1.Multi-label chest X-ray classification using sandglass ladder residual network
Junze FANG ; Suxia XING ; Zheng GUO ; Kexian LI ; Yu WANG
Chinese Journal of Medical Physics 2025;42(3):360-368
A sandglass ladder residual network(SLRN)is proposed for multi-label chest X-ray classification,thereby improving the accuracy of clinical diagnosis.SLRN consists of 3 key modules:(1)a sandglass convolutional module to simultaneously extract inter-channel and spatial information;(2)a ladder self attention block to achieve different window divisions through shift operations,expand the receptive field,and realize multi-scale feature extraction and fusion;(3)class specific residual attention in the multi-label classification stage to capture the correlation between different labels and the importance of features for accomplishing more accurate classification by adjusting the weights of different features.The proposed model is validated using the IU X-Ray dataset collected by Indiana University and the publicly available Chest X-Ray14 dataset collected by the National Institutes of Health in the United States;and the results demonstrate that SLRN which combines the advantages of convolutional neural network and vision transformer enables the capture of local features and global correlations in images,better handles long-distance dependencies,and assists doctors in clinical diagnosis.
2.Multi-label chest X-ray classification using sandglass ladder residual network
Junze FANG ; Suxia XING ; Zheng GUO ; Kexian LI ; Yu WANG
Chinese Journal of Medical Physics 2025;42(3):360-368
A sandglass ladder residual network(SLRN)is proposed for multi-label chest X-ray classification,thereby improving the accuracy of clinical diagnosis.SLRN consists of 3 key modules:(1)a sandglass convolutional module to simultaneously extract inter-channel and spatial information;(2)a ladder self attention block to achieve different window divisions through shift operations,expand the receptive field,and realize multi-scale feature extraction and fusion;(3)class specific residual attention in the multi-label classification stage to capture the correlation between different labels and the importance of features for accomplishing more accurate classification by adjusting the weights of different features.The proposed model is validated using the IU X-Ray dataset collected by Indiana University and the publicly available Chest X-Ray14 dataset collected by the National Institutes of Health in the United States;and the results demonstrate that SLRN which combines the advantages of convolutional neural network and vision transformer enables the capture of local features and global correlations in images,better handles long-distance dependencies,and assists doctors in clinical diagnosis.
3.Rapid classification and diagnosis method of radiation injury casualties in nuclear accident
Wei CHEN ; Qun LUO ; Kexian LI ; Li MA ; Yingxin ZOU
Journal of Navy Medicine 2024;45(8):796-799
Objective To establish a rapid diagnostic method for radiation dose of nuclear accident casualties and to create a rapid classification and diagnosis program.Methods Two rounds of consultation were carried out by Delphi expert consultation method,and evaluation indexes were screened.The index weight was determined by analytic hierarchy process(AHP)and it was combined with the degree classification of the indexes to establish a rapid classification and diagnosis method for radiation injury of nuclear accident.Results The response rates of two rounds of expert consultation were both greater than 90%,and the authority coefficients were both greater than 0.8.The degree of positivity and authority of experts is high.Fifteen indexes were selected and the index weights were determined.A set of concise and practical methods and procedures were finally constructed for the rapid classification and diagnosis of radiation-induced casualties in nuclear accidents.Conclusion The rapid classification and diagnosis method constructed by Delphi and AHP methods in this study is scientific and feasible,which provides objective and quantifiable basis for the rapid classification and diagnosis of radiation injuries in nuclear accidents.
4.Protective effects of WR-2721 combined with lentinan and cytokines against radiation damage
Yuming LIU ; Shuqi JIANG ; Dingwen JIANG ; Ying HE ; Kexian LI ; Dengyong HOU
Chinese Journal of Radiological Health 2023;32(2):156-160
Objective To investigate the synergistic protective effects of WR-2721 combined with lentinan and cytokines against radiation damage in mice, and to provide a new treatment for acute radiation injury. Methods Seventy Institute of Cancer Research mice were divided into seven groups: a control group, a model group, WR-2721 group, Lentinan & cytokine group, WR-2721 & Lentinan group, WR-2721 & cytokine group and WR-2721 & Lentinan & cytokine group. All groups except the control group were irradiated with 60Co γ-rays at a dose rate of 0.8 Gy/min and a cumulative dose of 5.0 Gy. The mice were sacrificed by cervical dislocation 14 d after irradiation to measure their spleen index, thymus index, and serum levels of superoxide dismutase (SOD), malondialdehyde (MDA), interleukin-11 (IL-11), and tumor necrosis factor-alpha (TNF-α). Results For the mice treated with WR-2721, lentinan, and cytokines, the spleen index was 7.33 ± 2.84, the thymus index was 1.70 ± 0.30, the serum SOD level was 114.0 ± 8.3, the MDA level was 7.33 ± 1.16, the IL-11 level was 155.8 ± 49.4, and the TNF-α level was 174.0 ± 37.8. All these indicators except the spleen index in the combination group significantly differed from those of the model group (P < 0.05 or 0.01), indicating the combined treatment promoted recovery from radiation damage. Conclusion WR-2721 combined with lentinan and cytokines has significant synergistic protective effects, which is a promising treatment for acute radiation injury.
5.Individualized red-cell transfusion strategy for non-cardiac surgery in adults: a randomized controlled trial.
Ren LIAO ; Jin LIU ; Wei ZHANG ; Hong ZHENG ; Zhaoqiong ZHU ; Haorui SUN ; Zhangsheng YU ; Huiqun JIA ; Yanyuan SUN ; Li QIN ; Wenli YU ; Zhen LUO ; Yanqing CHEN ; Kexian ZHANG ; Lulu MA ; Hui YANG ; Hong WU ; Limin LIU ; Fang YUAN ; Hongwei XU ; Jianwen ZHANG ; Lei ZHANG ; Dexing LIU ; Han HUANG
Chinese Medical Journal 2023;136(23):2857-2866
BACKGROUND:
Red-cell transfusion is critical for surgery during the peri-operative period; however, the transfusion threshold remains controversial mainly owing to the diversity among patients. The patient's medical status should be evaluated before making a transfusion decision. Herein, we developed an individualized transfusion strategy using the West-China-Liu's Score based on the physiology of oxygen delivery/consumption balance and designed an open-label, multicenter, randomized clinical trial to verify whether it reduced red cell requirement as compared with that associated with restrictive and liberal strategies safely and effectively, providing valid evidence for peri-operative transfusion.
METHODS:
Patients aged >14 years undergoing elective non-cardiac surgery with estimated blood loss > 1000 mL or 20% blood volume and hemoglobin concentration <10 g/dL were randomly assigned to an individualized strategy, a restrictive strategy following China's guideline or a liberal strategy with a transfusion threshold of hemoglobin concentration <9.5 g/dL. We evaluated two primary outcomes: the proportion of patients who received red blood cells (superiority test) and a composite of in-hospital complications and all-cause mortality by day 30 (non-inferiority test).
RESULTS:
We enrolled 1182 patients: 379, 419, and 384 received individualized, restrictive, and liberal strategies, respectively. Approximately 30.6% (116/379) of patients in the individualized strategy received a red-cell transfusion, less than 62.5% (262/419) in the restrictive strategy (absolute risk difference, 31.92%; 97.5% confidence interval [CI]: 24.42-39.42%; odds ratio, 3.78%; 97.5% CI: 2.70-5.30%; P <0.001), and 89.8% (345/384) in the liberal strategy (absolute risk difference, 59.24%; 97.5% CI: 52.91-65.57%; odds ratio, 20.06; 97.5% CI: 12.74-31.57; P <0.001). No statistically significant differences were found in the composite of in-hospital complications and mortality by day 30 among the three strategies.
CONCLUSION:
The individualized red-cell transfusion strategy using the West-China-Liu's Score reduced red-cell transfusion without increasing in-hospital complications and mortality by day 30 when compared with restrictive and liberal strategies in elective non-cardiac surgeries.
TRIAL REGISTRATION
ClinicalTrials.gov, NCT01597232.
Humans
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Adult
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Postoperative Complications
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Erythrocyte Transfusion/adverse effects*
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Blood Transfusion
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Hospitals
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Hemoglobins/analysis*
6.Research advances in the prevention and treatment of hepatic ischemia-reperfusion injury with traditional Chinese medicine components
Zhen LI ; Yihao ZENG ; Ke WANG ; Kaiqiang WANG ; Kexian YU
Journal of Clinical Hepatology 2022;38(2):471-476
Hepatic ischemia-reperfusion injury (HIRI) is a very common complication of liver transplantation, liver resection, and shock. At present, many studies have been conducted on HIRI, but there is still a lack of drugs for radical treatment in clinical practice. Many factors, such as related cells, molecular mechanisms and signaling pathways, reactive oxygen species and oxidative stress response, nitric oxide, and mitochondria, mediate the development and progression of HIRI, which leads to the decline of patients' quality of life and even endangers their life safety. Based on the pathogenesis of HIRI and related articles, this article summarizes the research advances in the prevention and treatment of HIRI with traditional Chinese medicine components, so as to provide theoretical support for basic research and clinical research on HIRI.
7.Research advances in targeting autophagy to alleviate hepatic ischemia-reperfusion injury
Zhen LI ; Ke WANG ; Kaiqiang WANG ; Kexian YU
Journal of Clinical Hepatology 2022;38(1):210-214
Hepatic ischemia-reperfusion injury (HIRI) is a common clinical problem after hepatectomy and liver transplantation and is the main cause of liver dysfunction and liver failure after transplantation. In recent years, autophagy-mediated pathways have become a research hotspot in alleviating HIRI. Autophagy refers to the process in which a large number of substrates such as cytoplasm and damaged organelles are transported into lysosomes for digestion and degradation, so as to constantly renew, reshape, and reuse cells. This article summarizes the research advances in the mechanism of targeting autophagy to alleviate HIRI from the aspects of gene, protein, signaling pathway, inflammatory response, oxidative stress, and mitochondrial and endoplasmic reticulum stress, as well as existing problems and prospects in research, in order to provide theoretical support for the future research on alleviating HIRI by targeting autophagy.
8.Effects of Cimetidine on L ow Dose Rate Irradiation-induced Liver Cell Apoptosis in Beagle Dogs and Its Mechanism
Qingrong WANG ; Ying HE ; Yining ZHAO ; Xianrong SHEN ; Yuming LIU ; Kexian LI ; Qun LUO ; Wei CHEN ; Dengyong HOU
China Pharmacy 2019;30(12):1623-1628
OBJECTIVE: To study the effects of cimetidine on low dose rate irradiation-induced liver cell apoptosis in Beagle dogs. METHODS: Healthy male Beagle dogs were randomly divided into normal control group, model control group, positive drug group (lentinan, 21.33 mg/kg) and cimetidine low-dose, medium-dose and high-dose groups (5.33, 10.67, 21.33 mg/kg), with 4 Beagle dogs each. Except for normal control group, other groups were given 60Co-γ accumulative irradiation (dosage rate: 0.040 8 mGy/min) for 23 d; the medication groups were given relevant medicine orally before irradiation, once a day. Twenty-four hours after stopping irradiation, TUNEL method was used to detect the apoptosis of liver cells in Beagle dogs. The percentage of apoptotic cells was calculated. The expression level of apoptosis-related proteins (Bax, Bcl-2, Caspase-3, p53) in liver tissue was detected by immunohistochemistry. RESULTS: Compared with normal control group, apoptotic cells and Bax, Caspase-3, p53 positive cells were increased significantly in liver tissue of Beagle dogs in model control group; the percentage of apoptotic cells, protein expression levels of Bax, Caspase-3 and p53 were increased significantly; Bcl-2 positive cells were decreased significantly, and its protein expression level was decreased significantly (P<0.05 or P<0.01). Compared with model control group, above positive cells of liver tissue in Beagle dogs were changed to different extents in medication groups; the percentage of apoptotic cells and protein expression levels of p53 in medication groups, protein expression levels of Bax in positive drug group, cimetidine low-dose and high-dose groups as well as protein expression levels of Caspase-3 in cimetidine groups were decreased significantly; protein expression levels of Bcl-2 were increased significantly in cimetidine groups. The percentage of apoptotic cells in cimetidine medium-dose and high-dose groups as well as protein expression levels of Caspase-3 in cimetidine groups were all lower than positive control group. Protein expression level of p53 in cimetidine low-dose group was significantly higher than positive drug group (P<0.05 or P<0.01). CONCLUSIONS: Cimetidine can inhibit the low dose rate irradiation-induced apoptosis of liver cells in Beagle dogs, and certainly protect liver cells against irradiation. The mechanism of it may be associated with up-regulating the protein expression of Bcl-2 and down-regulating the protein expression of Bax, Caspase-3 and p53 in liver cells.
10.Tracheal stent in surgery for tracheal stenosis caused by thyroid tumor
Yuejia ZHANG ; Zhaohui WANG ; Yu BAO ; Jin CHEN ; Chunhua LI ; Kexian ZHANG
Chinese Journal of Endocrine Surgery 2018;12(1):47-50
Objective To discuss clinical application,value and effect of tracheal stent in surgical operation for tracheostenosis caused by thyroid tumor.Methods Clinical data of 6 patients with tracheal stenosis and dyspnea caused by thyroid tumor invasiveness or tracheal compression from Oct.2015 to Sep.2016 were retrospectively analyzed.Of the 6 patients,1 case had nodular goiter and 5 cases had differentiated thyroid carcinoma(DTC).Results All patients had dyspnea caused by thyroid tumor invasiveness or tracheal compression.Dyspnea relieved dramatically after tracheal stent was implantated under local anesthesia.Thyroidectomy was given later,with intraoperative tracheal intubation as well as anesthesia,and the surgery finally succeeded.One case with benign multinodular goiter received complete resection and 5 cases with DTC invading the trachea received complete resection of thyroid and neck lymph node dissection,followed by end-to-end anastomosis of invaded trachea sleeve resection.All patients got stage Ⅰ healing in surgical wound.Five cases received radioactive 131I treatment as well as TSH suppression therapy after DTC surgery.All patients were alive and disease-free after a follow-up of 4 to 15 months.Conclusions For patients with tracheostenosis caused by thyroid tumor invasiveness or tracheal compression,operation under cardiopulmonary bypass is necessary if tracheal intubation is difficult.For hospitals without cardiopulmonary bypass,tracheal stent implantation can effectively relieve dyspnea symptom and reduce risk of tracheal intubation under anesthesia,which provides possibility for surgical treatment.


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