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"When the virus ages with the patient": Disease-specific quality of life in individuals with hepatitis B virus infection in Ghana. “当病毒与病人一起衰老时”:加纳乙型肝炎病毒感染者特定疾病的生活质量。
IF 1.5 4区 医学 Q4 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-01-01 Epub Date: 2026-01-31 DOI: 10.1177/03000605261416716
Frederick Nii Okai Oblie, Vivian Efua Senoo-Dogbey, Luke Laari, Charles Ampong Adjei, Delali Adwoa Wuaku, Monica Charlotte Akpagloh

BackgroundThis study examined disease-specific quality of life among people living with chronic hepatitis B virus infection in northern Ghana, where the condition remains highly endemic.MethodUsing a cross-sectional design, 264 individuals with chronic hepatitis B virus infection were recruited from 1 regional hospital and 3 district hospitals. Data were collected through structured interviews using the validated hepatitis B virus quality of life (HBQoL) instrument and analyzed using descriptive statistics and logistic regression.ResultParticipants had a mean age of 38 years (±16.5), with a nearly equal sex distribution. The overall global HBQoL mean score was 63.6 (±20.0), reflecting a moderate quality of life. Regression analysis identified age, hepatitis B virus profile, and the presence of complications as significant predictors. Each additional year of age increased the odds of better quality of life by 2.8% (odds ratio = 1.028, p = 0.002). Hepatitis B envelope antigen negativity was inversely associated with high quality of life (odds ratio = 0.344, p = 0.013). Additionally, the absence of hepatitis B virus complications was associated with lower odds of good quality of life in this population (odds ratio = 0.300, p = 0.001).ConclusionsThe findings suggest that psychosocial and clinical interventions should complement biomedical care. Addressing the unique quality of life challenges of people living with the hepatitis B virus is essential for holistic management in Ghana and similar settings.

本研究调查了加纳北部慢性乙型肝炎病毒感染者的疾病特异性生活质量,那里的病情仍然高度流行。方法采用横断面设计,从1所区级医院和3所区级医院招募慢性乙型肝炎病毒感染者264例。数据通过结构化访谈收集,使用经过验证的乙型肝炎病毒生活质量(HBQoL)仪器,并使用描述性统计和逻辑回归进行分析。结果参与者的平均年龄为38岁(±16.5岁),性别分布几乎相等。总体总体HBQoL平均得分为63.6(±20.0),反映了中等生活质量。回归分析发现,年龄、乙型肝炎病毒谱和并发症的存在是重要的预测因素。每增加一岁,生活质量改善的几率增加2.8%(优势比= 1.028,p = 0.002)。乙型肝炎包膜抗原阴性与高生活质量呈负相关(优势比= 0.344,p = 0.013)。此外,在该人群中,没有乙型肝炎病毒并发症与较低的生活质量相关(优势比= 0.300,p = 0.001)。结论社会心理和临床干预应与生物医学护理相辅相成。解决乙型肝炎病毒感染者独特的生活质量挑战,对于加纳和类似环境的整体管理至关重要。
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引用次数: 0
Unconventional implant strategy for patients with limited interocclusal space in the posterior region: A clinical perspective cohort study with 1-year follow-up. 后牙区咬合间隙有限患者的非常规种植策略:1年随访的临床视角队列研究。
IF 1.5 4区 医学 Q4 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-01-01 Epub Date: 2026-01-11 DOI: 10.1177/03000605251409961
Xun Xia, Wei-Hong Xie, Jiang-Qin Huang, Chang-Qi Hu, Jin-Mei Gong, Shui-Gen Guo, Li-Chun Yue, Hong-Wu Wei

ObjectiveThis study aimed to evaluate the clinical outcomes of a new implant restoration approach for patients with limited interocclusal space in the posterior region.Materials and methodsA total of 37 patients (19 females and 18 males) were enrolled in this study, receiving 62 implants. A locking taper implant (Bicon) was placed during the first-stage procedure, positioned >2 mm under the bone. An extraoral cementation technique was used to cement the crown and abutment. The survival and success rates of the implant restorations were evaluated based on plaque index, modified bleeding index, probing depth, marginal bone loss, and the patient's subjective satisfaction.ResultsThe success rate of the new implant restorations was 96.7% at the 1-year follow-up, with patients reporting satisfactory outcomes. Marginal bone loss and soft tissue changes were not significantly different at different depths of placement (p > 0.05).ConclusionsThe use of a locking taper implant along with appropriate prosthetic strategies may be an effective approach for the prosthetic rehabilitation of patients with limited interocclusal space and reduced occlusal vertical dimensions.

目的评价一种新型种植体修复后牙合间隙有限患者的临床效果。材料与方法本研究共纳入37例患者,其中女性19例,男性18例,植入物62枚。在第一阶段手术中放置锁定锥形种植体(Bicon),定位于骨下bbb20 mm。采用口外固牙技术对冠和基牙进行固牙。根据菌斑指数、改良出血指数、探牙深度、边缘骨质流失和患者主观满意度评估种植体修复的存活率和成功率。结果随访1年,种植体修复成功率为96.7%,患者满意。不同放置深度的边缘骨丢失和软组织改变无显著性差异(p < 0.05)。结论锁锥度种植体配合合适的修复策略,对咬合间隙有限、咬合垂直尺寸减小的患者是一种有效的修复方法。
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引用次数: 0
A novel mutation in exon 18 of FGFR1 causing hypoparathyroidism: A case report. FGFR1外显子18的新突变导致甲状旁腺功能减退:一个病例报告。
IF 1.5 4区 医学 Q4 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-01-01 Epub Date: 2026-01-11 DOI: 10.1177/03000605251410786
Xueqin Cao, Yuzhu Zhu, Rong Sun, Hong Sun

Hypoparathyroidism is a rare endocrine condition characterized by insufficient secretion of parathyroid hormone (PTH), resulting in abnormally low calcium levels (hypocalcemia) and elevated phosphate levels (hyperphosphatemia) in the blood. This report describes a man in his late 30s with a chronic skin condition marked by dryness and desquamation. He occasionally experienced mild perioral numbness. Over the past year, he developed recurrent neuromuscular irritability, including worsening perioral numbness, tingling or numbness in the hands and feet, and muscle spasms consistent with tetany. He was diagnosed with hypoparathyroidism, and his symptoms improved markedly after calcium and calcitriol supplementation. Genetic testing revealed a novel heterozygous c.2298C>G (p. Tyr766Ter) mutation in exon 18 of the fibroblast growth factor receptor 1 gene. This case report aimed to describe this novel mutation and its potential role in the pathogenesis of primary hypoparathyroidism and to discuss relevant diagnostic and therapeutic management strategies. In addition, it broadens our understanding of genetic mutations associated with hypoparathyroidism and provides clinically relevant diagnostic information that may benefit future patients with the similar genetic alteration. Furthermore, it underscores the importance of genetic analysis in elucidating the heterogeneity and complexity of hypoparathyroidism, thereby supporting the development of more precise and tailored treatment approaches.

甲状旁腺功能减退症是一种罕见的内分泌疾病,其特征是甲状旁腺激素(PTH)分泌不足,导致血液中钙水平异常低(低钙血症)和磷酸盐水平升高(高磷血症)。这份报告描述了一名30多岁的男子,患有慢性皮肤干燥和脱屑。他偶尔感到轻微的口腔周围麻木。在过去的一年里,他出现了复发性神经肌肉易怒,包括口腔周围麻木、手脚刺痛或麻木的恶化,以及与手足搐搦症一致的肌肉痉挛。他被诊断为甲状旁腺功能减退,补钙和骨化三醇后症状明显改善。基因检测显示,在成纤维细胞生长因子受体1基因的第18外显子上出现了一种新的杂合c.2298C >g (p. Tyr766Ter)突变。本病例报告旨在描述这种新的突变及其在原发性甲状旁腺功能低下发病机制中的潜在作用,并讨论相关的诊断和治疗策略。此外,它拓宽了我们对甲状旁腺功能减退症相关基因突变的理解,并提供了临床相关的诊断信息,可能使未来有类似基因改变的患者受益。此外,它强调了遗传分析在阐明甲状旁腺功能减退的异质性和复杂性方面的重要性,从而支持开发更精确和量身定制的治疗方法。
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引用次数: 0
Neurotransmitter-based machine-learning model for distinguishing Alzheimer's disease and mild cognitive impairment. 基于神经递质的机器学习模型识别阿尔茨海默病和轻度认知障碍。
IF 1.5 4区 医学 Q4 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-01-01 Epub Date: 2026-01-13 DOI: 10.1177/03000605251409886
Jiaxi Zhao, Zhichuang Qu, Zheng Li, Lanling Zhou, Yue Hu, Sixun Yu, Xin Chen, Haifeng Shu

ObjectiveAlzheimer's disease and mild cognitive impairment involve brain atrophy, but neurotransmitter changes and their clinical implications are not well defined. This study aimed to examine the relationship between gray matter atrophy and neurotransmitter distributions and to build machine-learning models using gray matter-neurotransmitter co-localization as features.MethodsAmong 262 participants from the Alzheimer's Disease Neuroimaging Initiative (140 with Alzheimer's disease, 50 with mild cognitive impairment, and 72 controls), we used structural magnetic resonance imaging and voxel-based morphometry (family-wise error < 0.05), and JuSpace toolbox was used to assess the spatial correlation between gray matter atrophy and 13 neurotransmitter maps. We applied a train/validation/fixed test split (the test set was never used for selection or training); features were screened by univariate regression and least absolute shrinkage and selection operator regression, and models trained with nested 10-fold cross-validation were evaluated by the area under the receiver operating characteristic curve.ResultsBoth Alzheimer's disease and mild cognitive impairment showed gray matter loss in temporal, frontal, and cingulate areas. Atrophy was correlated with serotonergic, dopaminergic, and glutamatergic systems (false-discovery rate < 0.05). In mild cognitive impairment, reduced metabotropic glutamate receptor 5/μ-opioid receptor-gray matter correlation was associated with higher depression scores (r = -0.44, p = 0.001; r = -0.44, p = 0.001). The Random Forest model achieved an area under the receiver operating characteristic curve of 0.821, and Shapley additive explanations analysis confirmed key feature contributions.ConclusionNeurotransmitter-linked gray matter changes contribute to the pathology of Alzheimer's disease and mild cognitive impairment. The machine-learning model accurately differentiates these conditions, suggesting its utility for early diagnosis and disease staging.

目的阿尔茨海默病和轻度认知障碍涉及脑萎缩,但神经递质改变及其临床意义尚不明确。本研究旨在研究灰质萎缩与神经递质分布之间的关系,并以灰质-神经递质共定位为特征建立机器学习模型。方法在来自阿尔茨海默病神经影像学倡议的262名参与者中(140名阿尔茨海默病患者,50名轻度认知障碍患者,72名对照组),我们使用结构磁共振成像和基于体素的形态测定法(家庭误差)
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引用次数: 0
Burden of severe asthma in Italy: Patients treated with versus eligible for monoclonal antibodies in a large real-world study. 意大利严重哮喘负担:在一项大型现实世界研究中,接受单克隆抗体治疗的患者与符合条件的患者
IF 1.5 4区 医学 Q4 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-01-01 Epub Date: 2026-01-13 DOI: 10.1177/03000605251409996
Letizia Dondi, Giulia Ronconi, Silvia Calabria, Irene Dell'Anno, Leonardo Dondi, Alice Addesi, Immacolata Esposito, Giorgio Walter Canonica, Nello Martini, Carlo Piccinni

ObjectiveTo describe patients with severe asthma treated with or eligible for monoclonal antibodies, assessing the health and economic burden using the Italian National Healthcare Service (SSN) administrative data.MethodsFrom 4.6 million inhabitants, among patients with asthma from 1 January to 31 December 2022, those with severe asthma were identified by monoclonal antibody dispensation (cohort A) and by eligibility for monoclonal antibodies, defined as continuous treatment with medium- or high-dose inhaled corticosteroids and long-acting beta agonists and the occurrence of exacerbations (cohort B-narrow and cohort B-broad according to "narrow" and" broad" definitions, respectively). One-year exacerbations, healthcare utilization, and direct costs were assessed.ResultsOf the 128,621 patients with asthma (51.8% women; mean age, 54 years), patients with severe asthma were identified as follows: cohort A (n = 3046; 2.4%), cohort B-narrow (n = 3517; 2.7%), and cohort B-broad (n = 7621; 5.6%). Compared with cohort A, patients in cohorts B-narrow and B-broad were older, had more comorbidities, experienced more moderate/severe exacerbations (70.9%-57.3% vs. 46.7%), and had higher hospitalization rates and greater drug use but fewer specialist visits. The annual SSN costs averaged €7512 for cohort A versus €2911-€2351 for cohorts B-narrow and B-broad. Cohort A incurred higher costs for asthma drugs, whereas cohorts B-narrow and B-broad incurred higher costs for concomitant drugs, hospitalizations, and specialist care.ConclusionsA significant disease burden exists in patients with uncontrolled severe asthma who are potentially eligible for monoclonal antibodies in Italy.

目的描述用单克隆抗体治疗或符合条件的重症哮喘患者,利用意大利国家医疗保健服务(SSN)的行政数据评估其健康和经济负担。方法从2022年1月1日至12月31日的460万居民哮喘患者中,通过单克隆抗体分配(队列A)和单克隆抗体的资格来鉴定严重哮喘患者,单克隆抗体定义为持续使用中剂量或高剂量吸入皮质类固醇和长效β受体激动剂以及恶化的发生(队列b -窄和队列b -宽分别根据“狭义”和“广义”定义)。评估了一年恶化情况、医疗保健利用和直接成本。结果128,621例哮喘患者(51.8%为女性,平均年龄54岁)中,重度哮喘患者分为:A队列(n = 3046; 2.4%)、b窄队列(n = 3517; 2.7%)和b宽队列(n = 7621; 5.6%)。与队列A相比,b -窄和b -宽队列的患者年龄更大,合并症更多,经历了更多的中度/重度恶化(70.9%-57.3%对46.7%),住院率更高,药物使用更多,但专科就诊较少。A组的年社会保障费用平均为7512欧元,而b组和b组的年社会保障费用平均为2911欧元至2351欧元。队列A的哮喘药物费用较高,而队列b窄组和b宽组的伴随用药、住院和专科护理费用较高。结论在意大利,不受控制的重症哮喘患者存在显著的疾病负担,这些患者可能符合单克隆抗体的使用条件。
{"title":"Burden of severe asthma in Italy: Patients treated with versus eligible for monoclonal antibodies in a large real-world study.","authors":"Letizia Dondi, Giulia Ronconi, Silvia Calabria, Irene Dell'Anno, Leonardo Dondi, Alice Addesi, Immacolata Esposito, Giorgio Walter Canonica, Nello Martini, Carlo Piccinni","doi":"10.1177/03000605251409996","DOIUrl":"10.1177/03000605251409996","url":null,"abstract":"<p><p>ObjectiveTo describe patients with severe asthma treated with or eligible for monoclonal antibodies, assessing the health and economic burden using the Italian National Healthcare Service (SSN) administrative data.MethodsFrom 4.6 million inhabitants, among patients with asthma from 1 January to 31 December 2022, those with severe asthma were identified by monoclonal antibody dispensation (cohort A) and by eligibility for monoclonal antibodies, defined as continuous treatment with medium- or high-dose inhaled corticosteroids and long-acting beta agonists and the occurrence of exacerbations (cohort B-narrow and cohort B-broad according to \"narrow\" and\" broad\" definitions, respectively). One-year exacerbations, healthcare utilization, and direct costs were assessed.ResultsOf the 128,621 patients with asthma (51.8% women; mean age, 54 years), patients with severe asthma were identified as follows: cohort A (n = 3046; 2.4%), cohort B-narrow (n = 3517; 2.7%), and cohort B-broad (n = 7621; 5.6%). Compared with cohort A, patients in cohorts B-narrow and B-broad were older, had more comorbidities, experienced more moderate/severe exacerbations (70.9%-57.3% vs. 46.7%), and had higher hospitalization rates and greater drug use but fewer specialist visits. The annual SSN costs averaged €7512 for cohort A versus €2911-€2351 for cohorts B-narrow and B-broad. Cohort A incurred higher costs for asthma drugs, whereas cohorts B-narrow and B-broad incurred higher costs for concomitant drugs, hospitalizations, and specialist care.ConclusionsA significant disease burden exists in patients with uncontrolled severe asthma who are potentially eligible for monoclonal antibodies in Italy.</p>","PeriodicalId":16129,"journal":{"name":"Journal of International Medical Research","volume":"54 1","pages":"3000605251409996"},"PeriodicalIF":1.5,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12799977/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145966032","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Retraction: "Minimally invasive removal of a foreign body in the pancreas using digital intelligent technology: a case report". 撤稿:“应用数字智能技术微创切除胰腺异物一例报告”。
IF 1.5 4区 医学 Q4 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-01-01 Epub Date: 2026-01-27 DOI: 10.1177/03000605251412998
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引用次数: 0
Right posterior communicating artery aneurysm with multiple arterial stenoses and moyamoya disease: A case report. 右后交通动脉瘤合并多发动脉狭窄合并烟雾病1例。
IF 1.5 4区 医学 Q4 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-01-01 Epub Date: 2026-01-11 DOI: 10.1177/03000605251411666
Jinjiang Liu, Zihao Shi, Hanwen Liu, Gexin Wen

ObjectiveTo analyze the clinical features, diagnosis, and treatment of cerebral arteriovenous malformation with arterial stenosis and moyamoya disease.MethodsA 50-year-old man with a 20-year history of hypertension and multiple cerebral infarctions was admitted following the detection of cerebral artery stenosis. Imaging revealed a right posterior communicating artery aneurysm, severe stenosis of the right internal carotid artery (C6 segment), bilateral middle cerebral artery occlusion, and moyamoya vessels. The diagnosis was confirmed by cerebral angiography. The patient underwent stent-assisted aneurysm coiling and carotid stenting with balloon angioplasty.ResultsPostoperative antiplatelet, antihypertensive, and lipid-lowering therapies were administered. The patient recovered well without new neurological deficits and was discharged in stable condition. Follow-up assessment is ongoing.ConclusionDigital subtraction angiography remains the gold standard for diagnosing such complex cerebrovascular diseases. Endovascular intervention combined with medication can improve clinical outcomes, and regular follow-up assessment is essential to prevent complications.

目的分析脑动静脉畸形合并动脉狭窄合并烟雾病的临床特点、诊断及治疗。方法50岁男性,20年高血压病史,多发脑梗死,经脑动脉狭窄检查入院。影像学显示右侧后交通动脉瘤,右侧颈内动脉(C6段)严重狭窄,双侧大脑中动脉闭塞,烟雾血管。经脑血管造影确诊。患者接受支架辅助动脉瘤盘绕和颈动脉支架球囊血管成形术。结果术后给予抗血小板、降压、降脂治疗。患者恢复良好,无新的神经功能缺损,出院时病情稳定。后续评估正在进行中。结论数字减影血管造影仍是诊断此类复杂脑血管疾病的金标准。血管内干预联合药物治疗可改善临床疗效,定期随访评估对预防并发症至关重要。
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引用次数: 0
Association of red cell distribution width-to-albumin ratio with mortality in adults with low muscle mass: A retrospective cohort study. 低肌肉量成人红细胞分布宽度与白蛋白比与死亡率的关系:一项回顾性队列研究。
IF 1.5 4区 医学 Q4 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-01-01 Epub Date: 2026-01-21 DOI: 10.1177/03000605251413087
Dongmei Xu, Jiajing Wu, Yan Zhu, Jionghao Guo, Yang Li

BackgroundThe red cell distribution width-to-albumin ratio (RAR) is a novel composite biomarker that reflects both inflammatory and nutritional status. Although the RAR has been associated with various chronic disease outcomes, its relationship with mortality risk in adults with reduced muscle mass has not been systematically evaluated.MethodsWe analyzed data from 1494 adults with reduced muscle mass enrolled in 6 cycles of the US National Health and Nutrition Examination Survey (2003-2006 and 2011-2018). Kaplan-Meier survival analysis, Cox proportional hazards regression, restricted cubic spline models, and time-dependent receiver operating characteristic curves were used to comprehensively assess the association between RAR and mortality risk. Subgroup and interaction analyses were conducted to evaluate the robustness of the findings.ResultsDuring a median follow-up of 104 months, a higher RAR was linearly associated with increased risks of all-cause and cardiovascular mortality. Compared with Q1, Q4 was associated with a 154% and 216% higher risk of all-cause and cardiovascular mortality, respectively. These associations were generally consistent across subgroups, with a significant interaction by sex indicating stronger associations among men. Time-dependent area under the curve analyses demonstrated that the RAR outperformed the neutrophil-to-lymphocyte ratio, systemic immune-inflammation index, and neutrophil-to-albumin ratio at most time points, with the exception that the neutrophil-to-lymphocyte ratio slightly exceeded RAR for 5-year cardiovascular mortality.ConclusionRAR is positively associated with mortality risk in adults with reduced muscle mass. RAR may serve as a practical biomarker for risk stratification in this population.

红细胞分布宽度与白蛋白比(RAR)是一种反映炎症和营养状况的新型复合生物标志物。尽管RAR与各种慢性疾病的结局有关,但其与肌肉量减少的成人死亡风险的关系尚未得到系统评估。方法:我们分析了参加美国国家健康与营养调查(2003-2006年和2011-2018年)6个周期的1494名肌肉量减少的成年人的数据。使用Kaplan-Meier生存分析、Cox比例风险回归、受限三次样条模型和随时间变化的受试者工作特征曲线来综合评估RAR与死亡风险之间的关系。进行亚组分析和相互作用分析来评估研究结果的稳健性。结果在中位随访104个月期间,较高的RAR与全因死亡率和心血管死亡率的增加呈线性相关。与Q1相比,Q4的全因死亡率和心血管死亡率分别高出154%和216%。这些关联在各个亚组中总体上是一致的,性别之间的显著相互作用表明男性之间的关联更强。曲线下的时间依赖面积分析表明,在大多数时间点,RAR优于中性粒细胞与淋巴细胞比值、全身免疫炎症指数和中性粒细胞与白蛋白比值,但在5年心血管死亡率方面,中性粒细胞与淋巴细胞比值略高于RAR。结论肌肉量减少的成人rar与死亡风险呈正相关。RAR可作为该人群风险分层的实用生物标志物。
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引用次数: 0
Explainable machine learning for early diagnosis of esophageal cancer: A feature-enriched Light Gradient Boosting Machine framework with Shapley Additive Explanations and Local Interpretable Model-Agnostic Explanations interpretations. 食管癌早期诊断的可解释机器学习:一个具有Shapley加性解释和局部可解释模型不可知解释的特征丰富的光梯度增强机器框架。
IF 1.5 4区 医学 Q4 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-01-01 Epub Date: 2026-01-23 DOI: 10.1177/03000605251411752
Adib Md Ridwan, Khandaker Mohammad Mohi Uddin

ObjectiveEsophageal cancer is among the most rapidly spreading malignancies worldwide. Early detection of esophageal cancer is critical for disease prevention and for improving overall population health. Most studies have used statistical methodologies to assess the esophageal cancer risk, and only a few studies have used prediction models.MethodsThe esophageal cancer dataset, comprising 3985 patient records with 85 demographic, pathological, and follow-up features, was obtained from Kaggle. A comprehensive data-engineering pipeline was implemented, including the removal of null and low-variance features, elimination of identifier variables to prevent data leakage, mode-based imputation, label encoding, and data standardization. Feature relevance was assessed using Mutual Information, and the top 31 clinically meaningful features were retained for model development. Six machine learning classifiers-Support Vector Machine, Gaussian Naïve Bayes, k-nearest neighbors, AdaBoost, Multilayer Perceptron, and LightGBM (Gradient Boosting Machine)-were trained and evaluated. A stratified 10-fold cross-validation was applied to maintain class balance, and GridSearchCV was used for hyperparameter optimization. Model interpretability was assessed using Shapley Additive Explanations (SHAP) for global and local feature attribution and Local Interpretable Model-Agnostic Explanations (LIME) for instance-level explanations. Furthermore, the top features identified by SHAP and LIME were used to retrain the LightGBM model to evaluate performance under reduced dimensionality.ResultsAmong all evaluated classifiers, LightGBM exhibited the highest and most stable performance, achieving an accuracy of 99.87% prior to hyperparameter tuning and 99.74% following stratified cross-validated tuning, with near-perfect precision, recall, F1-score, and area under the curve values. Explainability analyses indicated that clinically relevant variables, including tumor staging, smoking-related factors, and follow-up indicators, played a significant role in model predictions. The SHAP-selected top-20 feature model maintained high predictive performance (99.76%), demonstrating that the classifier remained robust despite dimensionality reduction.ConclusionsThe proposed LightGBM-based model demonstrates exceptional predictive accuracy and strong interpretability, suggesting its potential utility for the early detection of esophageal cancer using machine learning approaches.

目的食管癌是世界范围内传播最迅速的恶性肿瘤之一。早期发现食管癌对疾病预防和改善整体人口健康至关重要。大多数研究使用统计方法来评估食管癌的风险,只有少数研究使用预测模型。方法从Kaggle获取食管癌数据集,包括3985例患者记录,包括85个人口学、病理和随访特征。实现了一个全面的数据工程管道,包括删除null和低方差特征、消除标识符变量以防止数据泄漏、基于模式的插入、标签编码和数据标准化。使用互信息评估特征相关性,保留前31个有临床意义的特征用于模型开发。六个机器学习分类器-支持向量机,高斯Naïve贝叶斯,k近邻,AdaBoost,多层感知器和LightGBM(梯度增强机)-进行了训练和评估。采用分层的10倍交叉验证来维持类别平衡,并使用GridSearchCV进行超参数优化。模型可解释性评估使用Shapley加性解释(SHAP)进行全局和局部特征归因,使用局部可解释模型不可知论解释(LIME)进行实例级解释。此外,利用SHAP和LIME识别的顶级特征对LightGBM模型进行再训练,以评估降维下的性能。结果在所有被评估的分类器中,LightGBM表现出最高和最稳定的性能,在超参数调整前的准确率为99.87%,在分层交叉验证调整后的准确率为99.74%,精度、召回率、f1得分和曲线下面积值接近完美。可解释性分析表明,临床相关变量,包括肿瘤分期、吸烟相关因素和随访指标,在模型预测中发挥了重要作用。shap选择的前20个特征模型保持了较高的预测性能(99.76%),表明分类器在降维的情况下仍然具有鲁棒性。基于lightgbm的模型具有出色的预测准确性和很强的可解释性,表明其在使用机器学习方法早期检测食管癌方面具有潜在的实用性。
{"title":"Explainable machine learning for early diagnosis of esophageal cancer: A feature-enriched Light Gradient Boosting Machine framework with Shapley Additive Explanations and Local Interpretable Model-Agnostic Explanations interpretations.","authors":"Adib Md Ridwan, Khandaker Mohammad Mohi Uddin","doi":"10.1177/03000605251411752","DOIUrl":"10.1177/03000605251411752","url":null,"abstract":"<p><p>ObjectiveEsophageal cancer is among the most rapidly spreading malignancies worldwide. Early detection of esophageal cancer is critical for disease prevention and for improving overall population health. Most studies have used statistical methodologies to assess the esophageal cancer risk, and only a few studies have used prediction models.MethodsThe esophageal cancer dataset, comprising 3985 patient records with 85 demographic, pathological, and follow-up features, was obtained from Kaggle. A comprehensive data-engineering pipeline was implemented, including the removal of null and low-variance features, elimination of identifier variables to prevent data leakage, mode-based imputation, label encoding, and data standardization. Feature relevance was assessed using Mutual Information, and the top 31 clinically meaningful features were retained for model development. Six machine learning classifiers-Support Vector Machine, Gaussian Naïve Bayes, k-nearest neighbors, AdaBoost, Multilayer Perceptron, and LightGBM (Gradient Boosting Machine)-were trained and evaluated. A stratified 10-fold cross-validation was applied to maintain class balance, and GridSearchCV was used for hyperparameter optimization. Model interpretability was assessed using Shapley Additive Explanations (SHAP) for global and local feature attribution and Local Interpretable Model-Agnostic Explanations (LIME) for instance-level explanations. Furthermore, the top features identified by SHAP and LIME were used to retrain the LightGBM model to evaluate performance under reduced dimensionality.ResultsAmong all evaluated classifiers, LightGBM exhibited the highest and most stable performance, achieving an accuracy of 99.87% prior to hyperparameter tuning and 99.74% following stratified cross-validated tuning, with near-perfect precision, recall, F1-score, and area under the curve values. Explainability analyses indicated that clinically relevant variables, including tumor staging, smoking-related factors, and follow-up indicators, played a significant role in model predictions. The SHAP-selected top-20 feature model maintained high predictive performance (99.76%), demonstrating that the classifier remained robust despite dimensionality reduction.ConclusionsThe proposed LightGBM-based model demonstrates exceptional predictive accuracy and strong interpretability, suggesting its potential utility for the early detection of esophageal cancer using machine learning approaches.</p>","PeriodicalId":16129,"journal":{"name":"Journal of International Medical Research","volume":"54 1","pages":"3000605251411752"},"PeriodicalIF":1.5,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12833109/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146029962","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Correlation of neutrophil- and high-density lipoprotein cholesterol-related inflammatory markers with sarcopenia: Insights from a cross-sectional study. 中性粒细胞和高密度脂蛋白胆固醇相关炎症标志物与肌肉减少症的相关性:来自横断面研究的见解。
IF 1.5 4区 医学 Q4 MEDICINE, RESEARCH & EXPERIMENTAL Pub Date : 2026-01-01 Epub Date: 2026-01-31 DOI: 10.1177/03000605261416714
Daoran Xu, Hanke Xu, Jiachen Wang, Kai Ban, Xiangzhong Huang, Wu Yang, Chao Liu, Yunrong Zhu

ObjectivesThis study aimed to comprehensively investigate the possible associations between neutrophil- and high-density lipoprotein cholesterol (HDL-C)-related inflammatory markers and the incidence of sarcopenia among adults in the United States.MethodsThis cross-sectional study analyzed data from 8878 participants in the National Health and Nutrition Examination Survey. The potential associations between neutrophil- and HDL-C-related inflammatory markers and sarcopenia were evaluated using multiple statistical methods, including weighted logistic regression analysis, sensitivity analyses, restricted cubic spline models, and subgroup analyses. A receiver operating characteristic curve was employed to thoroughly analyze the predictive accuracy of various inflammatory markers for sarcopenia risk.ResultsAll examined inflammatory markers were significantly associated with sarcopenia. The association between the neutrophil-to-HDL-C ratio and sarcopenia was nonlinear, with risk increasing notably beyond a certain threshold (breakpoint = 2.791), whereas the neutrophil percentage-to-albumin ratio demonstrated a linear association. Further threshold effect analyses identified specific breakpoints for neutrophil-to-HDL-C ratio, platelet-to-HDL-C ratio, lymphocyte-to-HDL-C ratio, and monocyte-to-HDL-C ratio. Notably, the area under the curve value for neutrophil-to-HDL-C ratio exceeded those for other inflammatory markers in receiver operating characteristic analysis (area under the curve = 0.632, 95% confidence interval: 0.612-0.652), suggesting its potential as a promising predictor of sarcopenia prevalence.ConclusionsThe findings suggest positive associations between inflammatory biomarkers and sarcopenia, with the neutrophil-to-HDL-C ratio demonstrating superior predictive performance.

目的:本研究旨在全面探讨中性粒细胞和高密度脂蛋白胆固醇(HDL-C)相关炎症标志物与美国成年人肌肉减少症发病率之间的可能关联。方法本横断面研究分析了8878名全国健康与营养检查调查参与者的数据。中性粒细胞和hdl - c相关炎症标志物与肌肉减少症之间的潜在关联使用多种统计方法进行评估,包括加权logistic回归分析、敏感性分析、限制性三次样条模型和亚组分析。采用受试者工作特征曲线来全面分析各种炎症标志物对肌少症风险的预测准确性。结果所有检测的炎症标志物均与肌肉减少症显著相关。中性粒细胞与hdl - c比值与肌肉减少症之间的关系是非线性的,超过一定阈值(断点= 2.791),风险显著增加,而中性粒细胞百分比与白蛋白比值呈线性关系。进一步的阈值效应分析确定了中性粒细胞与hdl - c比值、血小板与hdl - c比值、淋巴细胞与hdl - c比值和单核细胞与hdl - c比值的特定断点。值得注意的是,在受试者工作特征分析中,中性粒细胞与hdl - c比值的曲线下面积超过了其他炎症标志物的曲线下面积(曲线下面积= 0.632,95%可信区间:0.612-0.652),这表明它有可能成为肌肉减少症患病率的一个有希望的预测指标。结论:研究结果表明炎症生物标志物与肌肉减少症之间存在正相关,中性粒细胞与hdl - c比值具有更好的预测效果。
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Journal of International Medical Research
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