1.Compact Fundus Imaging System Using Shack-Hartmann Wavefront Sensing for High-speed Auto-focus
Zhe-Kai LIN ; Long CHEN ; Geng-Yong ZHENG ; Jin-Tian HUANG ; Jia-Xin DONG ; Shang-Pan YANG ; Wen-Zheng DING ; Ding-An HAN ; Xue-Hua WANG ; Ya-Guang ZENG
Progress in Biochemistry and Biophysics 2026;53(4):1076-1086
ObjectiveThe widespread adoption of portable fundus cameras for primary care and community screening is hindered by limitations in current autofocus(AF) technologies. Image-based methods relying on sharpness evaluation require iterative searches, resulting in slow convergence, while projection-based techniques are susceptible to optical artifacts and calibration errors. To address these challenges, this study introduces a novel AF system based on direct wavefront sensing, designed to deliver simultaneous high speed, high precision, and operational robustness within the compact form factor essential for portable ophthalmic devices. MethodsOur approach fundamentally reimagines the AF process by directly measuring the ocular wavefront aberration. We developed a custom portable fundus camera integrating a miniaturized Shack-Hartmann wavefront sensor (SHWS) into the optical path. An 850 nm laser diode projects a point source onto the retina via oblique illumination to minimize corneal reflections. Light scattered from this spot carries the eye’s refractive error through the imaging optics and is directed to the SHWS, positioned at a plane optically conjugate to the primary color CMOS imaging sensor. A microlens array within the SHWS samples the incident wavefront, generating a pattern of focal spots on a CCD. Real-time centroid analysis of these spots provides a map of local wavefront slopes. These measurements are processed through a singular value decomposition (SVD) algorithm to fit a Zernike polynomial basis set, enabling real-time reconstruction of the wavefront phase. The defocus component (S) is extracted from the second-order Zernike coefficients, providing a direct, quantitative measure of the refractive error in diopters. This value serves as a precise error signal in a closed-loop control system, which commands a voice-coil actuated focusing lens to its null position in a single, deterministic step, eliminating the need for iterative search algorithms. ResultsComprehensive evaluation demonstrated the system’s high performance. Testing on a calibrated model eye (OEMI-7) established a highly linear relationship between the computed defocus S and the focusing lens position across a ±20 Diopter (D) compensation range, achievable within a 5 mm mechanical travel. The system achieved a focusing precision of 0.08 D, corresponding to an 18-fold improvement over a conventional projection spot-size method tested under identical conditions. The total focus acquisition time, encompassing wavefront measurement, computation, and lens actuation, averaged under 0.5 s. Clinical validation with 25 human volunteers (50 eyes, refractive range -15 D to +10 D) confirmed practical efficacy. The wavefront-sensing AF succeeded in 92% of attempts with a mean time of 0.5 s, substantially outperforming a projection-based benchmark which achieved only a 32% success rate with an average time of 4.25 s. The system provided instantaneous directional guidance and maintained stability during minor ocular movements. Objective assessment of image quality, via amplitude contrast of retinal vasculature, showed consistent and significant enhancement following AF correction across the entire tested diopter range. ConclusionThis work successfully implements and validates a direct wavefront-sensing autofocus paradigm for portable fundus cameras. By directly quantifying and compensating for the optical defocus aberration, this method bypasses the fundamental limitations of image-processing and projection-based techniques, enabling rapid, precise, and deterministic diopter compensation. The developed system delivers an exceptional combination of a wide operational range (±20 D), high accuracy (0.08 D), fast convergence (0.5 s), and a compact physical footprint. This technology provides a practical and high-performance focusing solution capable of enhancing the reliability, throughput, and diagnostic utility of portable retinal imaging in large-scale screening applications. Future efforts will be directed towards system cost optimization and performance adaptation for diverse ocular conditions.
2.Guideline for the prevention of intraoperative acquired pressure injury in paraplegic patients with spinal cord injury (version 2025)
Aijun XU ; Shuixia LI ; Bo CHEN ; Mengyuan YE ; Lejiao LANG ; Ning NING ; Lin ZHANG ; Changqing LIU ; Zhonglan CHEN ; Weihu MA ; Weishi LI ; Xiaoning WANG ; Dongmei BIAN ; Jiancheng ZENG ; Xin WANG ; Yuan GAO ; Yaping CHEN ; Jiali CHEN ; Yun HAN ; Xiuting LI ; Yang ZHOU ; Xiaojing SU ; Qiong ZHANG ; Tianwen HUANG ; Ping ZHANG ; Hua LIN ; Xingling XIAO ; Ruifeng XU ; Fanghui DONG ; Bing HAN ; Luo FAN ; Yanling PEI ; Suyun LI ; Xiaoju TAN ; Rongchen GUO ; Yefang ZOU ; Xiaoyun HAN ; Junqin DING ; Yi WANG ; Shuhua DENG ; Jinli GUO ; Yinhua LIANG ; Yuan CEN ; Xiaoqin LIU ; Junru CHEN ; Haiyang YU ; Lunlan LI ; Ying REN ; Yunxia LI ; Jianli LU ; Ying YING ; Lan WEI ; Yin WANG ; Qinhong XU ; Yanqin ZHANG ; Yang LYU ; Shijun ZHANG ; Sui WENJIE ; Sanlian HU ; Shuhong YANG ; Guoqing LI ; Jingjing AN ; Baorong HE ; Leling FENG
Chinese Journal of Trauma 2025;41(6):530-541
Paraplegia caused by spinal cord injury is a serious neurological complication, for which surgery is currently the main treatment method. Due to different surgical approaches, patients are usually expected to maintain a passive prone position for a long time or switch between the supine and prone positions. Affected by multiple factors such as neurogenic sensory disorders, pathological changes in muscle tone and operative duration, the risk of intraoperative acquired pressure injury (IAPI) is significantly increased. Current clinical prevention strategies for IAPI in these patients predominantly focus on localized pressure relief during positioning, lacking systematic, standardized comprehensive prevention protocols or evidence-based guidelines. To address it, Department of Nursing, Orthopedics Branch, China International Exchange and Promotive Association for Medical and Health Care, Spinal Trauma Professional Committee, Orthopedics Branch, Chinese Medical Doctor Association, Nursing Group of Spine and Spinal Cord Professional Committee of Chinese Association of Rehabilitation Medicine organized experts in relevant fields to formulate Guideline for the prevention of intraoperative acquired pressure injury in paraplegic patients with spinal cord injury ( version 2025), based on evidence-based medical evidence and latest research results and clinical practice at home and abroad. Eleven recommendations were put forward from the aspects of preoperative risk assessment, intraoperative prevention strategies, postoperative handover and monitoring, and supportive mechanisms for IAPI prevention, aiming to standardize the prevention measures and management strategies of IAPI in paraplegic patients with spinal cord injury and accelerate the recovery of patients and improve the therapeutic effect.
3.Expert consensus on visualized tele-round and quality control management based on the improvement of clinical practice ability
Wanhong YIN ; Xiaoting WANG ; Ran ZHOU ; Dawei LIU ; Yan KANG ; Yaoqing TANG ; Xiaochun MA ; Jianguo LI ; Zhenjie HU ; Haitao ZHANG ; Wei HE ; Lixia LIU ; Wenjin CHEN ; Ran ZHU ; Jun WU ; Hongmin ZHANG ; Lina ZHANG ; Wenzhao CHAI ; Shihong ZHU ; Wangbin XU ; Rongqing SUN ; Xiangyou YU ; Tianjiao SONG ; Ying ZHU ; Hong REN ; Ai SHANMU ; Qing ZHANG ; Wei FANG ; Xiuling SHANG ; Liwen LYU ; Shuhan CAI ; Xin DING ; Heng ZHANG ; Guang FENG ; Lipeng ZHANG ; Bo HU ; Dong ZHANG ; Weidong WU ; Feng SHEN ; Xiaojun YANG ; Zhenguo ZENG ; Qibing HUANG ; Xueying ZENG ; Tongjuan ZOU ; Milin PENG ; Yulong YAO ; Mingming CHEN ; Hui LIAN ; Jingmei WANG ; Yong LI ; Feng QU ; Gang YE ; Rongli YANG ; Xiukai CHEN ; Suwei LI ; Juxiang WANG ; Yangong CHAO
Chinese Journal of Internal Medicine 2025;64(2):101-109
Turning to critical illness is a common stage of various diseases and injuries before death. Patients usually have complex health conditions, while the treatment process involves a wide range of content, along with high requirements for doctor′s professionalism and multi-specialty teamwork, as well as a great demand for time-sensitive treatments. However, this is not matched with critical care professionals and the current state of medical care in China. Telemedicine, which shortens the distance of medical professionals and the gap of disease diagnosis and treatments in various regions through electronic information, can effectively solve the current problem. Therefore, there is an urgent need to develop a standardized, high-quality visualization telemedicine round system .Therefore, experts have been organized to search domestic and foreign literature on telemedicine round for critically ill patients and to form this consensus based on clinical experiences so as to further improve the level of critical care treatments in regions.
4.Association of serum sST2,NT-proBNP and echocardiographic parameters with myocardial remodeling in patients with heart failure after acute myocardial infarction
Xin WU ; Geqi DING ; Lufeng LI ; Tie HU ; Fei ZENG
The Journal of Practical Medicine 2025;41(19):3034-3040
Objective To study the association between serum soluble growth stimulating expression factor 2(sST2),N-terminal pro-B-type natriuretic peptide(NT-probNP),and echocardiographic parameters with myocardial remodeling in patients with heart failure(HF)after acute myocardial infarction(AMI).Methods A total of 120 patients with HF after AMI admitted to the hospital from January 2023 to January 2024 were enrolled.According to the results of echocardiography during a 6-month follow-up,the enrolled patients were divided into a myocardial remodeling group and a non-myocardial remodeling group.Serum sST2,NT-proBNP and echocardio-graphic parameters were compared between groups,and the predictive value on myocardial remodeling was analyzed.Results According to the Killip heart failure classification,the patients were classified into three groups.The sST2,NT-proBNP,left ventricular end-diastolic diameter(LVEDD),left ventricular end-systolic diameter(LVESD)and left atrial diameter(LAD)showed progressive increase in the three groups,Killip Ⅱ to Killip Ⅳ(P<0.05).Conversely,left ventricular ejection fraction(LVEF)decreased across the three groups(P<0.05).Multivariate analysis found that high sST2,high NT-proBNP and high LAD were independent risk factors of myocardial remodeling in patients with HF after AMI(P<0.05).ROC curve revealed that the area under the curve(AUC)of the nomogram model was 0.82(95%CI:0.71~0.92).Hosmer-Lemeshow goodness of fit test of the model indicated that the chi-square value was 3.67(χ2=3.67,P=0.801),and it was considered that basic consistency was exhibited between the fitted probability value and actual probability value.After 1 000 times of Bootstrap repeated sampling,the calibration curve was drawn and found that the calibration curve had good consistency with the actual curve,and both were close to the ideal curve.Decision curve displayed that the net benefit of patients was higher than that of the other two extreme curves,and when the threshold probability was between 0.16 and 0.94,the model could produce better clinical benefits.Conclusion The nomogram prediction model based on serum sST2,NT-proBNP and echo-cardiographic parameters has high predictive value on myocardial remodeling in HF patients after AMI.
5.Guideline for the prevention of intraoperative acquired pressure injury in paraplegic patients with spinal cord injury (version 2025)
Aijun XU ; Shuixia LI ; Bo CHEN ; Mengyuan YE ; Lejiao LANG ; Ning NING ; Lin ZHANG ; Changqing LIU ; Zhonglan CHEN ; Weihu MA ; Weishi LI ; Xiaoning WANG ; Dongmei BIAN ; Jiancheng ZENG ; Xin WANG ; Yuan GAO ; Yaping CHEN ; Jiali CHEN ; Yun HAN ; Xiuting LI ; Yang ZHOU ; Xiaojing SU ; Qiong ZHANG ; Tianwen HUANG ; Ping ZHANG ; Hua LIN ; Xingling XIAO ; Ruifeng XU ; Fanghui DONG ; Bing HAN ; Luo FAN ; Yanling PEI ; Suyun LI ; Xiaoju TAN ; Rongchen GUO ; Yefang ZOU ; Xiaoyun HAN ; Junqin DING ; Yi WANG ; Shuhua DENG ; Jinli GUO ; Yinhua LIANG ; Yuan CEN ; Xiaoqin LIU ; Junru CHEN ; Haiyang YU ; Lunlan LI ; Ying REN ; Yunxia LI ; Jianli LU ; Ying YING ; Lan WEI ; Yin WANG ; Qinhong XU ; Yanqin ZHANG ; Yang LYU ; Shijun ZHANG ; Sui WENJIE ; Sanlian HU ; Shuhong YANG ; Guoqing LI ; Jingjing AN ; Baorong HE ; Leling FENG
Chinese Journal of Trauma 2025;41(6):530-541
Paraplegia caused by spinal cord injury is a serious neurological complication, for which surgery is currently the main treatment method. Due to different surgical approaches, patients are usually expected to maintain a passive prone position for a long time or switch between the supine and prone positions. Affected by multiple factors such as neurogenic sensory disorders, pathological changes in muscle tone and operative duration, the risk of intraoperative acquired pressure injury (IAPI) is significantly increased. Current clinical prevention strategies for IAPI in these patients predominantly focus on localized pressure relief during positioning, lacking systematic, standardized comprehensive prevention protocols or evidence-based guidelines. To address it, Department of Nursing, Orthopedics Branch, China International Exchange and Promotive Association for Medical and Health Care, Spinal Trauma Professional Committee, Orthopedics Branch, Chinese Medical Doctor Association, Nursing Group of Spine and Spinal Cord Professional Committee of Chinese Association of Rehabilitation Medicine organized experts in relevant fields to formulate Guideline for the prevention of intraoperative acquired pressure injury in paraplegic patients with spinal cord injury ( version 2025), based on evidence-based medical evidence and latest research results and clinical practice at home and abroad. Eleven recommendations were put forward from the aspects of preoperative risk assessment, intraoperative prevention strategies, postoperative handover and monitoring, and supportive mechanisms for IAPI prevention, aiming to standardize the prevention measures and management strategies of IAPI in paraplegic patients with spinal cord injury and accelerate the recovery of patients and improve the therapeutic effect.
6.Expert consensus on visualized tele-round and quality control management based on the improvement of clinical practice ability
Wanhong YIN ; Xiaoting WANG ; Ran ZHOU ; Dawei LIU ; Yan KANG ; Yaoqing TANG ; Xiaochun MA ; Jianguo LI ; Zhenjie HU ; Haitao ZHANG ; Wei HE ; Lixia LIU ; Wenjin CHEN ; Ran ZHU ; Jun WU ; Hongmin ZHANG ; Lina ZHANG ; Wenzhao CHAI ; Shihong ZHU ; Wangbin XU ; Rongqing SUN ; Xiangyou YU ; Tianjiao SONG ; Ying ZHU ; Hong REN ; Ai SHANMU ; Qing ZHANG ; Wei FANG ; Xiuling SHANG ; Liwen LYU ; Shuhan CAI ; Xin DING ; Heng ZHANG ; Guang FENG ; Lipeng ZHANG ; Bo HU ; Dong ZHANG ; Weidong WU ; Feng SHEN ; Xiaojun YANG ; Zhenguo ZENG ; Qibing HUANG ; Xueying ZENG ; Tongjuan ZOU ; Milin PENG ; Yulong YAO ; Mingming CHEN ; Hui LIAN ; Jingmei WANG ; Yong LI ; Feng QU ; Gang YE ; Rongli YANG ; Xiukai CHEN ; Suwei LI ; Juxiang WANG ; Yangong CHAO
Chinese Journal of Internal Medicine 2025;64(2):101-109
Turning to critical illness is a common stage of various diseases and injuries before death. Patients usually have complex health conditions, while the treatment process involves a wide range of content, along with high requirements for doctor′s professionalism and multi-specialty teamwork, as well as a great demand for time-sensitive treatments. However, this is not matched with critical care professionals and the current state of medical care in China. Telemedicine, which shortens the distance of medical professionals and the gap of disease diagnosis and treatments in various regions through electronic information, can effectively solve the current problem. Therefore, there is an urgent need to develop a standardized, high-quality visualization telemedicine round system .Therefore, experts have been organized to search domestic and foreign literature on telemedicine round for critically ill patients and to form this consensus based on clinical experiences so as to further improve the level of critical care treatments in regions.
7.Clinical Efficacy of Laparoscopic Non Mesh Vaginal Sacral Fixation in the Treatment of Pelvic Organ Prolapse with Mainly Middle Pelvic Defects
Liu-ming LI ; Xin-dan WANG ; Ding-yuan ZENG
Progress in Modern Biomedicine 2025;25(12):1961-1968
Objective:To observe the clinical efficacy of laparoscopic non mesh vaginal sacral fixation(LSC)in the treatment of pelvic organ prolapse(POP)patients with mainly middle pelvic defects.Methods:55 cases of laparoscopic non mesh LSC patients with POP with mainly middle pelvic defects were selected from August 2019 to February 2023 at Liuzhou Hospital of Guangzhou Women and Children's Medical Center.The surgical condition of POP patients were observed.Patients were followed up after surgery,the position and recurrence of the anterior vaginal wall(Ba)point,posterior vaginal wall(Bp)point,and vaginal apex(C)point in POP patients before and after surgery were observed.The preoperative and postoperative pelvic floor dysfunction questionnaire scores of POP patients treated by laparoscopic non mesh LSC were compared.And the occurrence of short-term and long-term complications in POP patients after surgery were observed.Results:Among the 55 POP patients with laparoscopic non mesh LSC,11 underwent bilateral adnexectomy,3 underwent bilateral salpingectomy,55 underwent anterior vaginal wall repair,28 underwent posterior vaginal wall repair,2 underwent paravaginal repair,and 28 underwent perineal laceration repair.Additionally,2 underwent tension free mid urethral suspension via the pubic posterior vaginal wall,and 3 underwent mid urethral folding.The average duration of the surgery was(197.8±48.7)minutes,and the intraoperative blood loss was 50(30,50)mL.The postoperative indwelling time of the urinary catheter was 2.0(1,3)days,the postoperative residual urine volume was 6(0,11)mL,and the hospital stay was 10(8,12)days.Among the 55 POP patients,all surgeries were successful,with a success rate of 100%.The follow-up period ended in September 2024,with an average follow-up time of(42.14±11.37)months.2 cases were lost to follow-up,and 53 patients were successfully followed up,including 48 outpatient follow-up patients and 5 telephone follow-up patients.Among the 48 outpatient follow-up patients,1 case had a recurrence of the anterior vaginal wall,with a recurrence rate of 2.08%(1/48).The patient did not undergo anterior vaginal wall repair during surgery,and after surgery,the patient felt that there was a mass protruding from the vagina.However,the symptoms improved on their own after rest,and no further surgery was performed.The comparison of Ba points,C points,and Bp points before and after surgery in 48 outpatient follow-up patients showed statistically significant differences(P<0.05).The comparison of preoperative and postoperative pelvic organ prolapse distress inventory(POPDI),Urogenital distress inventory(UDI),and Pelvic Floor Distress Inventory-short From-20(PFDI-20)scores among 53 POP patients showed statistically significant differences(P<0.05),there was no statistically significant difference in preoperative and postoperative colorectal-anal distress inventory(CRADI)scores among the 53 POP patients(P>0.05).There were a total of 11 cases of postoperative complications in 55 POP patients,including 1 case of enteritis,2 cases of urinary tract infections,1 case of bladder injury,1 case of lower back pain,pelvic pain,and difficulty defecation,and 5 cases of newly developed urinary incontinence.The incidence of complications was 20.00%(11/55).The long-term follow-up results of POP patients showed that 4 patients had no sexual activity after surgery,and 49 patients resumed sexual activity after surgery,among them,47 patients reported an improvement in their sexual experience compared to before surgery,accounting for 95.92%(47/49).Two patients were unable to have normal sexual activity due to painful intercourse,accounting for 4.08%(2/49).Conclusion:Laparoscopic non mesh LSC treatment for POP patients with mainly middle pelvic defects has a high success rate,few complications,good short-term and long-term follow-up effects,and can significantly improve pelvic floor dysfunction symptoms.
8.Clinical Efficacy of Laparoscopic Non Mesh Vaginal Sacral Fixation in the Treatment of Pelvic Organ Prolapse with Mainly Middle Pelvic Defects
Liu-ming LI ; Xin-dan WANG ; Ding-yuan ZENG
Progress in Modern Biomedicine 2025;25(12):1961-1968
Objective:To observe the clinical efficacy of laparoscopic non mesh vaginal sacral fixation(LSC)in the treatment of pelvic organ prolapse(POP)patients with mainly middle pelvic defects.Methods:55 cases of laparoscopic non mesh LSC patients with POP with mainly middle pelvic defects were selected from August 2019 to February 2023 at Liuzhou Hospital of Guangzhou Women and Children's Medical Center.The surgical condition of POP patients were observed.Patients were followed up after surgery,the position and recurrence of the anterior vaginal wall(Ba)point,posterior vaginal wall(Bp)point,and vaginal apex(C)point in POP patients before and after surgery were observed.The preoperative and postoperative pelvic floor dysfunction questionnaire scores of POP patients treated by laparoscopic non mesh LSC were compared.And the occurrence of short-term and long-term complications in POP patients after surgery were observed.Results:Among the 55 POP patients with laparoscopic non mesh LSC,11 underwent bilateral adnexectomy,3 underwent bilateral salpingectomy,55 underwent anterior vaginal wall repair,28 underwent posterior vaginal wall repair,2 underwent paravaginal repair,and 28 underwent perineal laceration repair.Additionally,2 underwent tension free mid urethral suspension via the pubic posterior vaginal wall,and 3 underwent mid urethral folding.The average duration of the surgery was(197.8±48.7)minutes,and the intraoperative blood loss was 50(30,50)mL.The postoperative indwelling time of the urinary catheter was 2.0(1,3)days,the postoperative residual urine volume was 6(0,11)mL,and the hospital stay was 10(8,12)days.Among the 55 POP patients,all surgeries were successful,with a success rate of 100%.The follow-up period ended in September 2024,with an average follow-up time of(42.14±11.37)months.2 cases were lost to follow-up,and 53 patients were successfully followed up,including 48 outpatient follow-up patients and 5 telephone follow-up patients.Among the 48 outpatient follow-up patients,1 case had a recurrence of the anterior vaginal wall,with a recurrence rate of 2.08%(1/48).The patient did not undergo anterior vaginal wall repair during surgery,and after surgery,the patient felt that there was a mass protruding from the vagina.However,the symptoms improved on their own after rest,and no further surgery was performed.The comparison of Ba points,C points,and Bp points before and after surgery in 48 outpatient follow-up patients showed statistically significant differences(P<0.05).The comparison of preoperative and postoperative pelvic organ prolapse distress inventory(POPDI),Urogenital distress inventory(UDI),and Pelvic Floor Distress Inventory-short From-20(PFDI-20)scores among 53 POP patients showed statistically significant differences(P<0.05),there was no statistically significant difference in preoperative and postoperative colorectal-anal distress inventory(CRADI)scores among the 53 POP patients(P>0.05).There were a total of 11 cases of postoperative complications in 55 POP patients,including 1 case of enteritis,2 cases of urinary tract infections,1 case of bladder injury,1 case of lower back pain,pelvic pain,and difficulty defecation,and 5 cases of newly developed urinary incontinence.The incidence of complications was 20.00%(11/55).The long-term follow-up results of POP patients showed that 4 patients had no sexual activity after surgery,and 49 patients resumed sexual activity after surgery,among them,47 patients reported an improvement in their sexual experience compared to before surgery,accounting for 95.92%(47/49).Two patients were unable to have normal sexual activity due to painful intercourse,accounting for 4.08%(2/49).Conclusion:Laparoscopic non mesh LSC treatment for POP patients with mainly middle pelvic defects has a high success rate,few complications,good short-term and long-term follow-up effects,and can significantly improve pelvic floor dysfunction symptoms.
9.Association of serum sST2,NT-proBNP and echocardiographic parameters with myocardial remodeling in patients with heart failure after acute myocardial infarction
Xin WU ; Geqi DING ; Lufeng LI ; Tie HU ; Fei ZENG
The Journal of Practical Medicine 2025;41(19):3034-3040
Objective To study the association between serum soluble growth stimulating expression factor 2(sST2),N-terminal pro-B-type natriuretic peptide(NT-probNP),and echocardiographic parameters with myocardial remodeling in patients with heart failure(HF)after acute myocardial infarction(AMI).Methods A total of 120 patients with HF after AMI admitted to the hospital from January 2023 to January 2024 were enrolled.According to the results of echocardiography during a 6-month follow-up,the enrolled patients were divided into a myocardial remodeling group and a non-myocardial remodeling group.Serum sST2,NT-proBNP and echocardio-graphic parameters were compared between groups,and the predictive value on myocardial remodeling was analyzed.Results According to the Killip heart failure classification,the patients were classified into three groups.The sST2,NT-proBNP,left ventricular end-diastolic diameter(LVEDD),left ventricular end-systolic diameter(LVESD)and left atrial diameter(LAD)showed progressive increase in the three groups,Killip Ⅱ to Killip Ⅳ(P<0.05).Conversely,left ventricular ejection fraction(LVEF)decreased across the three groups(P<0.05).Multivariate analysis found that high sST2,high NT-proBNP and high LAD were independent risk factors of myocardial remodeling in patients with HF after AMI(P<0.05).ROC curve revealed that the area under the curve(AUC)of the nomogram model was 0.82(95%CI:0.71~0.92).Hosmer-Lemeshow goodness of fit test of the model indicated that the chi-square value was 3.67(χ2=3.67,P=0.801),and it was considered that basic consistency was exhibited between the fitted probability value and actual probability value.After 1 000 times of Bootstrap repeated sampling,the calibration curve was drawn and found that the calibration curve had good consistency with the actual curve,and both were close to the ideal curve.Decision curve displayed that the net benefit of patients was higher than that of the other two extreme curves,and when the threshold probability was between 0.16 and 0.94,the model could produce better clinical benefits.Conclusion The nomogram prediction model based on serum sST2,NT-proBNP and echo-cardiographic parameters has high predictive value on myocardial remodeling in HF patients after AMI.
10.A Cerebral Ischemia Risk Assessment Method Based on Doppler Ultrasound and Neural Network
Zeyan ZENG ; Long YU ; Wang QIN ; Xin WANG ; Jing DING ; Shengzhang WANG
Journal of Medical Biomechanics 2024;39(4):706-711
Objective To noninvasively assess the cerebral ischemic status using the velocity profile of the carotid and vertebral arteries measured by Doppler ultrasound and a neural network model.Methods Imaging data were collected from patients who underwent computed tomography perfusion(CTP)and Doppler ultrasound.Hemodynamic parameters were extracted from the ultrasound images.These parameters were used to train a fully connected neural network model.The model was validated using the CTP results.Results Sixty-two eligible patients were included;44 were randomly selected as the training dataset and 18 were designated for validation.In the training set,the area under the curve(AUC)of the receiver operating characteristic,sensitivity,specificity,and accuracy were 0.95,0.833,0.923,and 0.886,respectively.In the test set,the AUC,sensitivity,specificity,and accuracy were 0.860,0.714,1.000,and 0.889,respectively.Conclusions The model based on Doppler ultrasound and neural network was clinically verified and had good accuracy for assessing cerebral ischemia,showing its clinical potential for the early screening of cerebral ischemia.

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