1.Effect and mechanism of Moringa oleifera leaves, seeds, and velamen in improving learning and memory impairments in mice based on transcriptomic and metabolomic.
Zhi-Hao WANG ; Shu-Yi FENG ; Tao LI ; Wan-Ping ZHOU ; Jin-Yu WANG ; Yang LIU ; Lin ZHANG ; Yuan-Yuan XIE ; Xiu-Lan HUANG ; Zhi-Yong LI ; Lu-Qi HUANG
China Journal of Chinese Materia Medica 2025;50(13):3793-3812
Moringa oleifera, widely utilized in Ayurvedic medicine, is recognized for its leaves, seeds, and velamen possessing traditional effects such as vātahara(wind alleviation), sirovirecaka(brain clearing), and hridya(mental nourishment). This study aims to identify the medicinal part of ■ in the Sārasvata ghee formulation as described in the Bower Manuscript, while investigating the ameliorative effects of different medicinal parts of M. oleifera on learning and memory deficits in mice and elucidating the underlying molecular mechanisms. A total of 144 male ICR mice were randomly assigned to the following groups: control, model(scopolamine hydrobromide, Sco, 2 mg·kg~(-1)), donepezil(donepezil hydrochloride, Don, 3 mg·kg~(-1)), M. oleifera leaf low-, medium-, and high-dose groups(0.5, 1, 2 g·kg~(-1)), M. oleifera seeds low-, medium-, and high-dose groups(0.25, 0.5, 1 g·kg~(-1)), and M. oleifera velamen low-, medium-, and high-dose groups(0.31, 0.62, 1.24 g·kg~(-1)). Learning and memory abilities were assessed using the passive avoidance test and Morris water maze. Nissl and HE staining were employed to examine histopathological changes in the hippocampus. Transcriptomics and targeted metabolomics were used to screen differential genes and metabolites, with MetaboAnalyst 6.0 and O2PLS methods applied to identify key disease-related targets and pathways. RESULTS:: demonstrated that M. oleifera leaf(1 g·kg~(-1)) significantly ameliorated Sco-induced learning and memory deficits, outperforming M. oleifera seeds(0.25 g·kg~(-1)) and M. oleifera velamen(1.24 g·kg~(-1)). This was evidenced by improved behavioral performance, reversal of neuronal damage, and reduced acetylcholinesterase(AChE) activity. Multi-omics analysis revealed that M. oleifera leaf upregulated Tuba1c gene expression through the synaptic vesicle cycle, enhancing glutamate(Glu), dopamine(DA), and acetylcholine(ACh) release via Tuba1c-Glu associations for neuroprotection. M. oleifera seeds targeted the dopaminergic synapse pathway, promoting memory consolidation through Drd2-ACh associations. M. oleifera velamen was associated with the cocaine addiction pathway, modulating dopamine metabolism via Adora2a-DOPAC, with limited relevance to learning and memory. In conclusion, M. oleifera leaf exhibits superior efficacy and mechanistic advantages over M. oleifera seeds and velamen, suggesting that the ■ in the Sārasvata ghee formulation is likely M. oleifera leaf, providing scientific evidence for its identification in ancient texts.
Animals
;
Moringa oleifera/chemistry*
;
Male
;
Mice
;
Seeds/chemistry*
;
Plant Leaves/chemistry*
;
Mice, Inbred ICR
;
Memory Disorders/psychology*
;
Transcriptome/drug effects*
;
Memory/drug effects*
;
Learning/drug effects*
;
Metabolomics
;
Humans
;
Drugs, Chinese Herbal/administration & dosage*
;
Maze Learning/drug effects*
2.Using machine learning algorithm to predict the risk of post-traumatic stress disorder among firefighters in Changsha.
Aoqian DENG ; Yanyi YANG ; Yunjing LI ; Mei HUANG ; Liang LI ; Yimei LU ; Wentao CHEN ; Rui YUAN ; Yumeng JU ; Bangshan LIU ; Yan ZHANG
Journal of Central South University(Medical Sciences) 2023;48(1):84-91
OBJECTIVES:
Firefighters are prone to suffer from psychological trauma and post-traumatic stress disorder (PTSD) in the workplace, and have a poor prognosis after PTSD. Reliable models for predicting PTSD allow for effective identification and intervention for patients with early PTSD. By collecting the psychological traits, psychological states and work situations of firefighters, this study aims to develop a machine learning algorithm with the aim of effectively and accurately identifying the onset of PTSD in firefighters, as well as detecting some important predictors of PTSD onset.
METHODS:
This study conducted a cross-sectional survey through convenient sampling of firefighters from 20 fire brigades in Changsha, which were evenly distributed across 6 districts and Changsha County, with a total of 628 firefighters. We used the synthetic minority oversampling technique (SMOTE) to process data sets and used grid search to finish the parameter tuning. The predictive capability of several commonly used machine learning models was compared by 5-fold cross-validation and using the area under the receiver operating characteristic curve (ROC-AUC), accuracy, precision, recall, and F1 score.
RESULTS:
The random forest model achieved good performance in predicting PTSD with an average AUC score at 0.790. The mean accuracy of the model was 90.1%, with an F1 score of 0.945. The three most important predictors were perseverance, forced thinking, and reflective deep thinking, with weights of 0.165, 0.158, and 0.152, respectively. The next most important predictors were employment time, psychological power, and optimism.
CONCLUSIONS
PTSD onset prediction model for Changsha firefighters constructed by random forest has strong predictive ability, and both psychological characteristics and work situation can be used as predictors of PTSD onset risk for firefighters. In the next step of the study, validation using other large datasets is needed to ensure that the predictive models can be used in clinical setting.
Humans
;
Stress Disorders, Post-Traumatic/diagnosis*
;
Firefighters/psychology*
;
Cross-Sectional Studies
;
Algorithms
;
Machine Learning
3.The mechanism of enriched environment repairing the learning and memory impairment in offspring of prenatal stress by regulating the expression of activity-regulated cytoskeletal-associated and insulin-like growth factor-2 in hippocampus.
Su-Zhen GUAN ; You-Juan FU ; Feng ZHAO ; Hong-Ya LIU ; Xiao-Hui CHEN ; Fa-Qiu QI ; Zhi-Hong LIU ; Tzi Bun NG
Environmental Health and Preventive Medicine 2021;26(1):8-8
BACKGROUND:
Prenatal stress can cause neurobiological and behavioral defects in offspring; environmental factors play a crucial role in regulating the development of brain and behavioral; this study was designed to test and verify whether an enriched environment can repair learning and memory impairment in offspring rats induced by prenatal stress and to explore its mechanism involving the expression of insulin-like growth factor-2 (IGF-2) and activity-regulated cytoskeletal-associated protein (Arc) in the hippocampus of the offspring.
METHODS:
Rats were selected to establish a chronic unpredictable mild stress (CUMS) model during pregnancy. Offspring were weaned on 21st day and housed under either standard or an enriched environment. The learning and memory ability were tested using Morris water maze and Y-maze. The expression of IGF-2 and Arc mRNA and protein were respectively measured by using RT-PCR and Western blotting.
RESULTS:
There was an elevation in the plasma corticosterone level of rat model of maternal chronic stress during pregnancy. Maternal stress's offspring exposed to an enriched environment could decrease their plasma corticosterone level and improve their weight. The offspring of maternal stress during pregnancy exhibited abnormalities in Morris water maze and Y-maze, which were improved in an enriched environment. The expression of IGF-2, Arc mRNA, and protein in offspring of maternal stress during pregnancy was boosted and some relationships existed between these parameters after being exposed enriched environment.
CONCLUSIONS
The learning and memory impairment in offspring of prenatal stress can be rectified by the enriched environment, the mechanism of which is related to the decreasing plasma corticosterone and increasing hippocampal IGF-2 and Arc of offspring rats following maternal chronic stress during pregnancy.
Animals
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Cytoskeletal Proteins/metabolism*
;
Female
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Gene Expression Regulation
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Hippocampus/metabolism*
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Insulin-Like Growth Factor II/metabolism*
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Learning
;
Learning Disabilities/psychology*
;
Male
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Memory Disorders/psychology*
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Nerve Tissue Proteins/metabolism*
;
Pregnancy
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Prenatal Exposure Delayed Effects/psychology*
;
Random Allocation
;
Rats
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Rats, Wistar
;
Social Environment
;
Stress, Psychological/genetics*
4.Propofol can Protect Against the Impairment of Learning-memory Induced by Electroconvulsive Shock via Tau Protein Hyperphosphorylation in Depressed Rats.
Chinese Medical Sciences Journal 2015;30(2):100-107
OBJECTIVETo explore the possible neurophysiologic mechanisms of propofol and N-methyl-D- aspartate (NMDA) receptor antagonist against learning-memory impairment of depressed rats without olfactory bulbs.
METHODSModels of depressed rats without olfactory bulbs were established. For the factorial design in analysis of variance, two intervention factors were included: electroconvulsive shock groups (with and without a course of electroconvulsive shock) and drug intervention groups [intraperotoneal (ip) injection of saline, NMDA receptor antagonist MK-801 and propofol. A total of 60 adult depressed rats without olfactory bulbs were randomly divided into 6 experimental groups (n=10 per group): ip injection of 5 ml saline; ip injection of 5 ml of 10 mg/kg MK-801; ip injection of 5 ml of 10 mg/kg MK-801 and a course of electroconvulsive shock; ip injection of 5 ml of 200 mg/kg propofol; ip injection of 5 ml of 200 mg/kg propofol and a course of electroconvulsive shock; and ip injection of 5 ml saline and a course of electroconvulsive shock. The learning-memory abilities of the rats was evaluated by the Morris water maze test. The content of glutamic acid in the hippocampus was detected by high-performance liquid chromatography. The expressions of p-AT8Ser202 in the hippocampus were determined by Western blot analysis.
RESULTSPropofol, MK-801 or electroconvulsive shock alone induced learning-memory impairment in depressed rats, as proven by extended evasive latency time and shortened space probe time. Glutamic acid content in the hippocampus of depressed rats was significantly up-regulated by electroconvulsive shock and down-regulated by propofol, but MK-801 had no significant effect on glutamic acid content. Levels of phosphorylated Tau protein p-AT8Ser202 in the hippocampus was up-regulated by electroconvulsive shock but was reduced by propofol and MK-801 alone. Propofol prevented learning-memory impairment and reduced glutamic acid content and p-AT8Ser202 levels induced by electroconvulsive shock.
CONCLUSIONElectroconvulsive shock might reduce learning-memory impairment caused by protein Tau hyperphosphorylation in depressed rats by down-regulating glutamate content.
Animals ; Depression ; psychology ; Dizocilpine Maleate ; pharmacology ; Electroshock ; Glutamic Acid ; analysis ; Learning Disorders ; prevention & control ; Male ; Memory Disorders ; prevention & control ; Phosphorylation ; Propofol ; pharmacology ; Rats ; Rats, Sprague-Dawley ; tau Proteins ; metabolism
5.Tongqiao Huoxue Decoction ameliorates learning and memory defects in rats with vascular dementia by up-regulating the Ca(2+)-CaMKII-CREB pathway.
Chao-Liang GE ; Xin-Ming WANG ; Zhao-Gang HUANG ; Quan XIA ; Ning WANG ; Du-Juan XU
Chinese Journal of Natural Medicines (English Ed.) 2015;13(11):823-830
The present study was aimed at determining the effects of Tongqiao Huoxue Decoction (TQHXD) on the Ca(2+)-CaMKII-CREB pathway and the memory and learning capacities of rats with vascular dementia (VD). The rat VD model was established by using an improved bilateral carotid artery ligation method. The Morris water maze experiment was used to evaluate the ethology of the VD rats following treatments with TQHXD at 3.01, 6.02, and 12.04 g·kg(-1) per day for 31 days. At the end of experiment, the hippocampus were harvested and analyzed. Western blotting and RT-PCR were used to measure the expression levels of calmodulin-binding protein kinase II(CaMKII), protein kinase A(PKA), cAMP-response element binding protein(CREB), and three N-methyl-D-aspartic acid receptor subunits (NR1, NR2A, and NR2B). Our results revealed that TQHXD could alleviate the loss of learning abilities and increase the memory capacity (P < 0.05 and P < 0.01 vs the model group, respectively). The treatment with 6.02 and 12.04 g·kg(-1) of TQHXD significantly up-regulated the Ca(2+)-CaMKII-CREB pathway in the hippocampus. In conclusion, TQHXD showed therapeutic effects on a bilateral carotid artery ligation-induced vascular dementia model, through the up-regulation of calcium signalling pathways.
Animals
;
Calcium
;
metabolism
;
Calcium-Calmodulin-Dependent Protein Kinase Type 2
;
metabolism
;
Cyclic AMP Response Element-Binding Protein
;
metabolism
;
Dementia, Vascular
;
complications
;
drug therapy
;
metabolism
;
psychology
;
Drugs, Chinese Herbal
;
pharmacology
;
therapeutic use
;
Female
;
Hippocampus
;
drug effects
;
metabolism
;
Learning Disabilities
;
drug therapy
;
etiology
;
metabolism
;
Male
;
Maze Learning
;
drug effects
;
Memory
;
drug effects
;
Memory Disorders
;
drug therapy
;
etiology
;
metabolism
;
Phytotherapy
;
Rats, Sprague-Dawley
;
Signal Transduction
;
Up-Regulation
6.Protective Effects of Curcumin and Sertraline on the Behavioral Changes in Chronic Variable Stress-Induced Rats.
Ali NOORAFSHAN ; Mohammad Amin ABDOLLAHIFAR ; Saied KARBALAY-DOUST ; Reza ASADI-GOLSHAN ; Ali RASHIDIAN-RASHIDABADI
Experimental Neurobiology 2013;22(2):96-106
Behavioral characteristics of the animal models and humans are impaired in chronic stress. The present study aimed to evaluate and compare the protective effects of sertraline and curcumin on stress-induced learning and memory impairment, anxiety and anhedonia in rats. Male rats were divided into seven groups: stress+water, stress+olive oil, stress+curcumin (100 mg/kg/day), stress+sertraline (10 mg/kg/day), curcumin, sertraline, and control groups. The rats were exposed to chronic variable stress for 56 days. At the end of 40 days and while the previous treatments were continued, the rats were tested in the eight radial maze, elevated plus maze, and sucrose consumption for learning and memory, anxiety, and anhedonia, respectively. In comparison to the non-stressed group, stress+water and stress+olive oil groups revealed a significantly lower percent of correct choices and higher reference and working memory errors during learning and retention phases (p<0.001). In addition these stress groups showed a significant lower percent of the open arms time and open arms entries in the elevated plus maze and consuming less sucrose solution. In addition, the stress+curcumin and stress+sertraline groups showed a better performance in the evaluated parameters of the radial arm maze, elevated plus maze, and sucrose consumption tests. It appears that curcumin and sertraline have the similar effectiveness on behavioral changes in chronic variable stress-induced rats.
Anhedonia
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Animals
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Anxiety
;
Arm
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Curcumin
;
Humans
;
Learning
;
Male
;
Memory
;
Memory Disorders
;
Memory, Short-Term
;
Models, Animal
;
Rats
;
Retention (Psychology)
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Sertraline
;
Sucrose
7.Clinical features of various subtypes of attention deficit hyperactivity disorders in children.
Yan-Zhao CHEN ; Fei-Qiu WEN ; Ke-Ying ZHOU ; Chun-He YANG ; Wei ZHANG ; Ning LI
Chinese Journal of Contemporary Pediatrics 2010;12(9):704-708
OBJECTIVETo study the features of various subtypes of attention deficit hyperactivity disorders (ADHD) in children.
METHODSSex composition, risk factors, comorbidities, intelligence quotient and behavioral problems were investigated in 175 children with ADHD who met the Diagnostic Statistical Manual of Mental Disorder Criteria (DSM-IV). The children were classified into three groups: ADHD predominantly inattentive (ADHD-I, n=82), ADHD predominantly hyperactive-impulsive (ADHD-HI, n=24) and ADHD combined type (ADHD-C, n=69).
RESULTSThere were no significant differences in the sex composition among the three groups. The rates of birth abnormality in the ADHD-I and the ADHD-C groups were higher than those in the ADHD-HI group. Negative parenting practices were noted more frequently in the ADHD-HI and the ADHD-C groups than the ADHD-I group. There were no significant differences in the performance intelligence quotient (PIQ), verbal intelligence quotient (VIQ) and full intelligence quotient (FIQ) among the three groups. However, the incidence of imbalance between VIQ and PIQ in the ADHD-I group was higher than the other two groups. The rate of comorbidities with oppositional defiant disorder (ODD) and tic disorder (TD) in the ADHD-C and the ADHD-HI groups was higher than that in the ADHD-I group. Both the ADHD-I and the ADHD-C groups had a higher rate of comorbidities with learning disorder (LD) than the ADHD-HI group. The impulsive/hyperactive and conduct problems were more severe and the hyperactivity index was higher in the ADHD-C and the ADHD-HI groups than those in the ADHD-I group, while the learning difficulties in the ADHD-I group were the most severe.
CONCLUSIONSThe children with ADHD-C or ADHD-HI have higher incidences of comorbidities with ODD and TD than those with ADHD-I who the learning difficulties and the imbalance between VIQ and PIQ are more severe.
Adolescent ; Attention Deficit Disorder with Hyperactivity ; classification ; psychology ; Child ; Female ; Humans ; Intelligence ; Learning Disorders ; etiology ; Male ; Risk Factors
8.Protective effects and mechanism of total coptis alkaloids on a beta 25-35 induced learning and memory dysfunction in rats.
Zheng-qin YANG ; Su-fen YANG ; Jun-qing YANG ; Qi-xin ZHOU ; Shao-lin LI
Chinese journal of integrative medicine 2007;13(1):50-54
OBJECTIVETo observe the effect of total coptis alkaloids (TCA) on beta -amyloid peptide (A beta 25-35) induced learning and memory dysfunction in rats, and to explore its mechanism.
METHODSForty male Wistar rats were randomly divided into four groups: the control group, the model group, the TCA low dose (60 mg/kg) group and the TCA high dose (120 mg/kg) group, 10 in each. A beta 25-35 (5microl, 2 microg/microl) was injected into bilateral hippocampi of each rat to induce learning and memory dysfunction. TCA were administered through intragavage for consecutive 15 days. Morris Water Maze test was used to assess the impairment of learning and memory; concentration of malondialdehyde (MDA) in cerebral cortex was determined by thiobarbituric acid reactive substance to indicate the level of lipid peroxidation in brain tissues; activity of manganese-superoxide dismutase (Mn-SOD) in cerebral cortex was determined by xanthine-oxidase to indicate the activity of the enzyme; and NF- kappa B protein expression in cerebral cortex was measured by SP immunohistochemistry.
RESULTS(1) Morris Water Maze test showed that, during the 4 consecutive days of acquisition trials, the rats in the model group took longer latency and searching distance than those in the control group (P<0.01), which could be shortened by high dose TCA (P<0.05); during the spatial probe trial on the fifth day, the rats in the model group took shorter searching time and distance on the previous flat area than those in the control group (P<0.01), which could be prolonged after TCA treatment (for low dose group, P<0.05; for high dose group, P<0.01). (2) Analysis of cerebral cortical tissues showed that, compared with the control group, MDA level got significantly increased and Mn-SOD activity decreased in the model group (both P<0.01). After having been treated with TCA, the MDA level got significantly decreased (P<0.05 and P<0.01 respectively for low and high dose group), while relative increase of Mn-SOD activity only appeared in high dose group (P<0.05). (3) Immunohistochemistry analysis showed the protein expression of NF- kappa B got significantly increased after modeling, while high dose TCA can significantly inhibit it.
CONCLUSIONTCA could improve A beta 25-35 induced dysfunction of learning and memory in rats, and its protective mechanism is associated with its actions in decreasing MDA level, increasing Mn-SOD activity and inhibiting the expression of NF-kappa B in cerebral cortex.
Alkaloids ; administration & dosage ; pharmacology ; Amyloid beta-Peptides ; administration & dosage ; Animals ; Cerebral Cortex ; metabolism ; Coptis ; chemistry ; Dose-Response Relationship, Drug ; Hippocampus ; drug effects ; Injections ; Learning Disorders ; chemically induced ; psychology ; Male ; Malondialdehyde ; metabolism ; Maze Learning ; drug effects ; Memory ; drug effects ; Memory Disorders ; chemically induced ; psychology ; NF-kappa B ; metabolism ; Peptide Fragments ; administration & dosage ; Rats ; Rats, Wistar ; Reaction Time ; drug effects ; Superoxide Dismutase ; metabolism ; Swimming
9.Comparison between Logistic Regression and Artificial Neural Networks as MMPI Discriminator.
Jaewon LEE ; Bum Seok JEONG ; Mi Sug KIM ; Jee Wook CHOI ; Byung Un AHN
Journal of the Korean Society of Biological Psychiatry 2005;12(2):165-172
OBJECTIVES: The purpose of this study is to 1) conduct a discrimination analysis of schizophrenia and bipolar affective disorder using MMPI profile through artificial neural network analysis and logistic regression analysis, 2) to make a comparison between advantages and disadvantages of the two methods, and 3) to demonstrate the usefulness of artificial neural network analysis of psychiatric data. PROCEDURE: The MMPI profiles for 181 schizophrenia and bipolar affective disorder patients were selected. Of these profiles, 50 were randomly placed in the learning group and the remaining 131 were placed in the validation group. The artificial neural network was trained using the profiles of the learning group and the 131 profiles of the validation group were analyzed. A logistic regression analysis was then conducted in a similar manner. The results of the two analyses were compared and contrasted using sensitivity, specificity, ROC curves, and kappa index. RESULTS: Logistic regression analysis and artificial neural network analysis both exhibited satisfactory discriminating ability at Kappa index of greater than 0.4. The comparison of the two methods revealed artificial neural network analysis is superior to logistic regression analysis in its discriminating capacity, displaying higher values of Kappa index, specificity, and AUC(Area Under the Curve) of ROC curve than those of logistic regression analysis. CONCLUSION: Artificial neural network analysis is a new tool whose frequency of use has been increasing for its superiority in nonlinear applications. However, it does possess insufficiencies such as difficulties in understanding the relationship between dependent and independent variables. Nevertheless, when used in conjunction with other analysis tools which supplement it, such as the logistic regression analysis, it may serve as a powerful tool for psychiatric data analysis.
Discrimination (Psychology)
;
Humans
;
Learning
;
Logistic Models*
;
MMPI*
;
Mood Disorders
;
ROC Curve
;
Schizophrenia
;
Sensitivity and Specificity
;
Statistics as Topic
10.Prediction on the Negative Outcomes of Anger in Female Adolescents.
Young Joo PARK ; Kuem Sun HAN ; Hyun Jeong SHIN ; Hyun Chul KANG ; Sook Hee CHUN ; So Hyun MOON ; Young Sik LEE ; Hun Soo KIM
Journal of Korean Academy of Nursing 2004;34(1):172-181
PURPOSE: This study was designed to construct a structural model for explaining negative outcomes of anger in female adolescents. METHOD: Data was collected by questionnaires from 199 female adolescents ina female high school in Seoul. Data analysis was done with SAS for descriptive statistics and a PC-LISREL Program for Covariance structural analysis. RESULT: The fit of the hypothetical model to the data was moderate, thus it was modified by excluding 7 paths and adding free parameters to it. The modified model withthe paths showed a good fit to the empirical data(x2 =5.62, p=.69, GFI=.99, AGFI=.97, NFI=.99, NNFI=1.01, RMSR=.02, RMSEA=.00). Trait anger, state anger, and psychosocial problems were found to have a significant direct effect on psychosomatic symptoms. State anger, psychosocial problems, and learning behaviorswere found to have direct effects on depression of female adolescents. CONCLUSION: The derived modelis considered appropriate for explaining and predicting negative outcomes of anger in female adolescents. Therefore, it can effectively be used as a reference model for further studies and is a suggested direction in nursing practice.
Adolescent
;
*Adolescent Psychology
;
*Anger
;
Female
;
Humans
;
Learning Disorders/psychology
;
Psychophysiologic Disorders/psychology

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