GROWTH MIXTURE MODELING

生长混合模型
  • 文章类型: Journal Article
    背景:本研究旨在确定中国儿童孤独感的发展轨迹,并检查特定领域环境因素的预测作用(即,家庭功能障碍和学校亲属需求的满意度),人格因素(即,神经质和外向),以及它们在这些发展轨迹中的相互作用。
    方法:共有702名中国儿童(Mage=8.95,SD=0.76;54.1%的男孩)参加了为期3年的6个时间点的评估。生长混合模型(GMM)用于估计孤独的轨迹类,然后进行多变量逻辑回归分析,探索这些类别和预测因子之间的关联。
    结果:GMM分析确定了三种不同的孤独轨迹:“低稳定”(81.5%),“适度增长”(9.4%),和“高下降”(9.1%)。多因素logistic回归分析显示,家庭功能障碍和神经质是不良孤独轨迹的危险因素,而满足学校的亲属关系需求和外向性则是保护因素。此外,家庭功能障碍与外向性之间的相互作用表明,外向性并不能减轻高家庭功能障碍对儿童孤独感的不利影响,强调必须支持所有儿童的积极家庭功能。
    结论:这项研究没有纳入生物学变量(例如,遗传学),这在孤独的进化理论中是至关重要的。
    结论:儿童孤独感的三个不同轨迹组的识别,以及关键的环境和人格预测因子,建议干预措施应针对每个群体的独特特征。
    BACKGROUND: This study aimed to identify the developmental trajectories of loneliness in Chinese children and examine the predictive roles of domain-specific environmental factors (i.e., family dysfunction and satisfaction of relatedness needs at school), personality factors (i.e., neuroticism and extraversion), and their interactions in these developmental trajectories.
    METHODS: A total of 702 Chinese children (Mage = 8.95, SD = 0.76; 54.1 % boys) participated in assessments at six time points over three years at six-month intervals. Growth mixture modeling (GMM) was used to estimate trajectory classes for loneliness, followed by multivariate logistic regression analyses exploring associations between these classes and predictors.
    RESULTS: GMM analyses identified three distinct trajectories of loneliness: \"low-stable\" (81.5 %), \"moderate-increasing\" (9.4 %), and \"high-decreasing\" (9.1 %). Multivariate logistic regression analyses revealed that family dysfunction and neuroticism served as risk factors for adverse loneliness trajectories, while satisfaction of relatedness needs at school and extraversion acted as protective factors. Furthermore, the interaction between family dysfunction and extraversion indicated that extraversion did not mitigate the adverse effects of high family dysfunction on children\'s loneliness, emphasizing the vital need to support positive family functioning among all children.
    CONCLUSIONS: This study did not incorporate biological variables (e.g., genetics), which are crucial in the evolutionary theory of loneliness.
    CONCLUSIONS: The identification of three distinct trajectory groups of children\'s loneliness, along with key environmental and personality predictors, suggests that interventions should be tailored to each group\'s unique characteristics.
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  • 文章类型: Journal Article
    背景:手术切除是胃肠道(GI)癌症的主要治疗方法,但术后骨骼肌丢失(SML)很常见,并与不良预后相关。这项研究旨在确定肌肉变化的模式,检查其与生活质量(QoL)的关系,并探索前3个月SML的预测因子。
    方法:对2021年9月至2022年5月在中国新诊断为胃肠道癌并接受手术的患者进行了前瞻性队列研究。入院时评估骨骼肌质量(SMM)和QoL,7天,1个月,术后3个月.人口统计,临床资料,并收集生物标志物。使用多重插补来估算缺失的数据。使用生长混合物模型分析数据,双变量分析,和逻辑回归。
    结果:共有483名患者完成了基线评估。在242名完成肌肉评估的患者中,92%的人经历过SML。确定了三种不同的肌肉变化模式:57%的术前SMM正常,术后SML轻度,16%术前SMM较低,SML中度,27%的术前肿块正常,但术后SML严重。中度/重度SML与更多的术后并发症相关,健康状况较差,和更高的症状负担。独立预测因素包括高龄,术前肌肉减少症,晚期癌症阶段,预后营养指数低(PNI≤45)。使用估算值时,结果没有变化。
    结论:尽管SML很普遍,肌肉改变的模式在患者之间是异质的。高龄,术前肌肉减少症,晚期癌症阶段,与癌症相关的炎症是中度/重度SML的预测因子,强调早期发现和管理的必要性。
    BACKGROUND: Surgical resection is the primary treatment for gastrointestinal (GI) cancers, but postoperative skeletal muscle loss (SML) is common and linked to poor prognosis. This study aims to identify patterns of muscle change, examine its association with quality of life (QoL), and explore predictors of SML in the first 3 months.
    METHODS: A prospective cohort study was conducted on patients newly diagnosed with GI cancer and undergoing surgery in China between September 2021 and May 2022. Skeletal muscle mass (SMM) and QoL were assessed at admission, 7 days, 1 month, and 3 months post-surgery. Demographic, clinical data, and biomarkers were collected. Missing data were imputed using multiple imputation. Data were analyzed using growth mixture modelling, bivariate analyses, and logistic regression.
    RESULTS: A total of 483 patients completed baseline assessment. Of the 242 patients with complete muscle assessments, 92% experienced SML. Three distinct patterns of muscle change were identified: 57% had normal preoperative SMM with mild postoperative SML, 16% had low preoperative SMM with moderate SML, and 27% had normal preoperative mass but severe postoperative SML. Moderate/severe SML was associated with more postoperative complications, poorer health, and higher symptom burden. Independent predictors included advanced age, preoperative sarcopenia, advanced cancer stage, and low prognostic nutrition index (PNI ≤ 45). The results did not change when using imputed values.
    CONCLUSIONS: Although SML is prevalent, patterns of muscle change are heterogeneous among patients. Advanced age, preoperative sarcopenia, advanced cancer stage, and cancer-related inflammation are predictors for moderate/severe SML, highlighting the need for early detection and management.
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  • 文章类型: Journal Article
    背景:神经精神症状在创伤性脑损伤(TBI)后很常见,通常在损伤后3个月内消失。然而,个别患者遵循该课程的程度尚不清楚.我们表征了TBI后12个月内神经精神症状的轨迹。我们假设相当大比例的个体会显示出不同于群体平均过程的轨迹,一些展示不太有利的课程。
    方法:参与者是患有TBI的1级创伤中心患者(n=1943),骨科创伤控制(n=257),和未受伤的朋友对照(n=300)。六个症状维度的轨迹(抑郁症,焦虑,恐惧,Sleep,Physical,和疼痛)使用损伤后2周至12个月的生长混合物模型进行鉴定。
    结果:抑郁症,焦虑,恐惧,和身体症状显示三个轨迹:稳定-低(86.2-88.6%),恶化(5.6-10.9%),和改善(2.6-6.4%)。在症状轨迹中(恶化,改进),与所有其他组相比,严重程度较低的TBI与2周时症状升高的患病率较高相关,这些症状在12个月内稳定缓解,而严重程度较高的TBI与从3-12个月逐渐恶化的症状患病率较高相关.睡眠和疼痛显示出更多可变的恢复过程,最常见的轨迹需要随着时间的推移保持稳定的问题的平均水平(稳定平均;46.7-82.6%)。症状性睡眠和疼痛轨迹(稳定平均,改善)在受创伤损伤的人群中更为常见。
    结论:研究结果说明了不同神经精神症状轨迹的性质和发生率及其与创伤的关系。提供者可以使用这些结果作为评估伤后前12个月典型与非典型恢复的参考。
    BACKGROUND: Neuropsychiatric symptoms are common after traumatic brain injury (TBI) and often resolve within 3 months post-injury. However, the degree to which individual patients follow this course is unknown. We characterized trajectories of neuropsychiatric symptoms over 12 months post-TBI. We hypothesized that a substantial proportion of individuals would display trajectories distinct from the group-average course, with some exhibiting less favorable courses.
    METHODS: Participants were level 1 trauma center patients with TBI (n = 1943), orthopedic trauma controls (n = 257), and non-injured friend controls (n = 300). Trajectories of six symptom dimensions (Depression, Anxiety, Fear, Sleep, Physical, and Pain) were identified using growth mixture modeling from 2 weeks to 12 months post-injury.
    RESULTS: Depression, Anxiety, Fear, and Physical symptoms displayed three trajectories: Stable-Low (86.2-88.6%), Worsening (5.6-10.9%), and Improving (2.6-6.4%). Among symptomatic trajectories (Worsening, Improving), lower-severity TBI was associated with higher prevalence of elevated symptoms at 2 weeks that steadily resolved over 12 months compared to all other groups, whereas higher-severity TBI was associated with higher prevalence of symptoms that gradually worsened from 3-12 months. Sleep and Pain displayed more variable recovery courses, and the most common trajectory entailed an average level of problems that remained stable over time (Stable-Average; 46.7-82.6%). Symptomatic Sleep and Pain trajectories (Stable-Average, Improving) were more common in traumatically injured groups.
    CONCLUSIONS: Findings illustrate the nature and rates of distinct neuropsychiatric symptom trajectories and their relationship to traumatic injuries. Providers may use these results as a referent for gauging typical v. atypical recovery in the first 12 months post-injury.
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  • 文章类型: Journal Article
    这项研究旨在根据2个月的随访中抑郁症状的严重程度确定不同的症状轨迹。并探讨不同症状轨迹的预测因素。从两个纵向队列中招募了三百九十二名被诊断为重度抑郁症(MDD)的成年人。患者照常接受抗抑郁治疗,基线时采用17项汉密尔顿抑郁量表(HAMD-17)对抑郁症状进行评价,两周,还有八周.根据HAMD-17的分数,通过应用生长混合模型(GMM)来区分症状变化的不同轨迹。此外,基线社会人口统计学,临床,和认知特征进行比较,以确定不同轨迹的潜在预测因素。通过GMM,确定了MDD患者的三种独特的抑郁症状轨迹:(1)轻度严重程度等级显着改善(轻度,n=255);(2)具有显著改善的高严重性等级(高,n=39);(3)中度严重程度等级,改善有限(有限,n=98)。在三个轨迹中,轻度类在基线时的焦虑症状水平相对较低,而高阶层的教育水平最低,认知表现最差。此外,Limited类的参与者表现出发病年龄较早,并且经历了更高水平的情感虐待。在这项研究中,MDD患者可以通过不同的症状轨迹分为三种不同的潜在亚型。这些亚型患者的特征可以为轨迹特定干预目标的识别提供信息。
    This study aimed to identify different symptom trajectories based on the severity of depression symptoms within a 2-month follow-up, and to explore predictive factors for different symptom trajectories. Three hundred and ninety-two adults diagnosed with major depressive disorder (MDD) were recruited from two longitudinal cohorts. Patients received antidepressant treatment as usual, and the depression symptoms were evaluated by the 17-item Hamilton depression rating scale (HAMD-17) at baseline, two weeks, and eight weeks. Based on the HAMD-17 scores, different trajectories of symptom change were distinguished by applying Growth Mixture Modeling (GMM). Furthermore, the baseline sociodemographic, clinical, and cognitive characteristics were compared to identify potential predictors for different trajectories. Through GMM, three unique depressive symptom trajectories of MDD patients were identified: (1) mild-severity class with significant improvement (Mild, n = 255); (2) high-severity class with significant improvement (High, n = 39); (3) moderate-severity class with limited improvement (Limited, n = 98). Among the three trajectories, the Mild class had a relatively low level of anxiety symptoms at baseline, whereas the High class had the lowest education level and the worst cognitive performance. Additionally, participants in the Limited class exhibited an early age of onset and experienced a higher level of emotional abuse. MDD patients could be categorised into three distinct latent subtypes through different symptom trajectories in this study, and the characteristics of these subtype patients may inform identifications for trajectory-specific intervention targets.
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  • 文章类型: Journal Article
    了解精神病超高风险(UHR)个体的纵向认知表现对于告知理论模型和治疗很重要。这项工作的一个重要步骤是确定是否有UHR子组随着时间的推移具有相似的认知变化模式。目的是:i)确定UHR个体在12个月内认知表现的潜在类别轨迹,Ii)确定所得类别的基线人口统计学和临床预测因子,和iii)确定轨迹类别是否与向精神病或功能结果的过渡相关。在基线时使用精神分裂症认知简要评估(BACS)评估认知,6个月和12个月(N=288)。使用生长混合物建模,观察到运动功能的单个未受损的改善轨迹类,处理速度,口语流利,和BACS复合材料。观察到执行功能和工作记忆的两类解决方案,显示一个未受损和第二个受损类别。找到了用于言语学习和记忆的三类解决方案:无障碍,轻度受损,最初极度受损,但改善(“赶上”)到轻度受损的水平。IQ,omega-3指数,病前调整与班级成员资格有关,而临床变量(症状,物质使用),包括向精神病的过渡,不是。工作记忆和口头学习和记忆轨迹类成员与功能结果相关。这些发现表明,寻求帮助的UHR个体没有短期的进行性认知下降,包括那些过渡到精神病的人。认知表现的筛查可能有助于识别可能受益于有针对性的认知干预的UHR个体。
    Understanding longitudinal cognitive performance in individuals at ultra-high risk for psychosis (UHR) is important for informing theoretical models and treatment. A vital step in this endeavor is to determine whether there are UHR subgroups that have similar patterns of cognitive change over time. The aims were to: i) identify latent class trajectories of cognitive performance over 12-months in UHR individuals, ii) identify baseline demographic and clinical predictors of the resulting classes, and iii) determine whether trajectory classes were associated with transition to psychosis or functional outcomes. Cognition was assessed using the Brief Assessment of Cognition in Schizophrenia (BACS) at baseline, 6- and 12-months (N = 288). Using Growth Mixture Modeling, a single unimpaired improving trajectory class was observed for motor function, speed of processing, verbal fluency, and BACS composite. A two-class solution was observed for executive function and working memory, showing one unimpaired and a second impaired class. A three-class solution was found for verbal learning and memory: unimpaired, mildly impaired, and initially extremely impaired, but improved (\"caught up\") to the level of the mildly impaired. IQ, omega-3 index, and premorbid adjustment were associated with class membership, whereas clinical variables (symptoms, substance use), including transition to psychosis, were not. Working memory and verbal learning and memory trajectory class membership was associated with functioning outcomes. These findings suggest there is no short-term progressive cognitive decline in help-seeking UHR individuals, including those who transition to psychosis. Screening of cognitive performance may be useful for identifying UHR individuals who may benefit from targeted cognitive interventions.
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  • 文章类型: Journal Article
    背景:长期精神病症状轨迹的数据驱动分类和相关危险因素的识别可以帮助精神病治疗计划并改善长期结局。然而,很少有研究使用这种方法,关于潜在机制的知识是有限的。这里,我们确定了长期的精神病症状轨迹,并调查了疾病-同时使用大麻和兴奋剂的作用.
    方法:192例首发精神病患者在10年后进行随访。使用生长混合物模型估计精神病症状轨迹,并在随访(FU)期间测试与基线特征以及大麻和兴奋剂使用的关联。
    结果:出现了四个轨迹:(1)稳定的精神病缓解(54.2%),(2)延迟性精神病缓解(15.6%),(3)精神病性复发(7.8%),(4)持续性精神病症状(22.4%)。在基线,所有不利的轨迹(2-4)的特点是更多的精神分裂症诊断,症状严重程度更高,和更长时间的未经治疗的精神病。与稳定的精神病缓解轨迹相比,不稳定的轨迹(2,3)在FU期间显示出与大麻/兴奋剂使用的明显关联,对大麻有剂量依赖性影响,但对兴奋剂无剂量依赖性影响(延迟精神病缓解:前5FU年频繁使用大麻和兴奋剂的比率较高;精神病性复发:在整个FU期间,零星使用兴奋剂的比率较高)。在FU期间,持续精神病的轨迹与药物使用的联系不太明显。
    结论:使用药物治疗可以减轻长期不良疗程的风险,其中应特别注意防止兴奋剂的使用,而减少大麻的使用可能已经产生积极影响。
    BACKGROUND: Data-driven classification of long-term psychotic symptom trajectories and identification of associated risk factors could assist treatment planning and improve long-term outcomes in psychosis. However, few studies have used this approach, and knowledge about underlying mechanisms is limited. Here, we identify long-term psychotic symptom trajectories and investigate the role of illness-concurrent cannabis and stimulant use.
    METHODS: 192 participants with first-episode psychosis were followed up after 10 years. Psychotic symptom trajectories were estimated using growth mixture modeling and tested for associations with baseline characteristics and cannabis and stimulant use during the follow-up (FU) period.
    RESULTS: Four trajectories emerged: (1) Stable Psychotic Remission (54.2 %), (2) Delayed Psychotic Remission (15.6 %), (3) Psychotic Relapse (7.8 %), (4) Persistent Psychotic Symptoms (22.4 %). At baseline, all unfavorable trajectories (2-4) were characterized by more schizophrenia diagnoses, higher symptom severity, and longer duration of untreated psychosis. Compared to the Stable Psychotic Remission trajectory, unstable trajectories (2,3) showed distinct associations with cannabis/stimulant use during the FU-period, with dose-dependent effects for cannabis but not stimulants (Delayed Psychotic Remission: higher rates of frequent cannabis and stimulant use during the first 5 FU-years; Psychotic Relapse: higher rates of sporadic stimulant use throughout the entire FU-period). The Persistent Psychosis trajectory was less clearly linked to substance use during the FU-period.
    CONCLUSIONS: The risk for an adverse long-term course could be mitigated by treatment of substance use, where particular attention should be devoted to preventing the use of stimulants while the use reduction of cannabis may already yield positive effects.
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  • 文章类型: Journal Article
    少数患者的高利用率占医疗保健成本的很大一部分,但是这种利用的动态仍然知之甚少。我们试图描述2017年至2023年在学术医学中心的成年患者住院的纵向轨迹。在3404名符合资格标准的患者中,在最初的“上升风险”期在6个月内住院3次之后,生长混合模型识别了4组随后的住院轨迹:没有进一步利用,低慢性利用率,持续高利用率,缓慢增长,持续高利用率,增长速度快。与高阶住院轨迹相关的基线因素包括接受非手术服务,完整代码状态,重症监护病房级别的护理,阿片类药物给药,出院回家,和心血管疾病合并症,终末期肾脏或肝脏疾病,或者癌症。以这种方式表征住院轨迹及其相关性为早期识别最有可能成为高需求的人群奠定了基础。高成本患者。
    High utilization by a minority of patients accounts for a large share of health care costs, but the dynamics of this utilization remain poorly understood. We sought to characterize longitudinal trajectories of hospitalization among adult patients at an academic medical center from 2017 to 2023. Among 3404 patients meeting eligibility criteria, following an initial \"rising-risk\" period of 3 hospitalizations in 6 months, growth mixture modeling discerned 4 clusters of subsequent hospitalization trajectories: no further utilization, low chronic utilization, persistently high utilization with a slow rate of increase, and persistently high utilization with a fast rate of increase. Baseline factors associated with higher-order hospitalization trajectories included admission to a nonsurgical service, full code status, intensive care unit-level care, opioid administration, discharge home, and comorbid cardiovascular disease, end-stage kidney or liver disease, or cancer. Characterizing hospitalization trajectories and their correlates in this manner lays groundwork for early identification of those most likely to become high-need, high-cost patients.
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  • 文章类型: Journal Article
    内化症状升高的儿童和青少年患抑郁症的风险增加,焦虑,以及以后生活中的其他精神病理学。本研究检查了儿童早期父母敌意和社会经济压力的两种生物生态因素与儿童内在化症状分类结果之间的预测联系。同时考虑出生时分配的儿童性别对从儿童到青春期内化症状发展的影响。
    该研究使用了1,534名儿童的样本来测试18和27个月时社会经济压力的预测作用;在4-5岁儿童时测量的敌对父母;以及出生时的性别分配给7-9、10-12、13-15和16-19岁儿童的儿童内在化症状潜在类别结果。分析还测试了父母教养对社会经济压力与儿童症状类别之间关系的中介作用。其他协变量包括4-5岁儿童的父母抑郁症状以及儿童种族和种族。
    分析确定了三种不同的异质性内化症状类别,其特征是相对症状水平和进展:低(35%);中度和增加(41%);和更高和增加(24%)。如预期,更高水平的父母敌意在儿童早期预测成员在更高和增加的症状类,与低症状类别相比(比值比(OR)=.61,95%置信区间(CI)[.48,.77])。与低增长和中等增长的类别相比,较高水平的幼儿社会经济压力也与属于较高增长的症状类别的可能性相关(OR=.46,95%CI[.35,.60]和OR=.56,95%CI[.44,.72],分别)。在调解分析中,社会经济压力对儿童症状类别成员的总影响(c=.61)和直接影响(c'=.57)是显着的(p<.001)。
    研究结果表明,干预可改变的生物生态压力源,包括育儿行为和社会经济压力源,可能对儿童的内化症状轨迹提供重要的保护性影响。
    UNASSIGNED: Children and adolescents with elevated internalizing symptoms are at increased risk for depression, anxiety, and other psychopathology later in life. The present study examined the predictive links between two bioecological factors in early childhood-parental hostility and socioeconomic stress-and children\'s internalizing symptom class outcomes, while considering the effects of child sex assigned at birth on internalizing symptom development from childhood to adolescence.
    UNASSIGNED: The study used a sample of 1,534 children to test the predictive effects of socioeconomic stress at ages 18 and 27 months; hostile parenting measured at child ages 4-5; and sex assigned at birth on children\'s internalizing symptom latent class outcomes at child ages 7-9, 10-12, 13-15, and 16-19. Analyses also tested the mediating effect of parenting on the relationship between socioeconomic stress and children\'s symptom classes. Other covariates included parent depressive symptoms at child ages 4-5 and child race and ethnicity.
    UNASSIGNED: Analyses identified three distinct heterogenous internalizing symptom classes characterized by relative symptom levels and progression: low (35%); moderate and increasing (41%); and higher and increasing (24%). As anticipated, higher levels of parental hostility in early childhood predicted membership in the higher and increasing symptom class, compared with the low symptom class (odds ratio (OR) = .61, 95% confidence interval (CI) [.48,.77]). Higher levels of early childhood socioeconomic stress were also associated with the likelihood of belonging to the higher-increasing symptom class compared to the low and moderate-increasing classes (OR = .46, 95% CI [.35,.60] and OR = .56, 95% CI [.44,.72], respectively). The total (c = .61) and direct (c\' = .57) effects of socioeconomic stress on children\'s symptom class membership in the mediation analysis were significant (p <.001).
    UNASSIGNED: Study findings suggest that intervening on modifiable bioecological stressors-including parenting behaviors and socioeconomic stressors-may provide important protective influences on children\'s internalizing symptom trajectories.
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  • 文章类型: Journal Article
    目的:调查结直肠癌手术后患者的相干感(SOC)变化的轨迹和潜在类别,并分析预测因素。
    方法:选择2023年1-7月江苏省某三级甲等肿瘤医院收治的175例结直肠癌患者作为研究对象。手术前,SOC-13量表,患者主观整体评估(PG-SGA)简要疾病感知问卷(BIPQ),采用社会支持评定量表(SSRS)对患者进行问卷调查。在1周时多次测量SOC水平,1个月,术后3个月.应用生长混合模型(GMM)拟合结直肠癌术后患者SOC的轨迹变化。采用多项logistic回归分析SOC轨迹变化的预测因素。
    结果:患者在T1-T4点的SOC评分为(65.27±9.20),(63.65±10.41),(63.85±11.84),和(61.56±12.65),分别。多项logistic回归结果表明,性别,就业状况,疾病阶段,家庭月收入,肠造口,营养状况,疾病感知,社会支持是SOC轨迹变化的预测因子(P<0.05)。
    结论:结直肠癌患者术后SOC轨迹变化存在异质性。医疗保健专业人员应根据每个轨迹类别的变化模式和预测因素实施早期精确干预。
    OBJECTIVE: To investigate the trajectories and potential categories of changes in the sense of coherence (SOC) in patients after colorectal cancer surgery and to analyze predictive factors.
    METHODS: From January to July 2023, 175 patients with colorectal cancer treated at a tertiary Grade A oncology hospital in Jiangsu Province were selected as the study subjects. Prior to surgery, SOC-13 scale, Patient-Generated Subjective Global Assessment (PG-SGA), Brief Illness Perception Questionnaire (BIPQ), and Social Support Rating Scale (SSRS) were used to survey the patients. SOC levels were measured multiple times at 1 week, 1 month, and 3 months post-surgery. Growth Mixture Modeling (GMM) was applied to fit the trajectory changes of SOC in patients after colorectal cancer surgery. Multinomial logistic regression was used to analyze the predictive factors of SOC trajectory changes.
    RESULTS: The SOC scores of patients at points T1-T4 were (65.27 ± 9.20), (63.65 ± 10.41), (63.85 ± 11.84), and (61.56 ± 12.65), respectively. Multinomial logistic regression results indicated that gender, employment status, disease stage, household monthly income, intestinal stoma, nutritional status, illness perception, and social support were predictors of SOC trajectory changes (P < 0.05).
    CONCLUSIONS: There is heterogeneity in the trajectory changes of SOC in patients after colorectal cancer surgery. Healthcare professionals should implement early precision interventions based on the patterns of changes and predictive factors in each trajectory category.
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  • 文章类型: Journal Article
    大量研究记录了美国(US)儿童肥胖的种族/族裔差异,但较少的工作试图了解种族群体内的差异。需要进行纵向研究来描述整个发育过程中的BMI轨迹,特别是对于来自移民家庭的黑人儿童,他们在儿童肥胖研究中的代表性不足。当前的研究利用从5至8岁的年龄纵向收集的BMI数据和生长混合模型来(1)识别和可视化来自主要加勒比海移民家庭的黑人儿童的生长模式,(2)将这些模式与来自美国出生家庭的黑人儿童的成长轨迹进行比较。首先,我们为来自移民家庭的黑人儿童确定了四个类别或成长轨迹。在整个研究期间,最大的轨迹(样本的70%)保持不超重。第二个轨迹在8岁时超重(25%)。两个小轨迹组显示出中度和重度肥胖率很高-即,具体来说,加速体重增加的轨迹以中度/重度肥胖结束(3%),和早期严重肥胖的轨迹,BMI随年龄略有下降(2%)。我们在来自美国出生家庭的黑人儿童中确定了一个非常相似的四个班级/轨迹模型,并使用多组生长混合模型将该模型与移民家庭儿童的模型进行了比较。我们发现种群之间的生长模式没有显着差异,除了两个值得注意的例外。在来自移民家庭的黑人儿童中,~5%被归类为两个较重的BMI轨迹,相比之下,11%的美国出生家庭儿童。此外,在体重增加轨迹加速的儿童中,来自移民家庭的儿童在每个时间点的平均BMI低于来自美国出生家庭的儿童.这些发现描述了来自移民家庭的黑人儿童体重增加的多个轨迹,并表明尽管这些轨迹与来自美国出生家庭的黑人儿童在很大程度上相似,这些差异提供了一些证据表明,与来自美国出生家庭的黑人儿童相比,来自移民家庭的黑人儿童的肥胖风险较低.由于这项研究首次描述了来自移民家庭的黑人儿童在童年早期和中期的BMI轨迹,未来的工作需要重复这些结果,并探索来自移民家庭和美国出生家庭的儿童在体重更重轨迹上的差异.
    A large body of research has documented racial/ethnic disparities in childhood obesity in the United States (US) but less work has sought to understand differences within racial groups. Longitudinal studies are needed to describe BMI trajectories across development, particularly for Black children from immigrant families who have been underrepresented in childhood obesity research. The current study utilizes BMI data collected longitudinally from ages 5 to 8 years and growth mixture modeling to (1) identify and visualize growth patterns among Black children from primarily Caribbean immigrant families, and (2) to compare these patterns to growth trajectories among Black children from US-born families. First, we identified four classes or trajectories of growth for Black children from immigrant families. The largest trajectory (70% of the sample) maintained non-overweight throughout the study period. A second trajectory developed overweight by age 8 (25%). Two small trajectory groups demonstrated high rates of moderate and severe obesity-i.e., specifically, a trajectory of accelerated weight gain ending in moderate/severe obesity (3%), and a trajectory of early severe obesity with BMI decreasing slightly with age (2%). We identified a very similar four class/trajectory model among Black children from US-born families, and compared the model to the one for children from immigrant families using multi-group growth mixture modeling. We found that the patterns of growth did not differ significantly between the populations, with two notable exceptions. Among Black children from immigrant families, ∼ 5% were classified into the two heavier BMI trajectories, compared to ∼ 11% of children from US-born families. Additionally, among children with an accelerated weight gain trajectory, children from immigrant families had lower BMIs on average at each time point than children from US-born families. These findings describe the multiple trajectories of weight gain among Black children from immigrant families and demonstrate that although these trajectories are largely similar to those of Black children from US-born families, the differences provide some evidence for lower obesity risk among Black children from immigrant families compared to Black children from US-born families. As this study is the first to describe BMI trajectories for Black children from immigrant families across early and middle childhood, future work is needed to replicate these results and to explore differences in heavier weight trajectories between children from immigrant and US-born families.
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