIN
Chinese Journal of Geriatric Heart Brain and Vessel Diseases 2024;26(2):175-178
Objective To explore the efficacy and safety of enhanced external counterpulsation(EECP)in elderly patients with acute ischemic stroke(AIS)complicated by coronary heart dis-ease(CHD).Methods A total of 65 AIS patients with CHD admitted in our hospital from Janu-ary to June 2023 were recruited and randomly divided into a control group(drug secondary pre-vention,n=32)and a treatment group(drug combined with EECP therapy,n=33).Their NIHSS score,mRS score and Canadian Cardiovascular Society(CCS)angina grade were evaluated before and after treatment and compared between the two groups.The incidences of recurrent ischemic stroke,new hemorrhagic stroke and major adverse cardiovascular events(MACE)were also recor-ded during treatment.Results The NIHSS score and mRS score were significantly decreased in both groups after treatment(P<0.01).After treatment,the NIHSS score(2.67±1.63 vs 3.56± 1.83),mRS score[1.0(0.0,1.0)vs 2.0(1.0,2.0)]and CCS grade[1.0(1.0,2.0)vs 2.0(1.0,2.0)]were obviously lower in the treatment group than the control group(P<0.05,P<0.01).There were no statistical differences in the incidence rates of recurrent ischemic stroke,new-onset hem-orrhagic stroke,and MACE between the control group and the treatment group(9.4%vs 6.1%,6.3%vs 3.0%,12.5%vs 6.1%,P>0.0 5).Conclusion EECP is a safe and effective treatment option for elderly AIS patients with CHD.
3.Effect of esketamine combined with transversus thoracis plane block on stress response and inflammation level in patients undergoing cardiac valve replacement
Xiaoyu KANG ; Siming SONG ; Yulin ZHONG ; Liuyu LU ; Xiaotong QIN ; Yonghao WANG ; Yang LU ; Zheng GONG
The Journal of Practical Medicine 2024;40(21):3082-3089
Objective To investigate the impact of esketamine hydrochloride in combination with ultrasound-guided transverse thoracic muscle plane block on stress response and inflammatory levels in patients undergoing cardiac valve replacement under general anesthesia.Methods A total of 120 patients who underwent elective extra-corporeal circulation-supported median open heart valve replacement were selected and randomly assigned into four groups using the random number table method:general anesthesia alone(Group G),general anesthesia with intrave-nous administration of esketamine(Group E),general anesthesia with transverse thoracic plane block(Group T),and esketamine combined with transverse thoracic muscle plane block(Group ET);each group consisted of 30 cases.Patients in group E and group ET received a continuous infusion of esketamine hydrochloride injection at a rate of 0.2 mg/kg-1?h-1 until the completion of the surgical procedure,while patients in group G and group T received an equivalent volume of saline solution until the completion of the surgical procedure.After the induction of general anesthesia,patients in group T and group ET underwent ultrasound-guided bilateral transverse thoracic muscle plane block,while patients in group G and group E did not receive any specific intervention.All four groups received identical protocols for anesthesia induction and maintenance,with self-controlled intravenous analgesic pumps administered to all patients postoperatively.The following time points were recorded:1 day prior to surgery(T0),pre-induction of anesthesia(T1),1 minute post-tracheal intubation(T2),1 minute post-median sternotomy(T3),1 minute prior to initiation of cardiopulmonary circulation(T4),1 minute after cessation of cardiopulmonary circula-tion(T5),1 minute after completion of surgery(T6),1 day post-surgery(T7),2 days post-surgery(T8),and 3 days post-surgery(T9).Mean Arterial Pressure(MAP)and Heart Rate(HR)were continuously monitored from T1 to T6.The levels of blood glucose and lactate were measured and recorded at T1,T4 to T6.The levels of White Blood Cells(WBC)and C-Reactive Protein(CRP)were assessed at T0,as well as at T7 to T9.The occurrence of postoperative adverse reactions was documented in all four groups.Results(1)Comparison of hemodynamics among the four groups:Compared with group G,there was a significant decrease in MAP and HR at T3 in group T(P<0.05).At the T5 time point,MAP was lower in group ET compared to group E,while HR was higher in group ET compared to group T(P<0.05).(2)The lactate and blood glucose levels of the four patient groups after extracorporeal circulation transfer were higher than those at the T1 time point(P<0.05).Patients in group E had lower lactate values at the T5 time point and lower blood glucose values at the T6 time point compared to group G(P<0.05).Additionally,patients in group E exhibited lower lactate and blood glucose values at both the T5 and T6 time points compared to those in group T(P<0.05).(3)Compared to T0,the levels of white blood cells(WBC)and C-reactive protein(CRP)were increased in all four groups after surgery(P<0.05).At the T7 time point,the WBC levels in group E and group T were significantly lower than those in group G(P<0.05).Furthermore,compared to group E and group T,the level of WBC in group ET was significantly lower at T7,while the level of CRP was significantly lower at T8(P<0.05).(4)There were no significant differences observed in postoperative adverse reactions among the four groups(P>0.05).Conclusion Combining low-dose esketamine hydrochloride with transverse thoracic muscle plane block under general anesthesia during open heart valve replacement surgery can effectively stabilize the patient's hemodynamics,mitigate perioperative stress response and postoperative inflammation levels,thereby demonstrating significant clini-cal utility.
4.A comparative study on the diagnostic efficacy of ultrasound and MRI in fibro-adipose vascular anomaly
Wenjia HU ; Fan WEI ; Zhaohan WANG ; Yulin ZHENG ; Gang WU ; Haiting LI ; Changxian DONG ; Yubin GONG
Chinese Journal of Plastic Surgery 2024;40(3):293-299
Objective:To compare the diagnostic efficacy of ultrasound and MRI in fibro-adipose vascular anomaly (FAVA).Methods:The clinical data of patients with suspected FAVA who underwent ultrasound and MRI examinations at Henan Provincial People’s Hospital from January 2011 to October 2021 were retrospectively analyzed. The imaging findings from ultrasound and MRI were analyzed, and then compared with the pathological findings. To evaluate the diagnostic efficacy of ultrasound and MRI in diagnosing FAVA by assessing sensitivity, specificity, positive predictive value, negative predictive value, and coincidence rate. Paired χ2 test (McNemar test) was used to compare the coincidence rate of ultrasound and MRI, as well as their combined diagnosis. A significance level of P < 0.05 was considered statistically significant. Results:A total of 50 patients were included in the study, comprising 24 males and 26 females, with their ages ranging from 1 to 50 years and an average age of (16.2 ± 10.5) years. Pathology confirmed 43 FAVA patients and 7 non-FAVA patients. The sensitivity, specificity, positive predictive value, negative predictive value, and coincidence rate of ultrasound in the diagnosis of FAVA were 83.7%, 71.4%, 94.7%, 41.7%, and 82.0%, respectively. The sensitivity, specificity, positive predictive value, negative predictive value, and coincidence rate of MRI in the diagnosis of FAVA were 69.8%, 85.7%, 96.8%, 31.6%, and 72.0%, respectively. The sensitivity, specificity, positive predictive value, negative predictive value, and coincidence rate of FAVA were 90.7%, 71.4%, 95.1%, 55.6%, and 88.0%, respectively. The diagnostic accuracy of ultrasound was higher than that of MRI, but the difference was not statistically significant ( χ2 = 1.41, P = 0.235). The coincidence rate of combined diagnosis was higher than that of ultrasound ( χ2= 0.71, P = 0.401) and MRI ( χ2= 4.00, P = 0.039), with a statistically significant difference. Conclusion:Both ultrasound and MRI are highly valuable in diagnosing FAVA. The combined usage of ultrasound and MRI can enhance the accuracy of preoperative FAVA diagnosis.
5.A comparative study on the diagnostic efficacy of ultrasound and MRI in fibro-adipose vascular anomaly
Wenjia HU ; Fan WEI ; Zhaohan WANG ; Yulin ZHENG ; Gang WU ; Haiting LI ; Changxian DONG ; Yubin GONG
Chinese Journal of Plastic Surgery 2024;40(3):293-299
Objective:To compare the diagnostic efficacy of ultrasound and MRI in fibro-adipose vascular anomaly (FAVA).Methods:The clinical data of patients with suspected FAVA who underwent ultrasound and MRI examinations at Henan Provincial People’s Hospital from January 2011 to October 2021 were retrospectively analyzed. The imaging findings from ultrasound and MRI were analyzed, and then compared with the pathological findings. To evaluate the diagnostic efficacy of ultrasound and MRI in diagnosing FAVA by assessing sensitivity, specificity, positive predictive value, negative predictive value, and coincidence rate. Paired χ2 test (McNemar test) was used to compare the coincidence rate of ultrasound and MRI, as well as their combined diagnosis. A significance level of P < 0.05 was considered statistically significant. Results:A total of 50 patients were included in the study, comprising 24 males and 26 females, with their ages ranging from 1 to 50 years and an average age of (16.2 ± 10.5) years. Pathology confirmed 43 FAVA patients and 7 non-FAVA patients. The sensitivity, specificity, positive predictive value, negative predictive value, and coincidence rate of ultrasound in the diagnosis of FAVA were 83.7%, 71.4%, 94.7%, 41.7%, and 82.0%, respectively. The sensitivity, specificity, positive predictive value, negative predictive value, and coincidence rate of MRI in the diagnosis of FAVA were 69.8%, 85.7%, 96.8%, 31.6%, and 72.0%, respectively. The sensitivity, specificity, positive predictive value, negative predictive value, and coincidence rate of FAVA were 90.7%, 71.4%, 95.1%, 55.6%, and 88.0%, respectively. The diagnostic accuracy of ultrasound was higher than that of MRI, but the difference was not statistically significant ( χ2 = 1.41, P = 0.235). The coincidence rate of combined diagnosis was higher than that of ultrasound ( χ2= 0.71, P = 0.401) and MRI ( χ2= 4.00, P = 0.039), with a statistically significant difference. Conclusion:Both ultrasound and MRI are highly valuable in diagnosing FAVA. The combined usage of ultrasound and MRI can enhance the accuracy of preoperative FAVA diagnosis.
6.Research progress and clinical application of 3D image superimposition in orthodontics
Yulin XIANG ; Ying LIANG ; Zhijun ZHENG
STOMATOLOGY 2024;44(10):796-800
The superimposition analysis of imaging data on the structure of craniomaxillofacial tissue at different time points of the same object is an important method for studying craniomaxillofacial growth and development,evaluating the efficacy of orthodontic treat-ment and orthognathic surgery.While overcoming the common shortcomings of traditional 2D imaging,3D image superimposition pro-vides more comprehensive craniomaxillofacial information and more accurate dental and bone data.Therefore,more and more scholars are validating and exploring the reliability and accuracy of 3D superimposition technology for clinical applications.This article reviews the 3D image data sources,superimposition methods,and clinical applications,to provide scientific research and clinical guidance for 3D image superimposition technology in orthodontics.
7.The Exploration and Analysis of Constructing a Multiple Health Security System for Rare Diseases in China
Libo TAO ; Fangxu WANG ; Fanghong JIA ; Yulin YANG ; Jiayin ZHENG ; Shuyang ZHANG
JOURNAL OF RARE DISEASES 2023;2(1):135-142
Health security for rare diseases has aroused much attention in the society nowadays, In this article, we analyzed in-depth the construction of rare diseases health security in China by studying the literature reviews, expert interviews, and reports of pilot policy investigations. We conclude in the study that it is an important step to constructing a multiple health security system for the rare disease making the basic health security as the cornerstone. For rare medications and treatments that cannot be covered by the current national health insurance, it is necessary to build an specific funding for rare disease funding as a means of safeguard. Finally, for those who are financially disadvantages, the system should involve relief and philanthropy to help them. By constructing a multiple health security system, rare diseases patients in our country will get a well-covered health care.
8.Effect of nasal swell body on nasal airflow and Artemisia pollen deposition.
Ya ZHANG ; Ruiping MA ; Yusheng WANG ; Jingliang DONG ; Jingbin ZHANG ; Zhenzhen HU ; Feilun YANG ; Minjie GONG ; Miao LOU ; Lin TIAN ; Luyao ZHANG ; Botao WANG ; Yuping PENG ; Guoxi ZHENG
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2023;37(7):535-541
Objective:The nasal swell body(NSB) consists of the nasal septal cartilage, nasal bone, and swollen soft tissue, all of which are visible during endoscopic and imaging examinations. Although the function of the NSB remains uncertain, there is evidence to suggest that it plays a vital role in regulating nasal airflow and filtering inhaled air. Based on anatomical and histological evidence, it is hypothesized that the NSB is indispensable in these processes. This study aims to investigate the impact of NSB on nasal aerodynamics and the deposition of allergen particles under physiological conditions. Methods:The three-dimensional (3D) nasal models were reconstructed from computed tomography (CT) scans of the paranasal sinus and nasal cavity in 30 healthy adult volunteers from Northwest China, providing basis for the construction of models without NSB following virtual NSB-removal surgery. To analyze the distribution of airflow in the nasal cavity, nasal resistance, heating and humidification efficiency, and pollen particle deposition rate at various anatomical sites, we employed the computed fluid dynamics(CFD) method for numerical simulation and quantitative analysis. In addition, we created fully transparent segmented nasal cavity models through 3D printing, which were used to conduct bionic experiments to measure nasal resistance and allergen particle deposition. Results:①The average width and length of the NSB in healthy adults in Northwest China were (12.85±1.74) mm and (28.30±1.92) mm, respectively. ②After NSB removal, there was no significant change in total nasal resistance, and cross-sectional airflow velocity remained essentially unaltered except for a decrease in topical airflow velocity in the NSB plane. ③There was no discernible difference in the nasal heating and humidification function following the removal of the NSB; ④After NSB removal, the deposition fraction(DF) of Artemisia pollen in the nasal septum decreased, and the DFs post-and pre-NSB removal were(22.79±6.61)% vs (30.70±12.27)%, respectively; the DF in the lower airway increased, and the DFs post-and pre-NSB removal were(24.12±6.59)% vs (17.00±5.57)%, respectively. Conclusion:This study is the first to explore the effects of NSB on nasal airflow, heating and humidification, and allergen particle deposition in a healthy population. After NSB removal from the healthy nasal cavities: ①nasal airflow distribution was mildly altered while nasal resistance showed no significantly changed; ②nasal heating and humidification were not significantly changed; ③the nasal septum's ability to filter out Artemisia pollen was diminished, which could lead to increased deposition of Artemisia pollen in the lower airway.
Adult
;
Humans
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Cross-Sectional Studies
;
Nasal Cavity/surgery*
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Allergens
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Pollen
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Artemisia
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Hydrodynamics
9.Quality of life of patients after laparoscopic fundoplication and influencing factors analysis
Yulin ZHENG ; Lingling KONG ; Mingming ZHANG ; Jing GUO ; Xuemin LIU ; Xinran WANG
Chinese Journal of Nursing 2023;58(23):2873-2879
Objective To investigate the quality of life of patients after fundoplication,and to analyze the influencing factors.Methods The convenience sampling method was used to select 223 patients who were hospitalized in the gastroesophageal reflux disease surgical diagnosis and treatment center of a tertiary hospital in Beijing from March 2021 to December 2022 as the research subjects.General information questionnaire,Quality index,General Hospital Anxiety and Depression Scale,Comprehended Social Support Scale,etc.were employed for investigation.Results A total of 207 valid questionnaires were collected,and the sample loss rate was 7.2%.At 3 months after operation,the physical and psychological quality of life of the patients were significantly improved compared with those before the operation(P<0.05),but were lower than the normative level of the healthy population in China(P<0.05).Multivariate analysis showed that age,BMI,family per capita monthly income,anxiety,depression,and the number of postoperative complications were the influencing factors of patients'physical quality of life(P<0.05),and BMI,anxiety,and depression were the influencing factors of patients'psychological quality of life(P<0.05).Conclusion 3 months after fundoplication,the quality of life of the patients was significantly improved compared with that before operation,but it did not return to the normal level.Postoperative nursing staff should focus on elderly patients,as well as patients with BMI<18.5,low per capita monthly family income,many postoperative complications,anxiety,and depression.It is recommended to take early intervention measures to promote the early return of patients to society.
10.Significance of HRMRI in subtyping NCAIS in the elderly
Lina MA ; Yuqiao ZHENG ; Xuemei YIN ; Yulin WANG ; Jun ZHANG ; Ning XIANG ; Jingyuan LI ; Xuehui QIN
Chinese Journal of Geriatric Heart Brain and Vessel Diseases 2023;25(12):1260-1263
Objective To investigate the diagnostic value of high-resolution magnetic resonance im-aging(HRMRI)in elderly patients with non-cardioembolic acute ischemic stroke(NCAIS).Meth-ods A retrospective analysis was conducted on 101 elderly NCAIS patients having HRMRI in our hospital from July 2022 to July 2023.Stroke subtypes were classified according to the Trial of Org 10172 in Acute Stroke Treatment(TOAST)system and the Chinese Ischemic Stroke Sub-classification(CISS)system.The constituent ratio distribution of each subtype classification was compared before and after HRMRI in both classification systems.Results TOAST system identi-fied 8 cases of small-artery occlusion(SAO),1 case of other determined etiology(SOE),5 cases of undetermined etiology(SUE)and then reclassified as large artery atherosclerosis(LAA),1 case of SUE which was reclassified as SAO,and 7 cases of LAA and 4 cases of SUE being reclas-sified as SOE after HRMRI.In total,the diagnosis of 26 cases(25.74%)was modified.In the CISS system,10 cases of penetrating artery disease(PAD),1 case of other etiologies(OE),and 4 cases of undetermined etiology(UE)were reclassified as LAA.Furthermore,9 cases of LAA and 3 cases of UE were reclassified as OE after HRMRI.In total,the diagnosis of 27 cases(26.73%)was modified.There were statistical differences in the constituent ratio before and after HRMRI in both TOAST(x2=15.425,P<0.01)and CISS(x2=17.300,P<0.01)systems.Conclusion HRMRI is of diagnostic value and significance in accurately diagnosing the etiology of AIS in eld-erly patients without cardioembolic causes.

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