1.Total saponins of Panax japonicus alleviates CCl4-induced acute liver injury in rats by regulating the PI3K/AktNF-κB signaling pathway
Guangyang WU ; Tianli SONG ; Lang TANG ; Yiming WANG ; Xu LIU ; Sheng HUANG
Journal of Southern Medical University 2024;44(2):244-251
Objective To investigate the protective effect of total saponins of Panax japonicus(TSPJ)against CCl4-induced acute liver injury(ALI)in rats and explore the underlying pharmacological mechanisms.Methods Male SD rat models of CCl4-induced ALI were given intraperitoneal injections of distilled water,100 mg/kg biphenyl bisabololol,or 50,100,and 200 mg/kg TSPJ during modeling(n=8).Liver functions(AST,ALT,TBil and ALP)of the rats were assessed and liver pathologies were observed with HE staining.Immunohistochemistry was used to detect the expressions of PI3K/Akt/NF-κB signaling pathway molecules in liver tissue;ELISA was used to determine the levels of T-SOD,GSH-Px,and MDA.Western blotting was performed to detect the expression levels of PI3K-Akt and SIRT6-NF-κB pathways in the liver tissue.Results Network pharmacological analysis indicated that the key pathways including PI3K/Akt mediated the therapeutic effect of TSPJ on ALI.In the rat models of ALI,treatments with biphenyl bisabololol and TSPJ significantly ameliorated CCl4-induced increase of serum levels AST,ALT,ALP,TBil and MDA and decrease of T-SOD and GSH-Px levels(all P<0.01).The rat models of ALI showed significantly increased expression of p-NF-κB(P<0.01),decreased expressions of PI3K,p-Akt and SIRT6 proteins,and elevated expression levels of p-NF-κB,TNF-α and IL-6 proteins in the liver,which were all significantly improved in the treatment groups(P<0.05 or 0.01).Conclusion TSPJ can effectively alleviate CCl4-induced ALI in rats by suppressing inflammatory responses and oxidative stress in the liver viaregulating the PI3K/Akt and SIRT6/NF-κB pathways.
2.Total saponins of Panax japonicus alleviates CCl4-induced acute liver injury in rats by regulating the PI3K/AktNF-κB signaling pathway
Guangyang WU ; Tianli SONG ; Lang TANG ; Yiming WANG ; Xu LIU ; Sheng HUANG
Journal of Southern Medical University 2024;44(2):244-251
Objective To investigate the protective effect of total saponins of Panax japonicus(TSPJ)against CCl4-induced acute liver injury(ALI)in rats and explore the underlying pharmacological mechanisms.Methods Male SD rat models of CCl4-induced ALI were given intraperitoneal injections of distilled water,100 mg/kg biphenyl bisabololol,or 50,100,and 200 mg/kg TSPJ during modeling(n=8).Liver functions(AST,ALT,TBil and ALP)of the rats were assessed and liver pathologies were observed with HE staining.Immunohistochemistry was used to detect the expressions of PI3K/Akt/NF-κB signaling pathway molecules in liver tissue;ELISA was used to determine the levels of T-SOD,GSH-Px,and MDA.Western blotting was performed to detect the expression levels of PI3K-Akt and SIRT6-NF-κB pathways in the liver tissue.Results Network pharmacological analysis indicated that the key pathways including PI3K/Akt mediated the therapeutic effect of TSPJ on ALI.In the rat models of ALI,treatments with biphenyl bisabololol and TSPJ significantly ameliorated CCl4-induced increase of serum levels AST,ALT,ALP,TBil and MDA and decrease of T-SOD and GSH-Px levels(all P<0.01).The rat models of ALI showed significantly increased expression of p-NF-κB(P<0.01),decreased expressions of PI3K,p-Akt and SIRT6 proteins,and elevated expression levels of p-NF-κB,TNF-α and IL-6 proteins in the liver,which were all significantly improved in the treatment groups(P<0.05 or 0.01).Conclusion TSPJ can effectively alleviate CCl4-induced ALI in rats by suppressing inflammatory responses and oxidative stress in the liver viaregulating the PI3K/Akt and SIRT6/NF-κB pathways.
3.Targeted interventional embolization therapy for hemorrhagic shock caused by pelvic fracture or/and acetabular fracture by a multidisciplinary team
Liang LIU ; Peilu SHI ; Lang SONG ; Liang PEI ; Guangsheng LIU ; Yonghong ZHANG ; Haiyu SUN
Chinese Journal of Orthopaedic Trauma 2024;26(9):783-789
Objective:To explore the clinical efficacy of targeted interventional embolization therapy by a multidisciplinary team for the hemorrhagic shock caused by acute pelvic fracture or/and acetabular fracture.Methods:A retrospective study was conducted to analyze the data of 63 patients with hemorrhagic shock caused by pelvic fracture or/and acetabular fracture who had been admitted to Department of Orthopaedics, The Second Hospital of Shanxi Medical University from January 2015 to July 2022. There were 44 males and 19 females with an age of (39.6±15.6) years, and 23 pelvic fractures, 35 acetabular fractures, and 5 pelvic and acetabular fractures. The time from injury to targeted interventional embolization therapy was 2.67 (2.00, 3.33) hours. All the patients were treated with targeted interventional embolization therapy by a multidisciplinary team involving orthopedics, interventional medicine, general surgery, and urology. The shock index and lactate level within 12 hours after therapy, 24-hour urine output, and incidence of complications 3 weeks after therapy were recorded.Results:No bleeding was found again in the 63 patients after embolization. Within 12 hours after therapy, the shock index was ≤1.0, indicating the shock was corrected. Within 12 hours after targeted interventional embolization therapy, the shock index (0.70±0.46) and lactate value [(2.03±1.35) mmol/L] in the 63 patients were significantly lower than those before therapy [(1.76±0.56) and (4.53±1.74) mmol/L] ( P<0.05). The 24-hour urine output [(50.26±20.38) mL/h] was significantly higher than that before therapy [(21.56±1.27) mL/h] ( P<0.05). Two patients experienced poor blood circulation in the distal skin of the great toe, which was relieved after treatment with blood circulation promotion and anticoagulation. Three patients developed necrosis of the hip soft tissue, which was cured after multiple times of debridement and anti-infection treatments. One patient with severe injury died from multiple organ dysfunction. Conclusions:The targeted interventional embolization therapy can not only diagnose the bleeding location in patients with hemorrhagic shock caused by pelvic fracture or/and acetabular fracture, but also timely and accurately carry out hemostatic treatment to correct shock. Moreover, a multidisciplinary team can help patients avoid multiple surgeries and decrease their pain and financial loss.
4.Risk factors for neonatal asphyxia and establishment of a nomogram model for predicting neonatal asphyxia in Hubei Enshi Tujia and Miao Autonomous Prefecture: a multicenter study.
Fang JIN ; Yu CHEN ; Yi-Xun LIU ; Su-Ying WU ; Chao-Ce FANG ; Yong-Fang ZHANG ; Lu ZHENG ; Li-Fang ZHANG ; Xiao-Dong SONG ; Hong XIA ; Er-Ming CHEN ; Xiao-Qin RAO ; Guang-Quan CHEN ; Qiong YI ; Yan HU ; Lang JIANG ; Jing LI ; Qing-Wei PANG ; Chong YOU ; Bi-Xia CHENG ; Zhang-Hua TAN ; Ya-Juan TAN ; Ding ZHANG ; Tie-Sheng YU ; Jian RAO ; Yi-Dan LIANG ; Shi-Wen XIA
Chinese Journal of Contemporary Pediatrics 2023;25(7):697-704
OBJECTIVES:
To investigate the risk factors for neonatal asphyxia in Hubei Enshi Tujia and Miao Autonomous Prefecture and establish a nomogram model for predicting the risk of neonatal asphyxia.
METHODS:
A retrospective study was conducted with 613 cases of neonatal asphyxia treated in 20 cooperative hospitals in Enshi Tujia and Miao Autonomous Prefecture from January to December 2019 as the asphyxia group, and 988 randomly selected non-asphyxia neonates born and admitted to the neonatology department of these hospitals during the same period as the control group. Univariate and multivariate analyses were used to identify risk factors for neonatal asphyxia. R software (4.2.2) was used to establish a nomogram model. Receiver operator characteristic curve, calibration curve, and decision curve analysis were used to assess the discrimination, calibration, and clinical usefulness of the model for predicting the risk of neonatal asphyxia, respectively.
RESULTS:
Multivariate logistic regression analysis showed that minority (Tujia), male sex, premature birth, congenital malformations, abnormal fetal position, intrauterine distress, maternal occupation as a farmer, education level below high school, fewer than 9 prenatal check-ups, threatened abortion, abnormal umbilical cord, abnormal amniotic fluid, placenta previa, abruptio placentae, emergency caesarean section, and assisted delivery were independent risk factors for neonatal asphyxia (P<0.05). The area under the curve of the model for predicting the risk of neonatal asphyxia based on these risk factors was 0.748 (95%CI: 0.723-0.772). The calibration curve indicated high accuracy of the model for predicting the risk of neonatal asphyxia. The decision curve analysis showed that the model could provide a higher net benefit for neonates at risk of asphyxia.
CONCLUSIONS
The risk factors for neonatal asphyxia in Hubei Enshi Tujia and Miao Autonomous Prefecture are multifactorial, and the nomogram model based on these factors has good value in predicting the risk of neonatal asphyxia, which can help clinicians identify neonates at high risk of asphyxia early, and reduce the incidence of neonatal asphyxia.
Infant, Newborn
;
Humans
;
Male
;
Pregnancy
;
Female
;
Nomograms
;
Retrospective Studies
;
Cesarean Section
;
Risk Factors
;
Asphyxia Neonatorum/etiology*
5.Lowered expression of CCN5 in endometriotic tissues promotes proliferation, migration and invasion of endometrial stromal cells.
Hong CAI ; Mian LIU ; Miao Ling LIN ; Hong LI ; Lang SHEN ; Song QUAN
Journal of Southern Medical University 2022;42(1):86-92
OBJECTIVE:
To explore the expression of CCN5 in endometriotic tissues and its impact on proliferation, migration and invasion of human endometrial stromal cells (HESCs).
METHODS:
We collected ovarian endometriosis samples from 20 women receiving laparoscopic surgery and eutopic endometrium samples from 15 women undergoing IVF-ET for comparison of CCN5 expression. Cultured HESCs were transfected with a recombinant adenovirus Ad-CCN5 for CCN5 overexpression or with a CCN5-specific siRNA for knocking down CCN5 expression, and the changes of cell proliferation, migration and invasion were evaluated using CCK-8 assay, wound healing assay and Transwell chamber assay. RT-qPCR and Western blotting were used to examine the expression levels of epithelial-mesenchymal transition (EMT) markers including E-cadherin, N-cadherin, Snail-1 and vimentin in HESCs with CCN5 overexpression or knockdown.
RESULTS:
CCN5 expression was significantly decreased in ovarian endometriosis tissues as compared with eutopic endometrium samples (P < 0.01). CCN5 overexpression obviously inhibited the proliferation, migration and invasion of HESCs, significantly increased the expression of E-cadherin and decreased the expressions of N-cadherin, Snail-1 and vimentin (P < 0.01). CCN5 knockdown significantly enhanced the proliferation, migration and invasion of HESCs and produced opposite effects on the expressions of E-cadherin, N-cadherin, Snail-1 and vimentin (P < 0.01).
CONCLUSION
CCN5 can regulate the proliferation, migration and invasion of HESCs and thus plays an important role in EMT of HESCs, suggesting the potential of CCN5 as a therapeutic target for endometriosis.
Cell Movement
;
Cell Proliferation
;
Endometriosis/metabolism*
;
Endometrium/metabolism*
;
Epithelial Cells
;
Epithelial-Mesenchymal Transition
;
Female
;
Humans
;
Stromal Cells
6.A 14-year multi-institutional collaborative study of Chinese pelvic floor surgical procedures related to pelvic organ prolapse.
Zhi-Jing SUN ; Xiu-Qi WANG ; Jing-He LANG ; Tao XU ; Yong-Xian LU ; Ke-Qin HUA ; Jin-Song HAN ; Huai-Fang LI ; Xiao-Wen TONG ; Ping WANG ; Jian-Liu WANG ; Xin YANG ; Xiang-Hua HUANG ; Pei-Shu LIU ; Yan-Feng SONG ; Hang-Mei JIN ; Jing-Yan XIE ; Lu-Wen WANG ; Qing-Kai WU ; Jian GONG ; Yan WANG ; Li-Qun WANG ; Zhao-Ai LI ; Hui-Cheng XU ; Zhi-Jun XIA ; Li-Na GU ; Qing LIU ; Lan ZHU
Chinese Medical Journal 2021;134(2):200-205
BACKGROUND:
It has been a global trend that increasing complications related to pelvic floor surgeries have been reported over time. The current study aimed to outline the development of Chinese pelvic floor surgeries related to pelvic organ prolapse (POP) over the past 14 years and investigate the potential influence of enhanced monitoring conducted by the Chinese Association of Urogynecology since 2011.
METHODS:
A total of 44,594 women with POP who underwent pelvic floor surgeries between October 1, 2004 and September 30, 2018 were included from 22 tertiary academic medical centers. The data were reported voluntarily and obtained from a database. We compared the proportion of each procedure in the 7 years before and 7 years after September 30, 2011. The data were analyzed by performing Z test (one-sided).
RESULTS:
The number of different procedures during October 1, 2011-September 30, 2018 was more than twice that during October 1, 2004-September 30, 2011. Regarding pelvic floor surgeries related to POP, the rate of synthetic mesh procedures increased from 38.1% (5298/13,906) during October 1, 2004-September 30, 2011 to 46.0% (14,107/30,688) during October 1, 2011-September 30, 2018, whereas the rate of non-mesh procedures decreased from 61.9% (8608/13,906) to 54.0% (16,581/30,688) (Z = 15.53, P < 0.001). Regarding synthetic mesh surgeries related to POP, the rates of transvaginal placement of surgical mesh (TVM) procedures decreased from 94.1% (4983/5298) to 82.2% (11,603/14,107) (Z = 20.79, P < 0.001), but the rate of laparoscopic sacrocolpopexy (LSC) procedures increased from 5.9% (315/5298) to 17.8% (2504/14,107).
CONCLUSIONS:
The rate of synthetic mesh procedures increased while that of non-mesh procedures decreased significantly. The rate of TVM procedures decreased while the rate of LSC procedures increased significantly.
TRIAL REGISTRATION NUMBER
NCT03620565, https://register.clinicaltrials.gov.
China
;
Female
;
Gynecologic Surgical Procedures/adverse effects*
;
Humans
;
Pelvic Floor/surgery*
;
Pelvic Organ Prolapse/surgery*
;
Surgical Mesh/adverse effects*
;
Treatment Outcome
;
Vagina
7.Effect of indwelling drainage tube and extubation time on recessive hemorrhage and functional recovery after total hip arthroplasty.
Wei-Kang GUO ; Jian HUANG ; Song-Lang LIU ; Bing LAI ; Chuan-Xing LIANG ; Feng ZHENG ; Huang-Xiang ZENG
China Journal of Orthopaedics and Traumatology 2020;33(8):716-720
OBJECTIVE:
To study and compare the effect of indwelling drainage tube and extubation time on occult hemorrhage and functional recovery after total hip arthroplasty(THA).
METHODS:
From July 2017 to June 2018, 123 patients who underwent THA in our hospital for the first time were selected as the subjects of study. According to whether the drainage tube was retained or not and the time of extubation, they were divided into three groups:in group A, 41 patients (24 males, 17 females, age 53 to 77 years) did not put drainage tube after THA;in group B, 41 patients were removed 24 hours after THA, 26 males and 15 females, aged 55 to 74 years;in group C, 41 patients were removed 48 hours after THA, 25 males and 16 females, aged 52 to 75 years. The VAS score of pain 72 hours after THA, the total and recessive blood loss, the time of starting functional exercise, and the incidence of postoperative limb swelling were recorded. All the patients were followed up for one year after discharge. Harris hip score was used to evaluate the degree of hip function recovery one year after operation.
RESULTS:
The occult blood loss of group A, B and C were(513.6±25.3), (521.7±33.4), (519.3±29.8) ml, respectively, with no significant difference(>0.05). There was no significant difference in blood loss in operation among the three groups(>0.05). In group B and C, the postoperative apparent blood loss was more than that in group A (<0.05). There was no significant difference in VAS scores of the three groups before and 72 hours after operation (>0.05). The time of getting out of bed in group A was shorter than that in group B and C (<0.05), and that in group B was shorter than that in group C(<0.05). The Harris hip score at 1 year after operationof the three groups was significantly higher than that of before operation (<0.05). There was no significant difference in Harris hip score before and after operation among three groups (>0.05). There was no significant difference in the incidence of complications among three groups (>0.05).
CONCLUSION
Whether the drainage tube is left or not and the time of extubation have no significant effect on the latent blood loss and functional recovery after THA, but without drainage tube after THA can reduce the apparent blood loss, patients can get out of bed at 6 hours after THA, which is more conducive to the recovery and nursing of patients.
Aged
;
Airway Extubation
;
Arthroplasty, Replacement, Hip
;
Drainage
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Female
;
Humans
;
Male
;
Middle Aged
;
Recovery of Function
;
Treatment Outcome
8.A clinical epidemiological investigation of neonatal acute respiratory distress syndrome in southwest Hubei, China.
Yong-Fang ZHANG ; Xin-Qiao YU ; Jian-Hua LIAO ; Feng YANG ; Cong-Rong TAN ; Su-Ying WU ; Shi-Qing DENG ; Jun-Yuan FENG ; Jia-Yan HUANG ; Zuo-Fen YUAN ; Kai-Dian LIU ; Zhen-Ju HUANG ; Li-Fang ZHANG ; Zheng-Guo CHEN ; Hong XIA ; Lin-Lin LUO ; Yan HU ; Hua-Sheng WU ; Hong-Ling XIE ; Bao-Min FEI ; Qing-Wei PANG ; Song-Hua ZHANG ; Bi-Xia CHENG ; Lang JIANG ; Chang-Tao SHEN ; Qiong YI ; Xiao-Guang ZHOU
Chinese Journal of Contemporary Pediatrics 2020;22(9):942-947
OBJECTIVE:
To investigate the clinical features and outcome of neonatal acute respiratory distress syndrome (ARDS) in southwest Hubei, China.
METHODS:
According to the Montreux definition of neonatal ARDS, a retrospective clinical epidemiological investigation was performed on the medical data of neonates with ARDS who were admitted to Department of Neonatology/Pediatrics in 17 level 2 or level 3 hospitals in southwest Hubei from January to December, 2017.
RESULTS:
A total of 7 150 neonates were admitted to the 17 hospitals in southwest Hubei during 2017 and 66 (0.92%) were diagnosed with ARDS. Among the 66 neonates with ARDS, 23 (35%) had mild ARDS, 28 (42%) had moderate ARDS, and 15 (23%) had severe ARDS. The main primary diseases for neonatal ARDS were perinatal asphyxia in 23 neonates (35%), pneumonia in 18 neonates (27%), sepsis in 12 neonates (18%), and meconium aspiration syndrome in 10 neonates (15%). Among the 66 neonates with ARDS, 10 neonates (15%) were born to the mothers with an age of ≥35 years, 30 neonates (45%) suffered from intrauterine distress, 32 neonates (49%) had a 1-minute Apgar score of 0 to 7 points, 24 neonates (36%) had abnormal fetal heart monitoring results, and 21 neonates (32%) experienced meconium staining of amniotic fluid. Intraventricular hemorrhage was the most common comorbidity (12 neonates), followed by neonatal shock (9 neonates) and patent ductus arteriosus (8 neonates). All 66 neonates with ARDS were treated with mechanical ventilation in addition to the treatment for primary diseases. Among the 66 neonates with ARDS, 10 died, with a mortality rate of 15% (10/66), and 56 neonates were improved or cured, with a survival rate of 85% (56/66).
CONCLUSIONS
Neonatal ARDS in southwest Hubei is mostly mild or moderate. Perinatal asphyxia and infection may be the main causes of neonatal ARDS in this area. Intraventricular hemorrhage is the most common comorbidity. Neonates with ARDS tend to have a high survival rate after multimodality treatment.
China
;
Female
;
Humans
;
Infant, Newborn
;
Meconium Aspiration Syndrome
;
Pregnancy
;
Respiratory Distress Syndrome, Newborn
;
Retrospective Studies
9.The effect of Pterostilbene on endoplasmic reticulum stress and apoptosis in HK-2 cells induced by oxalate
Qianlin SONG ; Ziqi HE ; Bin LI ; Junwei LIU ; Lang LIU ; Sixing YANG
Chinese Journal of Urology 2020;41(7):540-547
Objective:To study the effect of Pterostilbene on endoplasmic reticulum stress and apoptosis in human renal tubular epithelial cells (HK-2 cells) induced by oxalate.Methods:From January 2019 to January 2020, HK-2 cells were divided into a control group (cultured with normal medium), an oxalate group (cultured with a medium containing 4 mmol/L of oxalate), and an intervention group of Pterostilbene (containing 4 mmol/L of oxalate + Pterostilbene 5, 10, and 20 μmol/L mixed medium were cultured at the same time), and the following tests were performed after 12 hours of treatment. Pterostilbene (5, 10, and 20 μmol/L) intervention group for cell viability test, lactate dehydrogenase cytotoxicity test, reduced glutathione, superoxide dismutase, malondialdehyde, hydrogen peroxide enzyme, total antioxidant capacity detection experiments to explore the degree of oxidative damage, and Western blotting experiments to explore the protein expression of ATF6, GRP78, DDIT3, caspase12, Clevead caspase 3/9; Pterostilbene (10 μmol/L) intervention group to detect mitochondrial membrane potential, caspase 3 enzyme activity, apoptosis rate, reactive oxygen detection to detect the apoptosis, reactive oxygen level, and qRT-PCR to detect ATF6, GRP78, DDIT3 of cells mRNA expression.Results:CCK-8 and lactate dehydrogenase toxicity test results showed that the cell activity of the oxalate group was significantly lower than that of the control group [(45.6±3.1)% vs. 100.0%, P<0.001]; the lactate dehydrogenase [(330.2±11.1)U/L vs. (2.6±6.7) U/L, P<0.001] of the oxalate group was higher than that of the control group increased obviously; the cell viability[ (57.2±1.7)%, (67.2±3.4)%, (78.9±1.8)%] of Pterostilbene intervention group (5, 10, 20 μmol/L) significantly increased compared with oxalate group ( P<0.05); lactate dehydrogenase [(288.1±4.3)U/L, (260.9±5.5)U, (202.7±10.2)U/L] in Pterostilbene intervention group (5, 10, 20 μmol/L ) was significantly lower than oxalate group ( P<0.05). The results of the five biochemical indexes of malondialdehyde, reduced glutathione, total superoxide dismutase, catalase, and total antioxidant capacity showed that the cell damage state was consistent with the experimental results of CCK-8 and lactate dehydrogenase. The active oxygen test results showed that the oxalate group had a significantly higher active oxygen level (76.3±4.9 vs. 6.2±1.7, P<0.01); the active oxygen level (39.5±5.4) of the Pterostilbene intervention group(10 μmol/L) was significantly lower than oxalate group ( P<0.01). The flow cytometry and caspase3 enzyme activity showed an increase in apoptosis rate and caspase3 activity in line with the trend of reactive oxygen levels. Mitochondrial membrane potential results showed that the oxalate group had a significantly lower mitochondrial membrane potential (0.76±0.15 vs. 7.84±0.26, P<0.01), and the mitochondrial membrane potential (2.26±0.27) of the Pterostilbene intervention group (10 μmol/L) was significantly higher than oxalate group( P<0.01). Western blot analysis showed that the relative expression of ATF6, DDIT3, GRP78, caspase12 and Cleaved caspase3/9 protein in the oxalate group was significantly higher than that in the control group. The relative expression of ATF6, DDIT3, GRP78, caspase12, Cleaved caspase3/9 protein in the Pterostilbene intervention group was significantly lower than that in the oxalate group ( P<0.05). qRT-PCR results showed that the mRNA expression trends of ATF6, DDIT3 and GRP78 in the three groups were consistent with the results of Western blotting. Conclusion:Pterostilbene can effectively inhibit the endoplasmic reticulum stress and apoptosis of HK-2 cells induced by oxalate.
10.Pathological diagnosis of lung cancer based on deep transfer learning
Dan ZHAO ; Nanying CHE ; Zhigang SONG ; Cancheng LIU ; Lang WANG ; Huaiyin SHI ; Yujie DONG ; Haifeng LIN ; Jing MU ; Lan YING ; Qingchan YANG ; Yanan GAO ; Weishan CHEN ; Shuhao WANG ; Wei XU ; Mulan JIN
Chinese Journal of Pathology 2020;49(11):1120-1125
Objective:To establish an artificial intelligence (AI)-assisted diagnostic system for lung cancer via deep transfer learning.Methods:The researchers collected 519 lung pathologic slides from 2016 to 2019, covering various lung tissues, including normal tissues, adenocarcinoma, squamous cell carcinoma and small cell carcinoma, from the Beijing Chest Hospital, the Capital Medical University. The slides were digitized by scanner, and 316 slides were used as training set and 203 as the internal test set. The researchers labeled all the training slides by pathologists and establish a semantic segmentation model based on DeepLab v3 with ResNet-50 to detect lung cancers at the pixel level. To perform transfer learning, the researchers utilized the gastric cancer detection model to initialize the deep neural network parameters. The lung cancer detection convolutional neural network was further trained by fine-tuning of the labeled data. The deep learning model was tested by 203 slides in the internal test set and 1 081 slides obtained from TCIA database, named as the external test set.Results:The model trained with transfer learning showed substantial accuracy advantage against the one trained from scratch for the internal test set [area under curve (AUC) 0.988 vs. 0.971, Kappa 0.852 vs. 0.832]. For the external test set, the transferred model achieved an AUC of 0.968 and Kappa of 0.828, indicating superior generalization ability. By studying the predictions made by the model, the researchers obtained deeper understandings of the deep learning model.Conclusions:The lung cancer histopathological diagnostic system achieves higher accuracy and superior generalization ability. With the development of histopathological AI, the transfer learning can effectively train diagnosis models and shorten the learning period, and improve the model performance.

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