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Manifold Learning Uncovers Nonlinear Interactions Between the Adolescent Brain and Environment That Predict Emotional and Behavioral Problems. 多面性学习揭示了青少年大脑与环境之间的非线性相互作用,这种相互作用可预测青少年的情绪和行为问题。
Pub Date : 2024-07-14 DOI: 10.1016/j.bpsc.2024.07.001
Erica L Busch, May I Conley, Arielle Baskin-Sommers

Background: To progress adolescent mental health research beyond our present achievements-a complex account of brain and environmental risk factors without understanding neurobiological embedding in the environment-we need methods to uncover relationships between the developing brain and real-world environmental experiences.

Methods: We investigated associations between brain function, environments, and emotional and behavioral problems using participants from the Adolescent Brain Cognitive Development (ABCD) Study (n = 2401 female). We applied manifold learning, a promising technique for uncovering latent structure from high-dimensional biomedical data such as functional magnetic resonance imaging. Specifically, we developed exogenous PHATE (potential of heat-diffusion for affinity-based trajectory embedding) (E-PHATE) to model brain-environment interactions. We used E-PHATE embeddings of participants' brain activation during emotional and cognitive processing tasks to predict individual differences in cognition and emotional and behavioral problems both cross-sectionally and longitudinally.

Results: E-PHATE embeddings of participants' brain activation and environments at baseline showed moderate-to-large associations with total, externalizing, and internalizing problems at baseline, across several subcortical regions and large-scale cortical networks, compared with the zero-to-small effects achieved by voxelwise data or common low-dimensional embedding methods. E-PHATE embeddings of the brain and environment at baseline were also related to emotional and behavioral problems 2 years later. These longitudinal predictions showed a consistent moderate effect in the frontoparietal and attention networks.

Conclusions: The embedding of the adolescent brain in the environment yields enriched insight into emotional and behavioral problems. Using E-PHATE, we demonstrated how the harmonization of cutting-edge computational methods with longstanding developmental theories advances the detection and prediction of adolescent emotional and behavioral problems.

背景:要使青少年心理健康研究超越目前的成就--在不了解环境中神经生物学嵌入的情况下对大脑和环境风险因素进行复杂的描述--我们需要一些方法来揭示发育中的大脑与真实世界环境经历之间的关系:方法:我们利用青少年大脑和认知发展研究(Adolescent Brain and Cognitive Development Study)的参与者(N=2,401 名女性)调查了大脑功能、环境、情绪和行为问题之间的关联。我们应用了流形学习,这是一种从功能磁共振成像(fMRI)等高维生物医学数据中发现潜在结构的有效技术。具体来说,我们开发了外源 PHATE(E-PHATE)来模拟大脑与环境的相互作用。我们使用 E-PHATE 嵌入参与者在情绪和认知处理过程中的大脑激活情况,来预测认知、情绪和行为问题的个体差异:基线时参与者大脑激活和环境的 E-PHATE 嵌入显示,在多个皮层下区域和大规模皮层网络中,与基线时的总问题、外化问题和内化问题存在中度到高度的关联,而体素或 PHATE 方法的影响则为零到很小。基线时大脑和环境的 E-PHATE 嵌入也与两年后的情绪和行为问题有关。这些纵向预测显示,在前顶叶和注意力网络中存在一致的、适度的影响:结论:青少年大脑在环境中的嵌入可丰富对情绪和行为问题的洞察力。通过使用 E-PHATE,我们展示了如何将前沿计算方法与长期发展理论相协调,从而推进对青少年情绪和行为问题的检测和预测。
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引用次数: 0
The Influence of Maternal and Paternal Parenting on Adolescent Brain Structure. 母亲和父亲的养育方式对青少年大脑结构的影响。
Pub Date : 2024-07-01 DOI: 10.1016/j.bpsc.2024.06.013
Qingwen Ding, Xinying Li, Divyangana Rakesh, Siya Peng, Jiahua Xu, Jie Chen, Nengzhi Jiang, Yu Luo, Xuebing Li, Shaozheng Qin, Sarah Whittle

Background: Adolescents raised in families with different maternal and paternal parenting combinations exhibit variations in neurocognition and psychopathology; however, whether neural differences exist remains unexplored. This study used a longitudinal twin sample to delineate how different parenting combinations influence adolescent brain structure and to elucidate the genetic contribution.

Methods: A cohort of 216 twins participated in parenting assessments during early adolescence and underwent magnetic resonance imaging scanning during middle adolescence. We utilized latent profile analysis to distinguish between various maternal and paternal parenting profiles and subsequently investigated their influences on brain anatomy. Biometric analysis was applied to assess genetic influences on brain structure, and associations with internalizing symptoms were explored.

Results: In early adolescence, 4 parenting profiles emerged, which were characterized by levels of harshness and hostility in one or both parents. Compared with adolescents in "catparent" families (low harshness/hostility in both parents), those raised in "tigermom" families (harsh/hostile mother only) exhibited a smaller nucleus accumbens volume and larger temporal cortex surface area; those in "tigerdad" families demonstrated larger thalamus volumes; and those in "tigerparent" families displayed smaller volumes in the midanterior corpus callosum. Genetic risk factors contributed significantly to the observed brain structural heterogeneity and internalizing symptoms. However, the influences of parenting profiles and brain structure on internalizing symptoms were not significant.

Conclusions: The findings underscore distinct brain structural features linked to maternal and paternal parenting combinations, particularly in terms of subcortical volume and cortical surface area. This study suggests an interdependent role of maternal and paternal parenting in shaping adolescent neurodevelopment.

背景:在母亲和父亲不同养育组合的家庭中长大的青少年在神经认知和心理病理学方面表现出差异;然而,神经差异是否存在仍有待探索。本研究使用纵向双胞胎样本来描述不同的养育组合如何影响青少年的大脑结构,并阐明其中的遗传因素:方法:216对双胞胎在青春期早期参加了养育评估,并在青春期中期接受了核磁共振成像扫描。我们利用潜在特征分析来区分母亲和父亲的各种养育特征,随后研究了它们对大脑解剖的影响。我们还运用生物计量分析评估了遗传对大脑结构的影响,并探讨了与内化症状的关联:在青春期早期,出现了四种以父母一方或双方的严厉和敌意程度为特征的养育方式。与 "猫父母 "家庭(父母双方的严厉/敌意程度低)中的青少年相比,"虎妈妈 "家庭(只有母亲严厉/敌意)中的青少年表现出较小的伏隔核体积和较大的颞叶皮层表面积;"虎爸爸 "家庭中的青少年表现出较大的丘脑体积;"虎父母 "家庭中的青少年表现出较小的胼胝体中前部体积。遗传风险因素在很大程度上导致了所观察到的大脑结构异质性和内化症状。然而,养育方式和大脑结构对内化症状的影响并不显著:研究结果强调了与母亲和父亲的养育组合相关的不同大脑结构特征,尤其是在皮层下体积和皮层表面积方面。这项研究表明,母亲和父亲的养育方式在青少年神经发育过程中起着相互依存的作用。
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引用次数: 0
Adjustment of Regional Cortical Thickness Measures for Global Cortical Thickness Obscures Deficits Across the Schizophrenia Spectrum: A Cautionary Note About Normative Modeling of Brain Imaging Data. 根据整体皮层厚度调整区域皮层厚度测量结果会掩盖整个精神分裂症谱系的缺陷:关于脑成像数据规范建模的警示》。
Pub Date : 2024-06-21 DOI: 10.1016/j.bpsc.2024.06.001
Jessica P Y Hua, Susanna L Fryer, Barbara Stuart, Rachel L Loewy, Sophia Vinogradov, Daniel H Mathalon

Recent neuroimaging studies and publicly disseminated analytic tools suggest that regional morphometric analyses covary for global thickness. We empirically demonstrated that this statistical approach severely underestimates regional thickness dysmorphology in psychiatric disorders. Study 1 included 90 healthy control participants, 51 participants at clinical high risk for psychosis, and 78 participants with early-illness schizophrenia. Study 2 included 56 healthy control participants, 83 participants with nonaffective psychosis, and 30 participants with affective psychosis. We examined global and regional thickness correlations, global thickness group differences, and regional thickness group differences with and without global thickness covariation. Global and regional thickness were strongly correlated across groups. Global thickness was lower in the schizophrenia spectrum groups than the other groups. Regional thickness deficits in schizophrenia spectrum groups were attenuated or eliminated with global thickness covariation. Eliminating the variation that regional thickness shares with global thickness eliminated disease-related effects. This statistical approach results in erroneous conclusions that regional thickness is normal in disorders like schizophrenia or clinical high risk syndrome.

最近的神经影像学研究和公开发布的分析工具都主张区域形态计量分析与整体厚度协整。我们通过经验证明,这种统计方法严重低估了精神疾病的区域厚度畸形。研究 1 包括 90 名健康对照者、51 名临床高危精神病患者和 78 名早期精神分裂症患者。研究 2 包括 56 名健康对照者、83 名非情感性精神病患者和 30 名情感性精神病患者。我们研究了总体和区域厚度相关性、总体厚度组间差异以及有/无总体厚度协变的区域厚度组间差异。总体厚度和区域厚度在各组之间具有很强的相关性。精神分裂症谱系组的整体厚度低于其他组。精神分裂症谱系组的区域厚度缺陷在全局厚度协变的情况下会减弱/消除。剥夺区域厚度与整体厚度的共同方差可消除疾病相关效应。这种统计方法会导致错误的结论,即区域厚度在精神分裂症或临床高危综合征等疾病中是正常的。
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引用次数: 0
Abnormal Scanning Patterns Based on Eye Movement Entropy in Early Psychosis. 基于早期精神病患者眼动熵的异常扫描模式。
Pub Date : 2024-06-21 DOI: 10.1016/j.bpsc.2024.06.003
Dan Zhang, Chunyan Ma, Lihua Xu, Xu Liu, Huiru Cui, Yanyan Wei, Wensi Zheng, Yawen Hong, Yuou Xie, Zhenying Qian, Yegang Hu, Yingying Tang, Chunbo Li, Zhi Liu, Tao Chen, Haichun Liu, Tianhong Zhang, Jijun Wang

Background: Restricted scan path mode is hypothesized to explain abnormal scanning patterns in patients with schizophrenia. Here, we calculated entropy scores (drawing on gaze data to measure the statistical randomness of eye movements) to quantify how strategical and random participants were when processing image stimuli.

Methods: Eighty-six patients with first-episode schizophrenia (FES), 124 individuals at clinical high risk (CHR) for psychosis, and 115 healthy control participants (HCs) completed an eye-tracking examination while freely viewing 35 static images (each presented for 10 seconds) and cognitive assessments. We compared group differences in the overall entropy score, as well as entropy scores under various conditions. We also investigated the correlations between entropy scores and symptoms and cognitive function.

Results: Increased overall entropy scores were noted in the FES and CHR groups compared with the HC group, and these differences were already apparent within 0 to 2.5 seconds. In addition, the CHR group exhibited higher entropy than the HC group when viewing low-meaning images. Moreover, the entropy within 0 to 2.5 seconds showed significant correlations with negative symptoms in the FES group, attention/vigilance scores in the CHR group, and speed of processing and attention/vigilance scores across all 3 groups.

Conclusions: The results indicate that individuals with FES and those at CHR scanned pictures more randomly and less strategically than HCs. These patterns also correlated with clinical symptoms and neurocognition. The current study highlights the potential of the eye movement entropy measure as a neurophysiological marker for early psychosis.

背景:限制性扫描路径模式被认为可以解释精神分裂症患者的异常扫描模式。在此,我们计算了熵分数(利用注视数据来测量眼球运动的统计随机性),以量化参与者处理图像刺激的策略性和随机性:86名首发精神分裂症患者(FES)、124名精神病临床高危人群(CHR)和115名健康对照组(HCs)完成了自由观看35张静态图像(每张图像显示10秒)的眼动追踪检查和认知评估。我们比较了总体熵分和不同条件下熵分的组间差异。此外,我们还研究了熵值与症状和认知功能之间的相关性:结果:FES 组和 CHR 组的总体熵值相对于 HC 组有所增加,而且这些差异在 0∼2.5 秒内就已经很明显。此外,与 HCs 相比,CHR 组在观看低意义图像时表现出更高的熵。此外,0∼2.5 秒内的熵与 FES 组的负性症状、CHR 组的注意力/警觉性评分以及所有三组的处理速度和注意力/警觉性评分均有显著相关性:结论:研究结果表明,FES 和 CHR 比 HC 扫描图片更随意,策略性更弱。这些模式还与临床症状和神经认知相关。本研究强调了眼动熵测量作为早期精神病神经生理学标记的潜力。
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引用次数: 0
A Preliminary Study of Brain Developmental Features of Bipolar Disorder Familial Risk and Subthreshold Symptoms. 关于躁郁症家族风险和阈下症状的大脑发育特征的初步研究。
Pub Date : 2024-06-21 DOI: 10.1016/j.bpsc.2024.06.005
Zhongwan Liu, Weicong Lu, Wenjin Zou, Yanling Gao, Xiaoyue Li, Guiyun Xu, Kwok-Fai So, Roger S McIntyre, Kangguang Lin, Robin Shao

Background: Risk for bipolar disorder (BD) is increased among individuals with a family history or subthreshold mood symptoms. However, the brain structural developments associated with these BD risks remain unknown.

Methods: This longitudinal cohort study examined the brain gray matter volume (GMV) developmental features of familial and symptomatic risks for BD and their associations with participants' global function levels. We recruited unaffected BD offspring with (n = 26, 14 female, mean ± SD age = 14.9 ± 2.9 years) or without (n = 35, 19 female, age = 15.3 ± 2.7 years) subthreshold manic or depressive symptoms and unaffected non-BD offspring with (n = 49, 30 female, age = 14.5 ± 2.2 years) or without (n = 68, 37 female, age = 15.0 ± 2.3 years) symptoms. The offspring had no mood disorder diagnosis prior to the study. The average follow-up duration was 2.63 ± 1.63 years.

Results: At baseline, we found significant interactive effects of familial risk and subthreshold symptoms that indicated that the symptomatic offspring exhibited markedly large GMV in the brain affective and cognitive circuitries. During follow-up, the combined group of BD offspring (symptomatic and nonsymptomatic) displayed a more accelerated GMV decrease than BD nonoffspring in the hippocampus and anterior cingulate cortex. In contrast, the combined group of symptomatic participants (offspring and nonoffspring) displayed a slower GMV decrease than nonsymptomatic participants in the ventromedial prefrontal cortex. Larger GMV at baseline and accelerated GMV decrease during follow-up prospectively and longitudinally predicted positive global function changes. All results survived multiple testing correction.

Conclusions: These findings indicated that familial and symptomatic risks of BD are associated with distinct brain structural developments and unraveled key brain developmental features of particularly vulnerable high-risk individuals to subsequent functional deterioration.

背景:有家族史或阈下情绪症状的人患双相情感障碍(BD)的风险会增加。然而,与这些躁郁症风险相关的大脑结构发育情况仍不为人知:这项纵向队列研究考察了家族性躁狂症风险和有症状躁狂症风险的大脑灰质体积(GMV)发育特征,以及它们与参与者的整体功能水平之间的关系。我们招募了具有(N=26,年龄=14.9±2.9岁,女性14人)或不具有(N=35,年龄=15.3±2.7岁,女性19人)阈下躁狂或抑郁症状的未受影响的BD后代,以及具有(N=49,年龄=14.5±2.2岁,女性30人)或不具有(N=68,年龄=15.0±2.3岁,女性37人)症状的未受影响的非BD后代。在研究之前,后代没有情绪障碍诊断。平均随访时间为 2.63±1.63 年:结果:我们发现,在基线时,家族风险和阈下症状的显著交互效应表明,有症状的后代在大脑情感和认知回路中表现出明显的巨大GMV。在随访期间,合并的 BD 后代组(有症状和无症状)在海马和前扣带回皮层的 GMV 比非 BD 后代组下降得更快。相比之下,有症状参与者(后代和非后代)的腹外侧前额叶皮层的 GMV 下降速度慢于无症状参与者。基线时更大的GMV和随访期间更快的GMV下降,可前瞻性地纵向预测积极的整体功能变化。所有结果均通过多重检验校正:这些研究结果表明,BD的家族性和无症状风险与不同的大脑结构发育有关,并揭示了特别易受随后功能退化影响的高危人群的关键大脑发育特征。
{"title":"A Preliminary Study of Brain Developmental Features of Bipolar Disorder Familial Risk and Subthreshold Symptoms.","authors":"Zhongwan Liu, Weicong Lu, Wenjin Zou, Yanling Gao, Xiaoyue Li, Guiyun Xu, Kwok-Fai So, Roger S McIntyre, Kangguang Lin, Robin Shao","doi":"10.1016/j.bpsc.2024.06.005","DOIUrl":"10.1016/j.bpsc.2024.06.005","url":null,"abstract":"<p><strong>Background: </strong>Risk for bipolar disorder (BD) is increased among individuals with a family history or subthreshold mood symptoms. However, the brain structural developments associated with these BD risks remain unknown.</p><p><strong>Methods: </strong>This longitudinal cohort study examined the brain gray matter volume (GMV) developmental features of familial and symptomatic risks for BD and their associations with participants' global function levels. We recruited unaffected BD offspring with (n = 26, 14 female, mean ± SD age = 14.9 ± 2.9 years) or without (n = 35, 19 female, age = 15.3 ± 2.7 years) subthreshold manic or depressive symptoms and unaffected non-BD offspring with (n = 49, 30 female, age = 14.5 ± 2.2 years) or without (n = 68, 37 female, age = 15.0 ± 2.3 years) symptoms. The offspring had no mood disorder diagnosis prior to the study. The average follow-up duration was 2.63 ± 1.63 years.</p><p><strong>Results: </strong>At baseline, we found significant interactive effects of familial risk and subthreshold symptoms that indicated that the symptomatic offspring exhibited markedly large GMV in the brain affective and cognitive circuitries. During follow-up, the combined group of BD offspring (symptomatic and nonsymptomatic) displayed a more accelerated GMV decrease than BD nonoffspring in the hippocampus and anterior cingulate cortex. In contrast, the combined group of symptomatic participants (offspring and nonoffspring) displayed a slower GMV decrease than nonsymptomatic participants in the ventromedial prefrontal cortex. Larger GMV at baseline and accelerated GMV decrease during follow-up prospectively and longitudinally predicted positive global function changes. All results survived multiple testing correction.</p><p><strong>Conclusions: </strong>These findings indicated that familial and symptomatic risks of BD are associated with distinct brain structural developments and unraveled key brain developmental features of particularly vulnerable high-risk individuals to subsequent functional deterioration.</p>","PeriodicalId":93900,"journal":{"name":"Biological psychiatry. Cognitive neuroscience and neuroimaging","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-06-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141443937","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Cognitive Phenotype Shifts in Risk Taking: Interplay of Nonsuicidal Self-Injury Behaviors and Intensified Depression. 冒险行为的认知表型转变:非自杀性自伤行为与抑郁加剧的相互作用。
Pub Date : 2024-06-11 DOI: 10.1016/j.bpsc.2024.05.011
Yi-Long Lu, Yuqi Ge, Mingzhu Li, Shutian Liang, Xiaoxi Zhang, Yupeng Sui, Lei Yang, Xueni Li, Yuyanan Zhang, Weihua Yue, Hang Zhang, Hao Yan

Background: Nonsuicidal self-injury (NSSI) behavior is significantly prevalent in both adolescents and psychiatric populations, particularly in individuals with major depressive disorder. NSSI can be considered a result of risky decision making in response to negative emotions, where individuals choose self-harm over other less harmful alternatives, suggesting a potential decision-making deficit in those engaging in NSSI. This study delves into the complex relationship between NSSI and depression severity in decision making and its cognitive underpinnings.

Methods: We assessed decision behaviors in 57 patients with major depressive disorder and NSSI, 42 patients with major depressive disorder without NSSI, and 142 healthy control participants using the Balloon Analog Risk Task, which involves risk taking, learning, and exploration in uncertain scenarios. Using computational modeling, we dissected the nuanced cognitive dimensions influencing decision behaviors. A novel statistical method was developed to elucidate interaction effects between NSSI and depression severity.

Results: Contrary to common perceptions, we found that individuals with NSSI behaviors were typically more risk averse. There was also a complex interaction between NSSI and depression severity in shaping risk-taking behaviors. As depressive symptoms intensified, the individuals with NSSI began to perceive less risk and behave more randomly.

Conclusions: This research provides new insights into the cognitive aspects of NSSI and depression, highlighting the importance of considering the influence of comorbid mental disorders when investigating the cognitive underpinnings of such behaviors, especially in the context of prevalent cross-diagnostic phenomena such as NSSI behaviors.

背景:非自杀性自伤(NSSI)行为在青少年和精神病患者中非常普遍,尤其是在重度抑郁障碍(MDD)患者中。NSSI 可被认为是对负面情绪做出风险决策的结果,在这种情况下,患者会选择自残而不是其他伤害较小的替代方法,这表明 NSSI 患者可能存在决策缺陷。本研究深入探讨了 NSSI 与抑郁症严重程度之间在决策及其认知基础方面的复杂关系:我们使用气球模拟风险任务(Balloon Analogue Risk Task)评估了 57 名有 NSSI 的 MDD 患者、42 名无 NSSI 的 MDD 患者和 142 名健康对照者的决策行为。通过计算建模,我们剖析了影响决策行为的细微认知维度。我们还开发了一种新颖的统计方法,以阐明NSSI与抑郁严重程度之间的交互效应:结果:与通常的看法相反,我们发现有 NSSI 行为的人通常更倾向于规避风险。同时,NSSI 和抑郁严重程度之间存在复杂的交互作用,影响着冒险行为的形成。随着抑郁症状的加剧,这些有NSSI行为的人开始感知到更少的风险,行为也更加随意:这项研究为 NSSI 和抑郁症的认知方面提供了新的见解,强调了在研究此类行为的认知基础时考虑合并精神障碍影响的重要性,尤其是在 NSSI 行为等普遍存在的跨诊断现象的背景下。
{"title":"Cognitive Phenotype Shifts in Risk Taking: Interplay of Nonsuicidal Self-Injury Behaviors and Intensified Depression.","authors":"Yi-Long Lu, Yuqi Ge, Mingzhu Li, Shutian Liang, Xiaoxi Zhang, Yupeng Sui, Lei Yang, Xueni Li, Yuyanan Zhang, Weihua Yue, Hang Zhang, Hao Yan","doi":"10.1016/j.bpsc.2024.05.011","DOIUrl":"10.1016/j.bpsc.2024.05.011","url":null,"abstract":"<p><strong>Background: </strong>Nonsuicidal self-injury (NSSI) behavior is significantly prevalent in both adolescents and psychiatric populations, particularly in individuals with major depressive disorder. NSSI can be considered a result of risky decision making in response to negative emotions, where individuals choose self-harm over other less harmful alternatives, suggesting a potential decision-making deficit in those engaging in NSSI. This study delves into the complex relationship between NSSI and depression severity in decision making and its cognitive underpinnings.</p><p><strong>Methods: </strong>We assessed decision behaviors in 57 patients with major depressive disorder and NSSI, 42 patients with major depressive disorder without NSSI, and 142 healthy control participants using the Balloon Analog Risk Task, which involves risk taking, learning, and exploration in uncertain scenarios. Using computational modeling, we dissected the nuanced cognitive dimensions influencing decision behaviors. A novel statistical method was developed to elucidate interaction effects between NSSI and depression severity.</p><p><strong>Results: </strong>Contrary to common perceptions, we found that individuals with NSSI behaviors were typically more risk averse. There was also a complex interaction between NSSI and depression severity in shaping risk-taking behaviors. As depressive symptoms intensified, the individuals with NSSI began to perceive less risk and behave more randomly.</p><p><strong>Conclusions: </strong>This research provides new insights into the cognitive aspects of NSSI and depression, highlighting the importance of considering the influence of comorbid mental disorders when investigating the cognitive underpinnings of such behaviors, especially in the context of prevalent cross-diagnostic phenomena such as NSSI behaviors.</p>","PeriodicalId":93900,"journal":{"name":"Biological psychiatry. Cognitive neuroscience and neuroimaging","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141319306","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Biological psychiatry. Cognitive neuroscience and neuroimaging
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