1.TGF-β1-engineered Biomimetic Platelet Nanoparticles for Targeted Therapy of Ischemic Stroke
Li-Qi CHEN ; Tian-Fang KANG ; Guo-Jun HUANG ; Ting YIN ; Ai-Qing MA ; Lin-Tao CAI ; Hong PAN
Progress in Biochemistry and Biophysics 2026;53(3):697-710
ObjectivePost-ischemic acute inflammation and the subsequent persistent dysregulation of the immune microenvironment represent major pathological drivers that aggravate neuronal injury and severely restrict functional recovery following ischemic stroke. Although current reperfusion therapies partially restore blood flow, they fail to effectively modulate the secondary inflammatory cascade and oxidative stress, which remain critical barriers to neurological restoration. To address this challenge, this study aimed to engineer and systematically evaluate a biomimetic nanosystem composed of transforming growth factor-β1 (TGF-β1)-loaded platelet membrane-camouflaged lipid nanoparticles (PLP). This nanosystem was designed to achieve dual lesion-targeted delivery and immune microenvironment remodeling. By verifying its spatiotemporal accumulation, anti-inflammatory activity, and neuroprotective efficacy, we sought to establish an integrated therapeutic strategy that simultaneously enables lesion targeting, immune regulation, and functional recovery after ischemic injury. MethodsThe physicochemical properties of PLP, including hydrodynamic particle size, zeta potential, structural stability, and morphology, were characterized using dynamic light scattering, zeta potential analysis, and transmission electron microscopy. The preservation of platelet membrane-derived adhesion and immunoregulatory proteins was confirmed by SDS-PAGE through comparative analysis of protein band profiles between PLP and native platelet membranes. The in vitro biological activities of PLP were evaluated using two complementary cellular models. LPS-induced M1-polarized RAW264.7 macrophages were employed to assess inflammatory modulation, while oxygen glucose deprivation/reperfusion (OGD/R)-induced BV2 microglial cells and SH-SY5Y neuronal cells were utilized to investigate neuroinflammatory regulation and neuronal protection. For in vivo validation, a transient middle cerebral artery occlusion (tMCAO) mouse model was established to mimic ischemia-reperfusion injury. The spatiotemporal biodistribution and lesion-targeting capability of the PLP were monitored through live fluorescence imaging. Therapeutic efficacy was comprehensively evaluated by triphenyltetrazolium chloride (TTC) staining, glial fibrillary acidic protein (GFAP) immunofluorescence analysis, body weight monitoring, and neurological severity score (NSS) assessment. ResultsPLP nanoparticles displayed a uniform spherical morphology, nanoscale particle size distribution, and stable negative surface charge, indicating favorable colloidal stability and circulation potential. SDS-PAGE results confirmed the effective retention of key platelet membrane proteins associated with endothelial adhesion, immune evasion, and inflammatory regulation, demonstrating the successful biomimetic construction. Optimal therapeutic concentrations were determined in OGD/R-induced BV2 cells, where PLP exhibited excellent cytocompatibility and anti-inflammatory activity.In vitro experiments demonstrated that PLP significantly inhibited the polarization of RAW264.7 macrophages toward the pro-inflammatory M1 phenotype and markedly reduced neuronal apoptosis under ischemia-reperfusion conditions. In vivo fluorescence imaging revealed that PLP rapidly accumulated in the ischemic brain hemisphere and maintained prolonged retention for up to 7 d, suggesting enhanced lesion-specific targeting and sustained drug release. Compared with control group, PLP treatment significantly reduced cerebral infarct volume, attenuated reactive astrogliosis, improved weight recovery, and accelerated neurological functional restoration, as reflected by significantly improved NSS scores. ConclusionThis study establishes a multifunctional biomimetic nanoplatform that integrates platelet membrane-mediated active targeting with the anti-inflammatory, antioxidative, and neuroprotective properties of TGF-β1. The PLP system enables rapid lesion homing and long-term retention while synergistically regulating the post-stroke inflammatory microenvironment by suppressing pro-inflammatory immune activation, reducing neuronal apoptosis, and limiting excessive astrocyte reactivity. Importantly, this study proposes a conceptually therapeutic paradigm that combines targeted delivery with immune microenvironment remodeling to achieve comprehensive neurovascular protection. These findings provide strong experimental evidence supporting the translational potential of biomimetic nanotherapeutics as next-generation precision interventions for ischemic stroke.
2.Reactive and Enzyme-activated Probe Strategies for Imaging Acute Kidney Injury
Ru-Long CHEN ; Ting-Fei XIE ; Jin-Xin ZHANG ; Jia-Ting CHEN ; Jie LI ; Peng-Fei ZHANG ; Ji-Hong CHEN ; Lin-Tao CAI
Progress in Biochemistry and Biophysics 2026;53(6):1622-1637
Acute kidney injury (AKI) is a prevalent and life-threatening clinical syndrome characterised by a rapid decline in renal function and diverse pathological etiologies. The condition has been demonstrated to be associated with elevated mortality rates and an increased risk of progression to chronic kidney disease. At present, clinicians depend heavily on conventional functional markers, such as serum creatinine and urine output, for the diagnosis and staging of the disease. It is evident that these conventional indicators characteristically manifest a considerable temporal delay and only undergo modification subsequent to considerable tissue damage. This severely restricts the timeframe for early detection and timely therapeutic intervention. Furthermore, standard markers fail to provide specific biological information regarding the underlying cellular injury mechanisms. The utilisation of advanced probe technologies in molecular imaging offers a robust alternative to overcome these inherent diagnostic limitations.This comprehensive review systematically evaluates recent progress in the design and application of two primary categories of molecular imaging tools for acute kidney disease, specifically reactive probes and enzyme-activated probes. Reactive probes are engineered to specifically interact with redox-active chemical species, including hydrogen peroxide, peroxynitrite, hypochlorous acid, and sulfur dioxide. Because oxidative stress constitutes a primary early event in acute renal tubular damage, these probes enable researchers and clinicians to visualize early cellular injury and radical accumulation well before global renal functional decline becomes evident. We discuss the application of these reactive probes across multiple imaging modalities including fluorescence imaging, magnetic resonance imaging (MRI), positron emission tomography (PET), and photoacoustic techniques. Photoacoustic imaging combines high spatial resolution with deep tissue penetration and has successfully demonstrated the ability to provide diagnostic alerts up to 12 h before any detectable rise in serum creatinine levels. Additionally, specific reactive probes have shown promising translational potential when tested by high-throughput screening in clinical human urine samples. Enzyme-activated probes target the specific catalytic activity of disease-relevant enzymes. These include well-documented renal tubular structural biomarkers such as NAG, GGT, and ALP, along with apoptosis-related caspases and specific nitroreductases. By responding only to enzymatic cleavage, these tools provide highly specific and pathology-directed imaging readouts. Recent structural design strategies in this field have advanced significantly beyond single-enzyme detection. Researchers are now focusing on sophisticated dual-target recognition to minimize background noise, multimodal integration to cross-validate imaging signals, and theranostic applications where probes simultaneously deliver diagnostic feedback and therapeutic agents to injured tissues. Nanotechnology serves as a fundamental enabler for realizing these advanced probe functions. By precisely optimizing nanoparticle parameters such as hydrodynamic size, surface charge, and targeting ligands, researchers can achieve amplified signal output, highly precise kidney delivery, and protection against premature degradation in the systemic circulation. For example, modifying surface charges can significantly enhance the active uptake of nanoprobes by damaged renal tubular epithelial cells.While preclinical probe development has progressed rapidly, moving these technologies into routine clinical practice remains a major challenge. We analyze the translational feasibility and current obstacles from biological, technological, and regulatory perspectives. Although biological targets such as KIM-1, FAP, and ALP have been validated in extensive patient cohorts, practical barriers severely limit their immediate clinical application. These obstacles involve complex changes in in vivo pharmacokinetics. During an acute injury episode, the extreme drop in the glomerular filtration rate alters probe clearance and can cause unwanted systemic accumulation or confusing background imaging signals. Other major hurdles include a lack of comprehensive long-term toxicity data and the absence of standardized manufacturing protocols to ensure batch-to-batch consistency. Future successful translation will require rigorous multi-center clinical studies to confirm the true diagnostic value of these probes over traditional markers. Researchers must also establish strict standardization of imaging procedures and comprehensive safety evaluations. Ultimately, this review provides a thorough reference framework for designing clinically translatable molecular probes and building a precision diagnostic imaging system for acute kidney injury.
3.The first record of Anopheles messeae (Diptera: Culicidae) parasitized by water mites in China
Xue-ru CHEN ; Wen-zhen YAO ; Yu-hao LI ; Gui-chang LI ; Tao MENG ; Qun-ling FENG ; Xin-hui LIU ; Li-hong QIAO ; Xiang-ting WU ; Xue-feng ZHANG ; Cheng-lin LI ; Xue-cheng DONG ; Da-wei WANG ; Xiao-yan SI ; Yu-hong GUO
Acta Parasitologica et Medica Entomologica Sinica 2026;33(1):53-57
Objective This study reports on the obligatory parasitism of water mites Arrenurus sp. on Anopheles messeae at the Manzhouli Port, Inner Mongolia, China. Methods Duing July 2024, a survey on the mosquito diversity was conducted at the Manzhouli Port. Captured mosquitoes and their ectoparasites were identified to species level. Results A total of 1840 adult mosquitoes were collected, representing species from three genera: Culex(Cx. modestus, Cx. pipiens pallens), Aedes(Ae. dorsalis, Ae. flavidorsalis, Ae. flavescens), and Anopheles (An. messeae). Among all the mosqutioes specimens,3 out of 150 captured An. messeae were found to carry ectoparasitic mites, with number of 2,4,27 mites separately. Morphological and molecular identification reached the same result as water mites(Hydrachnidiae, Hydracrina). COI gene sequence showed 94% similarity with the closest species Arrenurus truncatellus. Conlusions Literature review suggests water mites are host-specific parasitism of mosquito species and herein with the first record of Arrenurus sp. parasiting on An. Messeae in the most high-latitude region globally.
4.Icariin pretreatment enhances effect of human periodontal stem cells on M1-type macrophages
Ting YU ; Dongmei LYU ; Hao DENG ; Tao SUN ; Qian CHENG
Chinese Journal of Tissue Engineering Research 2025;29(7):1328-1335
BACKGROUND:Human periodontal stem cells have a certain inhibitory effect on the pro-inflammatory function of M1-type macrophages,and it is not clear whether icariin,which has anti-inflammatory and other pharmacological activities,can enhance the inhibitory effect of human periodontal stem cells on M1-type macrophages. OBJECTIVE:To investigate the effect of icariin on M1 macrophages after pretreatment of human periodontal stem cells. METHODS:Primary human periodontal stem cells were isolated,cultured and characterized.THP-1 was induced and M1-type macrophages were identified by immunofluorescence staining and PCR.Human periodontal stem cells were cultured with α-MEM complete medium containing concentrations of 10-7,10-6,10-5,and 10-4 mol/L icariin,and the cytotoxicity of Icariin on human periodontal stem cells was detected by the CCK-8 assay at 1,3,5,and 7 days,respectively.α-MEM complete medium,untreated α-MEM conditioned medium for human periodontal stem cells and α-MEM conditioned medium for human periodontal stem cells pretreated with icariin for 24 hours were conditioned with RPMI-1640 complete medium in a 1:1 ratio for M1-type macrophages in the control,untreated,and pretreated groups,and 24 hours later,the mRNA expression of inflammatory factors in M1 macrophages was detected by RT-PCR.The protein expression of inflammatory factors in M1 macrophages was detected by ELISA.The expression of surface markers and nuclear factor-κB pathway-related proteins in M1/M2 macrophages was detected by western blot assay. RESULTS AND CONCLUSION:(1)CCK-8 assay results showed that 10-7,10-6,10-5,10-4 mol/L icariin was not cytotoxic to the human periodontal stem cells,and from day 5 onwards,all the concentrations increased the cell viability,and promoted the cell proliferation.10-4 mol/L icariin was selected for follow-up experiment.(2)RT-PCR and ELISA results showed that compared with the control group,the untreated group and the pretreated group both decreased the expression and secretion of interleukin-1β,interleukin-6,and tumor necrosis factor-α of M1-type macrophages(P<0.05),and the pretreated group was lower than the untreated group(P<0.05).(3)Western blot assay results showed that compared with the untreated group,the expression of CD86 was significantly lower in the pretreated group(P<0.05);compared with the control group,the expression of CD206,a surface marker of M2-type macrophages,was elevated in both the untreated and pretreated groups(P<0.01),and it was significantly higher in the pretreated group than in the untreated group(P<0.01).In M1-type macrophages after 24 hours of conditioned culture,compared with the control group,the expression of nuclear factor-κB/P65 was decreased in the untreated group and the pretreated group(P<0.01),and the expression of p-IκBα was decreased only in the pretreated group(P<0.01);the expression of both nuclear factor-κB/P65 and p-IκBα was significantly reduced in the pretreated group compared with the untreated group(P<0.05),while the difference of IκBα in the three groups was not statistically significant.(4)These results indicated that icariin enhanced the inhibitory effect of human periodontal stem cells on M1-type macrophages,and this effect may be related to the inhibition of the nuclear factor-κB signaling pathway of macrophages.
5.Comparative effect of ARNI and ACEI/ARB on left ventricular diastolic function in patients with hypertensive heart disease
Hao YANG ; Yi HE ; Fangjuan WANG ; Ting ZHOU ; Tao LIU ; Pinliang LIAO ; Huakang LI ; Yongqin LI ; Houyuan HU
Journal of Army Medical University 2025;47(11):1235-1242
Objective To investigate whether there exist differences in the improvement of left ventricular diastolic function between angiotensin receptor-neprilysin inhibitor(ARNI)and angiotensin-converting enzyme inhibitor(ACEI)/angiotensin receptor blocker(ARB)in patients with hypertensive heart disease(HHD).Methods A retrospective cohort study was conducted on the HHD patients admitted in Department of Cardiovascular Diseases of our hospital from January 2021 to December 2024.The general information,echocardiographic parameters before and after treatment,and results of routine tests were collected.Finally,517 HHD patients were subjected,including 117 receiving ARNI treatment(ARNI group)and 400 getting ACEI/ARB treatment(ACEI/ARB group).A 1∶1 propensity score matching(PSM)was performed with a caliper value of 0.02,resulting in 89 matched cases for each group.Electrocardiography was performed to assess left ventricular diastolic dysfunction(LVDD),with various parameters,including left atrial volume index,early diastolic peak velocity at the interventricular septal portion of mitral annulus(septal e'),early diastolic peak velocity at the lateral wall portion of mitral annulus(lateral e'),tricuspid regurgitation velocity,and E/e'.These parameters were followed up and reassessed during the treatment period.Kaplan-Meier survival curve was plotted to compare the incidence of LVDD between the 2 groups.Multivariable logistic regression model was employed to identify the risk factors contributing to LVDD.Results The median follow-up time was 412(309,736)d in the whole cohort,and was 409(300,729)d for the patients after PSM.Kaplan-Meier survival analysis demonstrated that the incidence of LVDD was lower in the ARNI group than the ACEI/ARB group both before and after PSM(P<0.05).After treatment,the ARNI group obtained lower lateral e'[8.00(7.00,9.40)vs 9.00(7.10,10.30)cm/s,P<0.001],thinner left ventricular posterior wall thickness[12.20(10.80,12.80)vs 12.30(11.20,12.90)mm,P<0.048]when compared with the ACEI/ARB group.After adjusting for confounding factors,multivariable logistic regression analysis revealed that advanced age(OR=1.082,P<0.001),increased systolic blood pressure(OR=1.009,P=0.005),thicker left ventricular posterior wall thickness(OR=1.462,P<0.001),left atrial enlargement(OR=1.081,P<0.001),and use of calcium channel blocker(OR=1.548,P=0.006)were independent risk factors for LVDD,and positively correlated with the risk of LVDD.While,male(OR=0.709,P=0.043)and BMI(OR=0.933,P=0.006)were protective factors,which were negatively correlated with LVDD risk.Conclusion In HHD patients,ARNI is superior to ACEI/ARB in reducing the incidence of LVDD.
6.Histaminergic Innervation of the Ventral Anterior Thalamic Nucleus Alleviates Motor Deficits in a 6-OHDA-Induced Rat Model of Parkinson's Disease.
Han-Ting XU ; Xiao-Ya XI ; Shuang ZHOU ; Yun-Yong XIE ; Zhi-San CUI ; Bei-Bei ZHANG ; Shu-Tao XIE ; Hong-Zhao LI ; Qi-Peng ZHANG ; Yang PAN ; Xiao-Yang ZHANG ; Jing-Ning ZHU
Neuroscience Bulletin 2025;41(4):551-568
The ventral anterior (VA) nucleus of the thalamus is a major target of the basal ganglia and is closely associated with the pathogenesis of Parkinson's disease (PD). Notably, the VA receives direct innervation from the hypothalamic histaminergic system. However, its role in PD remains unknown. Here, we assessed the contribution of histamine to VA neuronal activity and PD motor deficits. Functional magnetic resonance imaging showed reduced VA activity in PD patients. Optogenetic activation of VA neurons or histaminergic afferents significantly alleviated motor deficits in 6-OHDA-induced PD rats. Furthermore, histamine excited VA neurons via H1 and H2 receptors and their coupled hyperpolarization-activated cyclic nucleotide-gated channels, inward-rectifier K+ channels, or Ca2+-activated K+ channels. These results demonstrate that histaminergic afferents actively compensate for Parkinsonian motor deficits by biasing VA activity. These findings suggest that targeting VA histamine receptors and downstream ion channels may be a potential therapeutic strategy for PD motor dysfunction.
Animals
;
Histamine/metabolism*
;
Male
;
Oxidopamine/toxicity*
;
Rats
;
Ventral Thalamic Nuclei/physiopathology*
;
Rats, Sprague-Dawley
;
Disease Models, Animal
;
Parkinson Disease/metabolism*
;
Neurons/physiology*
;
Humans
;
Optogenetics
7.The relationship between family function and anxiety/depression among medical college students:the mediating role of loneliness
Ying FENG ; Yujing TAO ; Haoqi LI ; Ting YU ; Weiwei CHANG ; Liying WEN
Journal of Shenyang Medical College 2025;27(4):359-363
Objective:To explore the relationship between medical students'family function and anxiety/depression,and the mediating role of loneliness in this relationship.Methods:A total of 577 medical students were surveyed using stratified cluster sampling.Questionnaires assessed family function,loneliness,anxiety,and depression.Spearman correlation analysis was used to examine the relationships among family function,loneliness,anxiety,and depression.The mediating effects were tested using SPSS 26.0 PROCESS program model 4.Results:Medical students'family function,loneliness,anxiety,and depression scores were 8.00(5.00,10.00),16.00(12.00,19.00),3.00(2.00,4.00),and 3.00(2.00,4.00),respectively.Spearman correlation analysis showed that family function was negatively correlated with loneliness(r=-0.337),anxiety(r=-0.237),and depression(r=-0.257)(all P<0.01).Loneliness was positively correlated with anxiety(r=0.394)and depression(r=0.392)(both P<0.01).Anxiety was positively correlated with depression(r=0.746,P<0.01).Family function negatively predicted anxiety(β=-0.118,P<0.01),depression(β=-0.105,P<0.01),and loneliness(β=-0.322,P<0.01).Loneliness positively predicted anxiety(β=0.348,P<0.01)and depression(β=0.346,P<0.01).Loneliness played a partial mediating role in the relationship of family function with anxiety and depression among medical students,with mediating effects of 49.0%and 43.2%,respectively.Conclusions:Family function not only directly affects medical students'anxiety and depression but also indirectly affects them by influencing loneliness.Therefore,improving medical students'family function can effectively reduce their loneliness,thereby helping to alleviate anxiety and depression.
8.Detection of TERT promoter C228T/C250T mutations by droplet digital PCR for predicting the postoperative recurrence of hepatocellular carcinoma
Nan HU ; Aizimuaji ZULIHUMAER ; Haiyang LI ; Yue LIU ; Changcheng TAO ; Ting XIAO ; Weiqi RONG
Chinese Journal of Hepatobiliary Surgery 2025;31(9):647-653
Objective:To investigate the predictive value of telomerase reverse transcriptase (TERT) promoter C228T/C250T mutations in tumor tissues of patients with hepatocellular carcinoma (HCC) for postoperative recurrence after hepatectomy.Methods:Clinical data of 66 patients with HCC who underwent curative surgical resection at the Cancer Hospital, Chinese Academy of Medical Sciences, between January 2013 and May 2016 were retrospectively analyzed, including 54 males and 12 females, aged (53.5±11.1) years. Tumor tissues were collected from all patients. Droplet digital ploymerase chain reation (ddPCR) was employed to detect the TERT promoter C228T/C250T mutations. Survival outcomes were estimated using the Kaplan-Meier method and compared by the log-rank test. Univariate and multivariate Cox regression were used to analyze the impact of TERT promoter C228T/C250T mutations on postoperative recurrence. The predictive performance of TERT mutations for postoperative recurrence was further assessed using receiver operating characteristic (ROC) curve analysis.Results:The prevalence of TERT C228T and C250T mutations in tumor tissues was 43.9% (29/66) and 3.0% (2/66), respectively. Patients were stratified into a TERT promoter mutation group ( n=31) and a non-mutation group ( n=35). Those harboring C228T/C250T mutations exhibited significantly lower recurrence-free survival compared with non-mutated cases ( χ2=10.10, P=0.002). Multivariate Cox regression analysis showed that TERT promoter C228T mutation ( HR=2.24, 95% CI: 1.18-4.25, P=0.013) and TERT promoter C228T/C250T mutations in tumor tissue ( HR=2.49, 95% CI: 1.31-4.75, P=0.006) were associated with an increased risk of postoperative recurrence in patients with HCC. ROC analysis demonstrated the predictive accuracy for recurrence, with an area under the curve of 0.68 (95% CI: 0.55-0.81) for TERT C228T mutation and 0.71 (95% CI: 0.58-0.84) for combined C228T/C250T mutations. Conclusion:TERT promoter C228T/C250T mutations in tumor tissues of HCC patients detected by ddPCR are risk factors for postoperative recurrence and may serve as indicators for predicting recurrence.
9.Genetic analysis of three fetuses with small supernumerary marker chromosome derived from chromosome 15
Xiaoxian SUN ; Xiaohan ZHAO ; Jing TAO ; Ting LU ; Bowen ZHAO ; Hua JIN
Chinese Journal of Perinatal Medicine 2025;28(5):408-413
Objective:To investigate the genetic characteristics of fetuses carrying a small supernumerary marker chromosome (sSMC) derived from chromosome 15.Methods:This was a retrospective study involving three fetuses who were diagnosed with microdeletions or microduplications by non-invasive prenatal testing (NIPT) and confirmed to carry sSMC derived from chromosome 15 through prenatal diagnosis at the Center of Prenatal Diagnosis, Jinan Maternity and Child Care Hospital Affiliated to Shandong First Medical University from June to October 2023. Clinical data, including NIPT results and ultrasound findings, were collected. Genetic tests for the fetuses and their parents were performed using genetic karyotype analysis, fluorescence in situ hybridization (FISH), and single nucleotide polymorphisms array (SNP-array). All data were analyzed using descriptive statistics. Results:(1) The mothers of the three fetuses were aged 36, 37, and 41 years, and all of them were multiparous with no family history of genetic disorders. The fetuses exhibited duplications of 8.80, 8.17, and 8.80 Mb in the 15q11.2q13.3 region, respectively. Amniotic fluid karyotyping revealed a 47,XN,+mar karyotype in all three cases. The abnormal sSMC contained two centromeres. One of them was pycnotic, deeply stained, but remained active, while the other was enlarged and formed a band, losing its activity. Both were pseudo-dicentric structures. (2) FISH was not performed on Fetus 1. FISH results for both Fetus 2 and Fetus 3 were ish idic(15)( D15Z1++, SNRPN++, PML-), indicating the presence of two copies of the D15Z1 and SNRPN probes on the sSMC, with no PML probe signal. The D15Z1 probe was located at both ends of the sSMC, while the SNRPN probe was near the center. (3) SNP-array results were arr[GRCh37] 15q11.2q13.2(22 770 422-31 098 691)×4 for Fetus 1, covering 29 OMIM genes including UBE3A and 38 protein-coding genes; arr[GRCh37] 15q11.2q13.3(22 770 422-32 915 723)×4 for Fetus 2, covering 36 OMIM genes including UBE3A and 50 protein-coding genes; and arr[GRCh37] 15q11.2q13.1 (22 770 422-28 560 664)×4 and arr[GRCh37] 15q13.1q13.3(29 009 041-32 444 043)×3 for Fetus 3, covering 24 OMIM genes including UBE3A and 20 protein-coding genes. Additionally, Fetus 3 had a 3.435 Mb duplication in 15q13.1q13.3, covering 11 OMIM genes including CHRNA7 and 20 protein-coding genes. (4) No significant abnormalities were found in the peripheral blood karyotyping for the parents of Fetus 1 or in the SNP-array analysis for the parents of Fetus 3. (5) All three families opted for pregnancy termination. There were no obvious abnormalities in the appearance of Fetus 1 and Fetus 3 after induction, while details of Fetus 2 were unavailable. Conclusion:The three fetuses carried a psu idic(15)(q13)-derived sSMC, leading to increased copy numbers in the 15q11q13 region.
10.Development of a machine learning-based risk prediction model for mild cognitive impairment with spleen-kidney deficiency syndrome in the elderly.
Ya-Ting AI ; Shi ZHOU ; Ming WANG ; Tao-Yun ZHENG ; Hui HU ; Yun-Cui WANG ; Yu-Can LI ; Xiao-Tong WANG ; Peng-Jun ZHOU
Journal of Integrative Medicine 2025;23(4):390-397
OBJECTIVE:
As an age-related neurodegenerative disease, the prevalence of mild cognitive impairment (MCI) increases with age. Within the framework of traditional Chinese medicine, spleen-kidney deficiency syndrome (SKDS) is recognized as the most frequent MCI subtype. Due to the covert and gradual onset of MCI, in community settings it poses a significant challenge for patients and their families to discern between typical aging and pathological changes. There exists an urgent need to devise a preliminary diagnostic tool designed for community-residing older adults with MCI attributed to SKDS (MCI-SKDS).
METHODS:
This investigation enrolled 312 elderly individuals diagnosed with MCI, who were randomly distributed into training and test datasets at a 3:1 ratio. Five machine learning methods, including logistic regression (LR), decision tree (DT), naive Bayes (NB), support vector machine (SVM), and gradient boosting (GB), were used to build a diagnostic prediction model for MCI-SKDS. Accuracy, sensitivity, specificity, precision, F1 score, and area under the curve were used to evaluate model performance. Furthermore, the clinical applicability of the model was evaluated through decision curve analysis (DCA).
RESULTS:
The accuracy, precision, specificity and F1 score of the DT model performed best in the training set (test set), with scores of 0.904 (0.845), 0.875 (0.795), 0.973 (0.875) and 0.973 (0.875). The sensitivity of the training set (test set) of the SVM model performed best among the five models with a score of 0.865 (0.821). The area under the curve of all five models was greater than 0.9 for the training dataset and greater than 0.8 for the test dataset. The DCA of all models showed good clinical application value. The study identified ten indicators that were significant predictors of MCI-SKDS.
CONCLUSION
The risk prediction index derived from machine learning for the MCI-SKDS prediction model is simple and practical; the model demonstrates good predictive value and clinical applicability, and the DT model had the best performance. Please cite this article as: Ai YT, Zhou S, Wang M, Zheng TY, Hu H, Wang YC, Li YC, Wang XT, Zhou PJ. Development of a machine learning-based risk prediction model for mild cognitive impairment with spleen-kidney deficiency syndrome in the elderly. J Integr Med. 2025; 23(4): 390-397.
Humans
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Cognitive Dysfunction/diagnosis*
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Aged
;
Male
;
Female
;
Machine Learning
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Spleen
;
Aged, 80 and over
;
Kidney
;
Medicine, Chinese Traditional


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