1.Influenza A virus infection activates TLR3-mediated necroptosis
Weijie LI ; Congying HUANG ; Ziling ZENG ; Xiang LI ; Jia XU ; Tian GONG ; Hao ZHANG ; Xinyan ZHANG ; Ping WANG ; Yuanjia HU ; Haiyu XU ; Lijuan SONG
Science of Traditional Chinese Medicine 2026;4(1):40-49
Background: Influenza A virus (IAV) is a negative-sense RNA virus of the Orthomyxoviridae family and is the etiological agent of a highly contagious acute respiratory disease that can lead to acute lung injury. Objective: To elucidate the molecular mechanisms of IAV infection, an integrative research approach combining gene expression profiling, multinetwork analysis, and in vivo experimental validations was employed. Methods: First, a series of network-based analyses were performed, including protein-protein interaction network construction, weighted gene co-expression network analysis, and subsequent gene set enrichment analysis, to identify the major underlying mechanisms of IAV infection. Following gene expression analysis, core targets, both direct and indirect regulators, were screened. An IAV (H1N1) strain A/PR/8/34-induced acute lung injury mouse model was constructed for in vivo validations. Batch one included two groups to evaluate findings from the multi-network analysis: Mock (n = 10; 5 males and 5 females) and IAV (n = 10; 5 males and 5 females). Batch two included three groups to assess the role of toll-like receptor 3 (TLR3) in IAV infection: Mock (n = 6; 3 males and 3 females), IAV (n = 6; 3 males and 3 females), and TLR3 inhibitor (n = 6; 3 males and 3 females). Body weight was measured on days 0, 3, and 5 after infection. On day 5, lung tissues were collected to assess viral load and histopathological changes. Key targets were examined using enzyme-linked immunosorbent assay, Western blotting, and immunofluorescence staining, both in sera and lung tissues. Results: IAV infection was significantly associated with dysregulation of the immune-inflammation system, such as the LTR, nucle-otide-binding oligomerization domain-(NOD) like receptor, retinoic acid-inducible gene I-like receptor, and nuclear factor kappa-B signaling pathways. Gene set enrichment analysis further indicated that the TLR and necroptosis signaling pathways played crucial roles in the progression of IAV infection (TLR signaling pathway normalized enrichment score = 2.3941, P = 1.00 × 10 −10; necroptosis normalized enrichment score = 1.9421, P = 6.21 × 10 −7). Among the core targets, TLR3 and mixed lineage kinase domain-like protein (MLKL) may regulate gene expression at the transcriptional level (all P < 0.05). In vivo validation using an IAV (PR8) infected acute lung injury mouse model demonstrated increased viral load and lung index, alveolar structural damage, and inflammatory cell infiltration. Immunofluorescence staining exhibited large gaps in Lamin B1 staining and breaches in Emerin signals following IAV-PR8 infection. Expression levels of TLR3, p-receptor-interacting serine/threonine-protein kinase 3 (RIPK3)/RIPK3, and p-mixed lineage kinase domain-like protein (MLKL)/MLKL proteins in lung tissues, as well as proinflammatory factors and mediators in sera, were significantly elevated after IAV infection. Moreover, enhanced neutrophil infiltration (myeloperoxidase) and citrullinated histone H3 (a neutrophil extracellular trap-specific marker), both established indicators of neutrophil extracellular trap formation, were observed. Notably, treatment with a TLR3 inhibitor significantly ameliorated IAV-induced acute lung injury by regulating necroptosis-related targets. Conclusion: Our study provides network-based in vivo evidence that TLR3-receptor-interacting serine/threonine-protein kinase 3-MLKL-mediated necroptosis may underlie IAV-induced acute lung injury and could serve as a potential therapeutic target in severe influenza cases.
2.Research on the mechanism of dihydroactiniolide in inhibiting the proliferation of gastric cancer cells
Lijuan CHEN ; Xinxin MA ; Guangqiang GAO ; Hong TIAN ; Jiaren LIU
Practical Oncology Journal 2025;39(2):91-98
Objective The aim of this study was to investigate the inhibitory effect of dihydroactinidiolide(DHAc)on prolif-eration of gastric cancer cells and its possible mechanism.Methods Gastric cancer MKN45 cells and AGS cells were cultured and divided into the control group(culture medium without DHAc)and treatment groups with different concentrations of DHAc(50,100,200,400,600,800,and 1000 μmol/L).MTT assay and methylene blue(MB)assay were used to detect the effect of DHAc on the via-bility of MKN45 cells and AGS cells.The changes of mitochondrial membrane potential and the cell cycle distribution of MKN45 cells treated with DHAc were detected by flow cytometry,and its effects on the cell cycle of AGS cells were also analyzed.The effects of DHAc on the expression of proteins related to the cell cycle and autophagy in MKN45 cells were detected by Western blot.Results DHAc at different concentrations of 50,100,200,400,600,and 800 μmol/L showed significant inhibitory effects on proliferation of MKN45 cells.Among them,DHAc at the concentration range of 50-400 μmol/L also arrested the cell cycle of MKN45 cells at the G0/G1 phase,down-regulated the expressions of cyclin D1 and CDK4,and significantly reduced the mitochondrial membrane poten-tial(P<0.05);In the lower concentration range of 50-200 μmol/L,DHAc could induce autophagy in MKN45 cells,as manifested by the upregulation of the LC3-II/LC3-I ratio(P<0.05).In addition,different concentrations of DHAc(100,200,400,600,800,and 1000 μmol/L)could also significantly inhibit the proliferation of AGS cells.Among them,DHAc at the concentration range of 100-400 μmol/L could arrest the cell cycle of AGS cells at the G0/G1 phase(P<0.05).Conclusion DHAc can inhibit the proliferation of gastric cancer cells.The possible mechanism is that DHAc arrests the cell cycle and induces autophagy in gastric cancer cells.
3.Effect and mechanism of basic fibroblast growth factor in enhancing neurological recovery after spinal cord injury in rats
Lijuan ZHU ; Ting CAO ; Shaohua TIAN ; Xianbao CAO ; Jun WANG ; Wenlong ZHANG
Chinese Journal of Trauma 2025;41(8):789-797
Objective:To investigate the neurorestorative effect of basic fibroblast growth factor (bFGF) on neurological function recovery in rats with spinal cord injury and its potential mechanisms.Methods:Ninety adult SD rats were selected and randomly divided into 6 groups using a random number table: sham-operated group ( n=24), spinal cord injury group ( n=24), bFGF group ( n=24), bFGF autophagy pathway validation group ( n=6), bFGF+rapamycin group ( n=6), and bFGF+MHY1485 group ( n=6). A spinal cord injury model was established by impacting the T 10 spinal cord segment using a self-made Allen′s weight-drop impactor. The sham-operated group underwent a 3 cm midline dorsal incision without spinal cord injury; the bFGF group received immediate intrathecal injection of 100 μl bFGF solution (20 μg/L) after injury; the sham surgery group and spinal cord injury group received an equal volume of saline after injury; the bFGF autophagy pathway validation group received the identical treatment as the bFGF group; the bFGF+rapamycin group received the same treatment as the bFGF group with additional intraperitoneal injection of rapamycin (4 mg·kg -1·d -1); the bFGF+MHY1485 group received the identical bFGF treatment plus intraperitoneal injection of MHY1485 (10 mg·kg -1·d -1). At 28 days after injury, the rats were sacrificed and the spinal cord tissue was collected at 5 mm from the injury epicenter for HE staining and pathological observation. At 7, 14, 21, and 28 days after injury, BBB scoring was used to assess hindlimb motor function; P wave latency and P1-N1 wave amplitude were recorded to evaluate neuroelectrophysiological changes; Western blot analysis was performed to detect the expression levels of phosphorylated mammalian target of rapamycin (p-mTOR)/mammalian target of rapamycin (mTOR) and microtubule-associated protein light chain 3-II (LC3-II) and evaluate changes in mTOR signaling pathway and autophagy activity. At 28 days after injury, behavioral alterations, neuroelectrophysiological changes, and auctophagy-related protein expression levels were assessed in the bFGF autophagy pathyway validation group, bFGF+rapamycin group and bFGF+MHY1485 group. Results:At 28 days after injury, the sham-operated group exhibited regular nuclear morphology, while the spinal cord injury group showed disordered cell structures and the bFGF group displayed relatively normal nuclear morphology. At 7, 14, 21, and 28 days after injury, the BBB scores in both the spinal cord injury group and bFGF group were lower than those in the sham-operated group ( P<0.01), with higher scores in the bFGF group than those in the spinal cord injury group ( P<0.01). At 7, 14, 21, and 28 days after injury, P-wave latency was longer and P1-N1 wave amplitude was lower in both the spinal cord injury group and bFGF group compared to those in the sham-operated group ( P<0.01), with shorter P-wave latency and higher P1-N1 wave amplitude in the bFGF group compared to those in the spinal cord injury group ( P<0.01). Western blot results indicated that at 7, 14, 21, and 28 days after injury, in the spinal cord injury group, p-mTOR/mTOR levels were lower than those in both the sham-operated group and bFGF group ( P<0.01), while LC3-II expression levels were higher ( P<0.01); in the bFGF group, p-mTOR/mTOR levels were higher than those in the spinal cord injury group but lower than those in the sham-operated group ( P<0.01), and LC3-II expression levels were lower than those in the spinal cord injury group but higher than those in the sham-operated group ( P<0.01). At 28 days after injury, the BBB scores were higher in both the bFGF autophagy pathway validation group and bFGF+MHY1485 group than those in the bFGF+rapamycin group ( P<0.01), with higher scores in the bFGF+MHY1485 group than those in the bFGF autophagy pathway validation group ( P<0.01). P-wave latency was shorter in both the bFGF autophagy pathway validation group and bFGF+MHY1485 group than those in the bFGF+rapamycin group ( P<0.01), with shorter P-wave latency in the bFGF+MHY1485 group than that in the bFGF autophagy pathway validation group ( P<0.01). P1-N1 wave amplitude was lower in both the bFGF autophagy pathway validation group and bFGF+MHY1485 group than that in the bFGF+rapamycin group ( P<0.01), with lower P1-N1 wave amplitude in the bFGF+MHY1485 group than that in the bFGF autophagy pathway validation group ( P<0.01). The p-mTOR/mTOR levels were higher in both the bFGF autophagy pathway validation group and bFGF+MHY1485 group than those in the bFGF+rapamycin group ( P<0.01), with higher p-mTOR/mTOR levels in the bFGF+MHY1485 group than those in the bFGF autophagy pathway validation group ( P<0.01). The LC3-II expression levels were higher in both the bFGF autophagy pathway validation group and bFGF+MHY1485 group than those in the bFGF+rapamycin group ( P<0.01), with higher LC3-II expression levels in the bFGF+MHY1485 group than those in the bFGF autophagy pathway validation group ( P<0.01). Conclusion:bFGF can improve the pathological state, motor behavior, and neuroelectrophysiological function in rats with spinal cord injury, for which the mechanism of action may involve downregulating cellular autophagy function by activating the mTOR pathway, thereby inhibiting excessive autophagy to promote neuronal regeneration and repair.
4.Meta-analysis of the diagnostic value of ultrasound and MRI in knee osteoarthritis
Miaomiao ZHANG ; Lijuan ZHANG ; Yulan ZHENG ; Chen TIAN ; Long GE ; Qun QIANG
China Modern Doctor 2025;63(8):1-4
Objective To evaluate the value of ultrasound and magnetic resonance imaging(MRI)in the diagnosis of knee osteoarthritis(KOA)by Meta-analysis.Methods Multiple databases for literature on KOA ultrasound and MRI diagnosis were screened.After data extraction and study quality assessment,14 articles involving 1613 patients were finally included.Meta-analysis were used on the extracted data to comprehensively evaluate the effectiveness of ultrasound and MRI in the diagnosis of KOA.Results All included studies used arthroscopy or surgical pathology as the gold standard for diagnosis.The pooled sensitivity,specificity,and diagnostic odds ratio(DOR)for ultrasound in diagnosing KOA were 0.79,0.82,and 20.30,respectively,with area under the curve(AUC)was 0.89.In comparison,the pooled sensitivity,specificity,and DOR for MRI in diagnosing KOA were 0.88,0.85,and 42.35,respectively,with AUC of 0.92.Conclusion Ultrasound and MRI have good accuracy in the diagnosis of KOA,and MRI is superior to ultrasound.
5.18F-D3FSP PET/CT machine learning models for evaluating subjective cognitive decline
Fansheng MENG ; Zhanyu TIAN ; Wei GONG ; Liang XIONG ; Haizhuang JIANG ; Lijuan YU
Chinese Journal of Medical Imaging Technology 2025;41(4):573-577
Objective To observe the value of 18F-D3FSP PET/CT machine learning(ML)models for evaluating subjective cognitive decline(SCD).Methods Thirty-two SCD patients(SCD group)and 16 healthy volunteers(control group)who received 18F-D3FSP PET/CT were selected from Sino Longitudinal Study on Cognitive Decline(SILCODE)and divided into training set(n=34)and test set(n=14)at a ratio of 7∶3.Support vector machine(SVM),random forest(RF)and logistic regression(LR)models were constructed based on Hamilton anxiety scale(HAMA)and standard uptake value ratio(SUVR)of brain regions being significantly different between groups to evaluate SCD.Then PET/CT data were amplified by format conversion and divided into training set(including 8 775 CT images and 1 833 PET images)and test set(including 2 025 CT images and 423 PET images)at the ratio of 8∶2.VGG16 models were constructed based on CT and PET images to evaluate SCD,respectively.Results The area under the receiver operating characteristic curve(AUC)of SVM,RF and LR model for evaluating SCD in training set was all 1.000,while was 0.863,0.872 and 1.000 in test set,respectively.LR model was overfitting,and RF model had better performance.The accuracy of VGG16 model for evaluating SCD based on CT and PET images tended to be stable after the 175th and 150th iterations,with the highest accuracy of 67.11% and 65.35% in training set,which tended to be stable after the 165th and 145th iterations,with the highest accuracy of 62.43% and 59.16% in test set,respectively.Conclusion 18F-D3FSP PET/CT ML models could be used to evaluate SCD.
6.Effect and mechanism of basic fibroblast growth factor in enhancing neurological recovery after spinal cord injury in rats
Lijuan ZHU ; Ting CAO ; Shaohua TIAN ; Xianbao CAO ; Jun WANG ; Wenlong ZHANG
Chinese Journal of Trauma 2025;41(8):789-797
Objective:To investigate the neurorestorative effect of basic fibroblast growth factor (bFGF) on neurological function recovery in rats with spinal cord injury and its potential mechanisms.Methods:Ninety adult SD rats were selected and randomly divided into 6 groups using a random number table: sham-operated group ( n=24), spinal cord injury group ( n=24), bFGF group ( n=24), bFGF autophagy pathway validation group ( n=6), bFGF+rapamycin group ( n=6), and bFGF+MHY1485 group ( n=6). A spinal cord injury model was established by impacting the T 10 spinal cord segment using a self-made Allen′s weight-drop impactor. The sham-operated group underwent a 3 cm midline dorsal incision without spinal cord injury; the bFGF group received immediate intrathecal injection of 100 μl bFGF solution (20 μg/L) after injury; the sham surgery group and spinal cord injury group received an equal volume of saline after injury; the bFGF autophagy pathway validation group received the identical treatment as the bFGF group; the bFGF+rapamycin group received the same treatment as the bFGF group with additional intraperitoneal injection of rapamycin (4 mg·kg -1·d -1); the bFGF+MHY1485 group received the identical bFGF treatment plus intraperitoneal injection of MHY1485 (10 mg·kg -1·d -1). At 28 days after injury, the rats were sacrificed and the spinal cord tissue was collected at 5 mm from the injury epicenter for HE staining and pathological observation. At 7, 14, 21, and 28 days after injury, BBB scoring was used to assess hindlimb motor function; P wave latency and P1-N1 wave amplitude were recorded to evaluate neuroelectrophysiological changes; Western blot analysis was performed to detect the expression levels of phosphorylated mammalian target of rapamycin (p-mTOR)/mammalian target of rapamycin (mTOR) and microtubule-associated protein light chain 3-II (LC3-II) and evaluate changes in mTOR signaling pathway and autophagy activity. At 28 days after injury, behavioral alterations, neuroelectrophysiological changes, and auctophagy-related protein expression levels were assessed in the bFGF autophagy pathyway validation group, bFGF+rapamycin group and bFGF+MHY1485 group. Results:At 28 days after injury, the sham-operated group exhibited regular nuclear morphology, while the spinal cord injury group showed disordered cell structures and the bFGF group displayed relatively normal nuclear morphology. At 7, 14, 21, and 28 days after injury, the BBB scores in both the spinal cord injury group and bFGF group were lower than those in the sham-operated group ( P<0.01), with higher scores in the bFGF group than those in the spinal cord injury group ( P<0.01). At 7, 14, 21, and 28 days after injury, P-wave latency was longer and P1-N1 wave amplitude was lower in both the spinal cord injury group and bFGF group compared to those in the sham-operated group ( P<0.01), with shorter P-wave latency and higher P1-N1 wave amplitude in the bFGF group compared to those in the spinal cord injury group ( P<0.01). Western blot results indicated that at 7, 14, 21, and 28 days after injury, in the spinal cord injury group, p-mTOR/mTOR levels were lower than those in both the sham-operated group and bFGF group ( P<0.01), while LC3-II expression levels were higher ( P<0.01); in the bFGF group, p-mTOR/mTOR levels were higher than those in the spinal cord injury group but lower than those in the sham-operated group ( P<0.01), and LC3-II expression levels were lower than those in the spinal cord injury group but higher than those in the sham-operated group ( P<0.01). At 28 days after injury, the BBB scores were higher in both the bFGF autophagy pathway validation group and bFGF+MHY1485 group than those in the bFGF+rapamycin group ( P<0.01), with higher scores in the bFGF+MHY1485 group than those in the bFGF autophagy pathway validation group ( P<0.01). P-wave latency was shorter in both the bFGF autophagy pathway validation group and bFGF+MHY1485 group than those in the bFGF+rapamycin group ( P<0.01), with shorter P-wave latency in the bFGF+MHY1485 group than that in the bFGF autophagy pathway validation group ( P<0.01). P1-N1 wave amplitude was lower in both the bFGF autophagy pathway validation group and bFGF+MHY1485 group than that in the bFGF+rapamycin group ( P<0.01), with lower P1-N1 wave amplitude in the bFGF+MHY1485 group than that in the bFGF autophagy pathway validation group ( P<0.01). The p-mTOR/mTOR levels were higher in both the bFGF autophagy pathway validation group and bFGF+MHY1485 group than those in the bFGF+rapamycin group ( P<0.01), with higher p-mTOR/mTOR levels in the bFGF+MHY1485 group than those in the bFGF autophagy pathway validation group ( P<0.01). The LC3-II expression levels were higher in both the bFGF autophagy pathway validation group and bFGF+MHY1485 group than those in the bFGF+rapamycin group ( P<0.01), with higher LC3-II expression levels in the bFGF+MHY1485 group than those in the bFGF autophagy pathway validation group ( P<0.01). Conclusion:bFGF can improve the pathological state, motor behavior, and neuroelectrophysiological function in rats with spinal cord injury, for which the mechanism of action may involve downregulating cellular autophagy function by activating the mTOR pathway, thereby inhibiting excessive autophagy to promote neuronal regeneration and repair.
7.Meta-integration of the experience of postpartum lifestyle changes in women with hypertensive disorders of pregnancy
Xiaojun LIU ; Lina WANG ; Jiaqi TIAN ; Ling ZHANG ; Yuanyuan LI ; Lijuan YANG
Chinese Journal of Practical Nursing 2025;41(23):1817-1825
Objective:To systematically assess qualitative studies exploring the experiences of postpartum lifestyle changes among women with hypertensive disorders of pregnancy, comprehensively integrate these experiences, and provide a foundational reference for the subsequent development of targeted healthy lifestyle interventions.Methods:A comprehensive computerized search was conducted across PubMed, Embase, Web of Science, Cochrane Library, Pro quest, CINAHL, China National Knowledge Infrastructure, Wanfang Database, VIP, and China Biomedical Database, encompassing all qualitative studies that met the inclusion criteria from the inception of the databases to June 21st 2024. The quality of the retrieved literature was evaluated using the Centre for Evidence-Based Health Care Quality Assessment Criteria for Qualitative Research at the Joanna Briggs Institute, Australia. The results were integrated using the pooled integration method, and the quality of the integrated findings was rated using the ConQual method.Results:A total of 10 papers were included, and 23 findings were distilled and grouped into 9 new categories, resulting in 4 integrative findings: multiple dilemmas and challenges to postpartum lifestyle change, postpartum lifestyle change with the change of mother′s role, facilitators of postpartum lifestyle change, and impediments to postpartum lifestyle change.Conclusions:Postnatal lifestyle change in women with hypertensive disorders of pregnancy is crucial for improving prognosis. In the future, healthcare professionals should improve the social support system, promote postnatal role change to adapt to the new life, improve women′s awareness of risk and disease, maintain the continuity of postnatal follow-up, and incorporate a variety of behavioural change strategies to stimulate the motivation for lifestyle change, so as to promote the effective change of postnatal lifestyles.
8.Research on the mechanism of dihydroactiniolide in inhibiting the proliferation of gastric cancer cells
Lijuan CHEN ; Xinxin MA ; Guangqiang GAO ; Hong TIAN ; Jiaren LIU
Practical Oncology Journal 2025;39(2):91-98
Objective The aim of this study was to investigate the inhibitory effect of dihydroactinidiolide(DHAc)on prolif-eration of gastric cancer cells and its possible mechanism.Methods Gastric cancer MKN45 cells and AGS cells were cultured and divided into the control group(culture medium without DHAc)and treatment groups with different concentrations of DHAc(50,100,200,400,600,800,and 1000 μmol/L).MTT assay and methylene blue(MB)assay were used to detect the effect of DHAc on the via-bility of MKN45 cells and AGS cells.The changes of mitochondrial membrane potential and the cell cycle distribution of MKN45 cells treated with DHAc were detected by flow cytometry,and its effects on the cell cycle of AGS cells were also analyzed.The effects of DHAc on the expression of proteins related to the cell cycle and autophagy in MKN45 cells were detected by Western blot.Results DHAc at different concentrations of 50,100,200,400,600,and 800 μmol/L showed significant inhibitory effects on proliferation of MKN45 cells.Among them,DHAc at the concentration range of 50-400 μmol/L also arrested the cell cycle of MKN45 cells at the G0/G1 phase,down-regulated the expressions of cyclin D1 and CDK4,and significantly reduced the mitochondrial membrane poten-tial(P<0.05);In the lower concentration range of 50-200 μmol/L,DHAc could induce autophagy in MKN45 cells,as manifested by the upregulation of the LC3-II/LC3-I ratio(P<0.05).In addition,different concentrations of DHAc(100,200,400,600,800,and 1000 μmol/L)could also significantly inhibit the proliferation of AGS cells.Among them,DHAc at the concentration range of 100-400 μmol/L could arrest the cell cycle of AGS cells at the G0/G1 phase(P<0.05).Conclusion DHAc can inhibit the proliferation of gastric cancer cells.The possible mechanism is that DHAc arrests the cell cycle and induces autophagy in gastric cancer cells.
9.Meta-integration of the experience of postpartum lifestyle changes in women with hypertensive disorders of pregnancy
Xiaojun LIU ; Lina WANG ; Jiaqi TIAN ; Ling ZHANG ; Yuanyuan LI ; Lijuan YANG
Chinese Journal of Practical Nursing 2025;41(23):1817-1825
Objective:To systematically assess qualitative studies exploring the experiences of postpartum lifestyle changes among women with hypertensive disorders of pregnancy, comprehensively integrate these experiences, and provide a foundational reference for the subsequent development of targeted healthy lifestyle interventions.Methods:A comprehensive computerized search was conducted across PubMed, Embase, Web of Science, Cochrane Library, Pro quest, CINAHL, China National Knowledge Infrastructure, Wanfang Database, VIP, and China Biomedical Database, encompassing all qualitative studies that met the inclusion criteria from the inception of the databases to June 21st 2024. The quality of the retrieved literature was evaluated using the Centre for Evidence-Based Health Care Quality Assessment Criteria for Qualitative Research at the Joanna Briggs Institute, Australia. The results were integrated using the pooled integration method, and the quality of the integrated findings was rated using the ConQual method.Results:A total of 10 papers were included, and 23 findings were distilled and grouped into 9 new categories, resulting in 4 integrative findings: multiple dilemmas and challenges to postpartum lifestyle change, postpartum lifestyle change with the change of mother′s role, facilitators of postpartum lifestyle change, and impediments to postpartum lifestyle change.Conclusions:Postnatal lifestyle change in women with hypertensive disorders of pregnancy is crucial for improving prognosis. In the future, healthcare professionals should improve the social support system, promote postnatal role change to adapt to the new life, improve women′s awareness of risk and disease, maintain the continuity of postnatal follow-up, and incorporate a variety of behavioural change strategies to stimulate the motivation for lifestyle change, so as to promote the effective change of postnatal lifestyles.
10.18F-D3FSP PET/CT machine learning models for evaluating subjective cognitive decline
Fansheng MENG ; Zhanyu TIAN ; Wei GONG ; Liang XIONG ; Haizhuang JIANG ; Lijuan YU
Chinese Journal of Medical Imaging Technology 2025;41(4):573-577
Objective To observe the value of 18F-D3FSP PET/CT machine learning(ML)models for evaluating subjective cognitive decline(SCD).Methods Thirty-two SCD patients(SCD group)and 16 healthy volunteers(control group)who received 18F-D3FSP PET/CT were selected from Sino Longitudinal Study on Cognitive Decline(SILCODE)and divided into training set(n=34)and test set(n=14)at a ratio of 7∶3.Support vector machine(SVM),random forest(RF)and logistic regression(LR)models were constructed based on Hamilton anxiety scale(HAMA)and standard uptake value ratio(SUVR)of brain regions being significantly different between groups to evaluate SCD.Then PET/CT data were amplified by format conversion and divided into training set(including 8 775 CT images and 1 833 PET images)and test set(including 2 025 CT images and 423 PET images)at the ratio of 8∶2.VGG16 models were constructed based on CT and PET images to evaluate SCD,respectively.Results The area under the receiver operating characteristic curve(AUC)of SVM,RF and LR model for evaluating SCD in training set was all 1.000,while was 0.863,0.872 and 1.000 in test set,respectively.LR model was overfitting,and RF model had better performance.The accuracy of VGG16 model for evaluating SCD based on CT and PET images tended to be stable after the 175th and 150th iterations,with the highest accuracy of 67.11% and 65.35% in training set,which tended to be stable after the 165th and 145th iterations,with the highest accuracy of 62.43% and 59.16% in test set,respectively.Conclusion 18F-D3FSP PET/CT ML models could be used to evaluate SCD.

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