1.Differential diagnosis of autism spectrum disorder and global developmental delay based on machine learning and Children Neuropsychological and Behavioral Scale.
Gang ZHOU ; Xiao-Bin ZHANG ; Xing-Da QU ; Mei-Fang LUO ; Qiong-Ling PENG ; Li-Ya MA ; Zhong ZHAO
Chinese Journal of Contemporary Pediatrics 2023;25(10):1028-1033
OBJECTIVES:
To investigate the efficacy and required indicators of Children Neuropsychological and Behavioral Scale-Revision 2016 (CNBS-R2016) in the differential diagnosis of autism spectrum disorder (ASD) and global developmental delay (GDD).
METHODS:
A total of 277 children with ASD and 415 children with GDD, aged 18-48 months, were enrolled as subjects. CNBS-R2016 was used to assess the developmental levels of six domains, i.e., gross motor, fine motor, adaptive ability, language, social behavior, and warning behavior, and a total of 13 indicators on intelligence age and developmental quotient (DQ) were obtained as the input features. Five commonly used machine learning classifiers were used for training to calculate the classification accuracy, sensitivity, and specificity of each classifier.
RESULTS:
DQ of warning behavior was selected as the first feature in all five classifiers, and the use of this indicator alone had a classification accuracy of 78.90%. When the DQ of warning behavior was used in combination with the intelligence age of warning behavior, gross motor, and language, it had the highest classification accuracy of 86.71%.
CONCLUSIONS
Machine learning combined with CNBS-R2016 can effectively distinguish children with ASD from those with GDD. The DQ of warning behavior plays an important role in machine learning, and its combination with other features can improve classification accuracy, providing a basis for the efficient and accurate differential diagnosis of ASD and GDD in clinical practice.
Child
;
Humans
;
Autism Spectrum Disorder/psychology*
;
Diagnosis, Differential
;
Machine Learning
;
Social Behavior
2.Brain Systems Underlying Fundamental Motivations of Human Social Conformity.
Xinling CHEN ; Jiaxi LIU ; Yue-Jia LUO ; Chunliang FENG
Neuroscience Bulletin 2023;39(2):328-342
From birth to adulthood, we often align our behaviors, attitudes, and opinions with a majority, a phenomenon known as social conformity. A seminal framework has proposed that conformity behaviors are mainly driven by three fundamental motives: a desire to gain more information to be accurate, to obtain social approval from others, and to maintain a favorable self-concept. Despite extensive interest in neuroimaging investigation of social conformity, the relationship between brain systems and these fundamental motivations has yet to be established. Here, we reviewed brain imaging findings of social conformity with a componential framework, aiming to reveal the neuropsychological substrates underlying different conformity motivations. First, information-seeking engages the evaluation of social information, information integration, and modification of task-related activity, corresponding to brain networks implicated in reward, cognitive control, and tasks at hand. Second, social acceptance involves the anticipation of social acceptance or rejection and mental state attribution, mediated by networks of reward, punishment, and mentalizing. Third, self-enhancement entails the excessive representation of positive self-related information and suppression of negative self-related information, ingroup favoritism and/or outgroup derogation, and elaborated mentalizing processes to the ingroup, supported by brain systems of reward, punishment, and mentalizing. Therefore, recent brain imaging studies have provided important insights into the fundamental motivations of social conformity in terms of component processes and brain mechanisms.
Humans
;
Social Conformity
;
Motivation
;
Brain
;
Social Behavior
;
Brain Mapping
3.Noninvasive Tracking of Every Individual in Unmarked Mouse Groups Using Multi-Camera Fusion and Deep Learning.
Feng SU ; Yangzhen WANG ; Mengping WEI ; Chong WANG ; Shaoli WANG ; Lei YANG ; Jianmin LI ; Peijiang YUAN ; Dong-Gen LUO ; Chen ZHANG
Neuroscience Bulletin 2023;39(6):893-910
Accurate and efficient methods for identifying and tracking each animal in a group are needed to study complex behaviors and social interactions. Traditional tracking methods (e.g., marking each animal with dye or surgically implanting microchips) can be invasive and may have an impact on the social behavior being measured. To overcome these shortcomings, video-based methods for tracking unmarked animals, such as fruit flies and zebrafish, have been developed. However, tracking individual mice in a group remains a challenging problem because of their flexible body and complicated interaction patterns. In this study, we report the development of a multi-object tracker for mice that uses the Faster region-based convolutional neural network (R-CNN) deep learning algorithm with geometric transformations in combination with multi-camera/multi-image fusion technology. The system successfully tracked every individual in groups of unmarked mice and was applied to investigate chasing behavior. The proposed system constitutes a step forward in the noninvasive tracking of individual mice engaged in social behavior.
Animals
;
Mice
;
Deep Learning
;
Zebrafish
;
Algorithms
;
Neural Networks, Computer
;
Social Behavior
4.Inhibiting silence information regulator 2 and glutaminase in the amygdala can improve social behavior in autistic rats.
Xiaoxia ZHANG ; Shizhang LIU ; Xiaomei LIU ; Jieying WANG
Journal of Zhejiang University. Medical sciences 2022;51(6):707-715
OBJECTIVE:
To investigate the underlying molecular mechanisms by which silence information regulator (SIRT) 2 and glutaminase (GLS) in the amygdala regulate social behaviors in autistic rats.
METHODS:
Rat models of autism were established by maternal sodium valproic acid (VPA) exposure in wild-type rats and SIRT2-knockout ( SIRT2 -/-) rats. Glutamate (Glu) content, brain weight, and expression levels of SIRT2, GLS proteins and apoptosis-associated proteins in rat amygdala at different developmental stages were examined, and the social behaviors of VPA rats were assessed by a three-chamber test. Then, lentiviral overexpression or interference vectors of GLS were injected into the amygdala of VPA rats. Brain weight, Glu content and expression level of GLS protein were measured, and the social behaviors assessed.
RESULTS:
Brain weight, amygdala Glu content and the levels of SIRT2, GLS protein and pro-apoptotic protein caspase-3 in the amygdala were increased in VPA rats, while the level of anti-apoptotic protein Bcl-2 was decreased (all P<0.01). Compared with the wild-type rats, SIRT2 -/- rats displayed decreased expression of SIRT2 and GLS proteins in the amygdala, reduced Glu content, and improved social dysfunction (all P<0.01). Overexpression of GLS increased brain weight and Glu content, and aggravated social dysfunction in VPA rats (all P<0.01). Knockdown of GLS decreased brain weight and Glu content, and improved social dysfunction in VPA rats (all P<0.01).
CONCLUSIONS
The glutamate circulatory system in the amygdala of VPA induced autistic rats is abnormal. This is associated with the upregulation of SIRT2 expression and its induced increase of GLS production; knocking out SIRT2 gene or inhibiting the expression of GLS is helpful in maintaining the balanced glutamate cycle and in improving the social behavior disorder of rats.
Animals
;
Rats
;
Amygdala/metabolism*
;
Autistic Disorder/metabolism*
;
Behavior, Animal
;
Disease Models, Animal
;
Glutamates/metabolism*
;
Glutaminase/metabolism*
;
Sirtuin 2/metabolism*
;
Social Behavior
5.Comparison of Medical Dispute Resolution Mechanisms in China and Abroad.
Xu-Dong ZHANG ; Tian TIAN ; Xu-Fu YI ; Jun-Hong SUN
Journal of Forensic Medicine 2022;38(2):150-157
Medical disputes are one of the common problems concerned by the whole world. All countries and regions have established their own medical dispute resolution mechanisms, in accordance with their own national conditions. Medical dispute identification opinions, as one of the important bases for identifying the responsibilities of both doctors and patients, play a pivotal role in the process of dispute settlement. A reasonable medical dispute resolution mechanism and standardized medical dispute identification model can help resolve disputes flexibly and reduce the conflict between doctors and patients. This paper briefly compares the medical dispute resolution mechanism and identification mode of China and several other representative countries (the United States, Britain, France, Germany, Italy, Japan, etc.), and discusses their respective characteristics and shortcomings, to bring some enlightenment to the medical dispute resolution and identification in our country.
China
;
Dissent and Disputes
;
Humans
;
Social Behavior
6.Influencing factors of suicidal ideation among men who have sex with men.
Zhen Wei DAI ; Fei YU ; Ming Yu SI ; Yi Jin WU ; Xu CHEN ; Jia Qi FU ; Yi Man HUANG ; Hao WANG ; Wei Jun XIAO ; Guo Dong MI ; Xiao You SU
Chinese Journal of Epidemiology 2022;43(8):1296-1300
Objective: To investigate the prevalence of suicidal ideation among MSM, and to explore the influence of perceived social support and depression on suicidal ideation and the possible pathway. Methods: MSM who are ≥18 years, HIV-negative, and ever had sex with men (oral sex/anal sex) in the last year participated in is study. Cross-sectional survey and convenient sampling method were used to recruit MSM through a male social interaction platform Blued 7.5 software from December 2020 to March 2021, with a questionnaire survey. Demographic questionnaire, Perceived Social Support Questionnaire and Center for Epidemiologic Studies Depression Scale were employed to collect data. Mplus 8.3 was used for data analysis. Results: Among 1 394 eligible MSM participants, 25.7% (358/1 394) had suicidal ideation. Perceived social support could have a direct effect on suicidal ideation (β=-0.11, P=0.009), and an indirect effect on suicidal ideation through depression (β=-0.18, P<0.001). Conclusions: Suicidal ideation was found to be lower in MSM with a higher level of perceived social support and a lower level of depression. Using social media to improve MSM's perceived social support and reduce depressive symptoms might be an effective means to prevent suicidal ideation.
Cross-Sectional Studies
;
Depression/epidemiology*
;
Homosexuality, Male
;
Humans
;
Male
;
Sexual Behavior
;
Sexual and Gender Minorities
;
Social Support
;
Suicidal Ideation
7.Association of Increased Amygdala Activity with Stress-Induced Anxiety but not Social Avoidance Behavior in Mice.
Shou-He HUANG ; Wei-Zhu LIU ; Xia QIN ; Chen-Yi GUO ; Qing-Cheng XIONG ; Yu WANG ; Ping HU ; Bing-Xing PAN ; Wen-Hua ZHANG
Neuroscience Bulletin 2022;38(1):16-28
Chronic stress leads to many psychiatric disorders, including social and anxiety disorders that are associated with over-activation of neurons in the basolateral amygdala (BLA). However, not all individuals develop psychiatric diseases, many showing considerable resilience against stress exposure. Whether BLA neuronal activity is involved in regulating an individual's vulnerability to stress remains elusive. In this study, using a mouse model of chronic social defeat stress (CSDS), we divided the mice into susceptible and resilient subgroups based on their social interaction behavior. Using in vivo fiber photometry and in vitro patch-clamp recording, we showed that CSDS persistently (after 20 days of recovery from stress) increased BLA neuronal activity in all the mice regardless of their susceptible or resilient nature, although impaired social interaction behavior was only observed in susceptible mice. Increased anxiety-like behavior, on the other hand, was evident in both groups. Notably, the CSDS-induced increase of BLA neuronal activity correlated well with the heightened anxiety-like but not the social avoidance behavior in mice. These findings provide new insight to our understanding of the role of neuronal activity in the amygdala in mediating stress-related psychiatric disorders.
Amygdala
;
Animals
;
Anxiety/etiology*
;
Anxiety Disorders
;
Avoidance Learning
;
Mice
;
Mice, Inbred C57BL
;
Social Behavior
;
Stress, Psychological/complications*
9.Public perceptions, individual characteristics, and preventive behaviors for COVID-19 in six countries: a cross-sectional study.
Ryosuke FUJII ; Kensuke SUZUKI ; Junichiro NIIMI
Environmental Health and Preventive Medicine 2021;26(1):29-29
BACKGROUND:
Public perceptions and personal characteristics are heterogeneous between countries and subgroups, which may have different impacts on health-protective behaviors during the coronavirus disease 2019 (COVID-19) pandemic. To assess whether self-reported perceptions of COVID-19 and personal characteristics are associated with protective behaviors among general adults and to compare patterns in six different countries.
METHODS:
This cross-sectional study uses the secondary data collected through an online survey between 15 and 23 April 2020 across six countries (China, Italy, Japan, Korea, the UK, and the USA). A total of 5945 adults aged 18 years or older were eligible for our analysis. A logistic regression model was used to estimate odds ratios (OR) and 95% confidence intervals (95%CI) of three recommended behaviors (wearing a mask, handwashing, and avoiding social gatherings).
RESULTS:
In most countries except for China, the participants who perceived wearing a mask as being extremely effective to curtail the pandemic were more likely to wear a mask (OR, 95%CI: Italy: 4.14, 2.08-8.02; Japan: 3.59, 1.75-7.30; Korea: 7.89, 1.91-31.63: UK: 9.23, 5.14-17.31; USA: 4.81, 2.61-8.92). Those who perceived that handwashing was extremely effective had higher ORs of this preventive behavior (OR, 95%CI: Italy: 16.39, 3.56-70.18; Japan: 12.24, 4.03-37.35; Korea: 12.41, 2.02-76.39; UK: 18.04, 2.60-152.78; USA: 10.56, 2.21-44.32). The participants who perceived avoiding social gathering as being extremely effective to curtail the pandemic were more likely to take this type of preventive behavior (OR, 95%CI: China: 3.79, 1.28-10.23; Korea: 6.18, 1.77-20.60; UK: 4.45, 1.63-11.63; USA: 4.34, 1.84-9.95). The associations between personal characteristics, living environment, psychological status, and preventive behaviors varied across different countries. Individuals who changed their behavior because of recommendations from doctors/public health officials were more likely to take preventive behaviors in many countries.
CONCLUSIONS
These findings suggest that higher perceived effectiveness may be a common factor to encourage preventive behaviors in response to the COVID-19 pandemic. These results may provide a better understanding of the homogeneity and heterogeneity of factors related to preventive behaviors and improve public health policies in various countries and groups.
Adolescent
;
Adult
;
Aged
;
Attitude to Health
;
COVID-19/psychology*
;
Cross-Sectional Studies
;
Female
;
Hand Disinfection
;
Health Behavior
;
Humans
;
Male
;
Masks
;
Middle Aged
;
Physical Distancing
;
SARS-CoV-2
;
Self Report
;
Social Conformity
;
Young Adult
10.Effects of maternal exposure to arsenic on social behavior and related gene expression in F2 male mice.
Soe-Minn HTWAY ; Takehiro SUZUKI ; Sanda KYAW ; Keiko NOHARA ; Tin-Tin WIN-SHWE
Environmental Health and Preventive Medicine 2021;26(1):34-34
BACKGROUND:
Arsenic is a developmental neurotoxicant. It means that its neurotoxic effect could occur in offspring by maternal arsenic exposure. Our previous study showed that developmental arsenic exposure impaired social behavior and serotonergic system in C3H adult male mice. These effects might affect the next generation with no direct exposure to arsenic. This study aimed to detect the social behavior and related gene expression changes in F2 male mice born to gestationally arsenite-exposed F1 mice.
METHODS:
Pregnant C3H/HeN mice (F0) were given free access to tap water (control mice) or tap water containing 85 ppm sodium arsenite from days 8 to 18 of gestation. Arsenite was not given to F1 or F2 mice. The F2 mice were generated by mating among control F1 males and females, and arsenite-F1 males and females at the age of 10 weeks. At 41 weeks and 74 weeks of age respectively, F2 males were used for the assessment of social behavior by a three-chamber social behavior apparatus. Histological features of the prefrontal cortex were studied by ordinary light microscope. Social behavior-related gene expressions were determined in the prefrontal cortex by real time RT-PCR method.
RESULTS:
The arsenite-F2 male mice showed significantly poor sociability and social novelty preference in both 41-week-old group and 74-week-old group. There was no significant histological difference between the control mice and the arsenite-F2 mice. Regarding gene expression, serotonin receptor 5B (5-HT 5B) mRNA expression was significantly decreased (p < 0.05) in the arsenite-F2 male mice compared to the control F2 male mice in both groups. Brain-derived neurotrophic factor (BDNF) and dopamine receptor D1a (Drd1a) gene expressions were significantly decreased (p < 0.05) only in the arsenite-F2 male mice of the 74-week-old group. Heme oxygenase-1 (HO-1) gene expression was significantly increased (p < 0.001) in the arsenite-F2 male mice of both groups, but plasma 8-hydroxy-2'-deoxyguanosine (8-OHdG) and cyclooxygenase-2 (COX-2) gene expression were not significantly different. Interleukin-1β (IL-1β) mRNA expression was significantly increased only in 41-week-old arsenite-F2 mice.
CONCLUSIONS
These findings suggest that maternal arsenic exposure affects social behavior in F2 male mice via serotonergic system in the prefrontal cortex. In this study, COX-2 were not increased although oxidative stress marker (HO-1) was increased significantly in arsnite-F2 male mice.
Animals
;
Arsenic/toxicity*
;
Arsenites/toxicity*
;
Behavior, Animal/drug effects*
;
Environmental Pollutants/toxicity*
;
Female
;
Gene Expression/drug effects*
;
Genetic Markers
;
Male
;
Maternal Exposure/adverse effects*
;
Mice
;
Mice, Inbred C3H
;
Oxidative Stress/genetics*
;
Prefrontal Cortex/drug effects*
;
Pregnancy
;
Prenatal Exposure Delayed Effects/psychology*
;
Reverse Transcriptase Polymerase Chain Reaction
;
Serotonin/metabolism*
;
Social Behavior
;
Sodium Compounds/toxicity*

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