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Human papillomavirus vaccination coverage in Italy. 意大利的人类乳头瘤病毒疫苗接种覆盖率。
IF 2.1 4区 医学 Q3 ONCOLOGY Pub Date : 2025-01-01 Epub Date: 2024-06-07 DOI: 10.1097/CEJ.0000000000000896
Giorgio Bogani, Giovanni Scambia, Francesco Raspagliesi, Giovanni Corso
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引用次数: 0
Conditional survival of male breast cancer. 男性乳腺癌的条件生存率。
IF 2.1 4区 医学 Q3 ONCOLOGY Pub Date : 2025-01-01 Epub Date: 2024-05-06 DOI: 10.1097/CEJ.0000000000000893
Yanshuai Fan, Chaoyue Ku, Ruizhe Wang, Binbin Wu, Man Cui, Juan Wang, Miao Deng, Li Liu, Zhiguang Ping

Background: The incidence of male breast cancer has been increasing in recent years; however, the long-term survival outcomes of diagnosed patients remain uncertain. This study was designed to evaluate the conditional survival of male breast cancer patients and to predict the future survival of patients through the conditional nomogram, to provide important suggestions for clinical decision-making.

Methods: Retrospective data from the SEER database included 3600 male breast cancer patients, divided into training and validation groups (7 : 3 ratio). Overall survival rates were calculated using Kaplan-Meier analysis. Conditional survival analysis described survival at specific years. Time-dependent multivariate Cox analysis identified prognostic factors' impact. The conditional survival nomogram model predicted real-time survival rates.

Results: Over time, the 5-year real-time survival rate of patients gradually improved, increasing from 70.5 to 74.8, 79.4, 85.8, and 92.9% (respectively, representing 5-year survival rates of 1-4 years after diagnosis). In addition, the improvement in conditional survival rate CS5 showed a nonlinear trend. After 5 years of diagnosis, age, tumor size, and tumor stage had a sustained impact on patient prognosis. Finally, a conditional survival nomogram was constructed to predict the 10-year survival rate in real time.

Conclusion: Five years after diagnosis, the conditional survival rate of male patients with breast cancer has improved, but it is not nonlinear. In the first 5 years after diagnosis, patients with older age, larger tumor size, poorer tumor stage, and distant metastasis should be actively followed up and treated to improve their long-term survival.

背景:近年来,男性乳腺癌的发病率呈上升趋势,但确诊患者的长期生存结果仍不确定。本研究旨在评估男性乳腺癌患者的条件生存期,并通过条件提名图预测患者的未来生存期,为临床决策提供重要建议:方法:SEER数据库中的回顾性数据包括3600名男性乳腺癌患者,分为训练组和验证组(比例为7:3)。采用卡普兰-梅尔分析法计算总生存率。条件生存分析描述了特定年份的生存率。时间依赖性多变量考克斯分析确定了预后因素的影响。条件生存提名图模型预测了实时生存率:随着时间的推移,患者的 5 年实时生存率逐渐提高,从 70.5% 提高到 74.8%、79.4%、85.8% 和 92.9%(分别代表确诊后 1-4 年的 5 年生存率)。此外,条件存活率 CS5 的改善呈非线性趋势。确诊 5 年后,年龄、肿瘤大小和肿瘤分期对患者预后有持续影响。最后,构建了一个条件生存提名图来实时预测 10 年生存率:结论:男性乳腺癌患者确诊 5 年后的条件生存率有所提高,但并非非线性。结论:男性乳腺癌患者确诊后 5 年的条件生存率有所改善,但并非非线性,在确诊后的前 5 年,年龄较大、肿瘤体积较大、肿瘤分期较差和有远处转移的患者应积极随访和治疗,以提高其长期生存率。
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引用次数: 0
Oncoplastic breast surgery: where are we now. 乳房肿瘤整形手术:我们现在在哪里?
IF 2.1 4区 医学 Q3 ONCOLOGY Pub Date : 2025-01-01 Epub Date: 2024-12-04 DOI: 10.1097/CEJ.0000000000000923
Francesca De Lorenzi, Mario Alessandri-Bonetti
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引用次数: 0
Physical activity and exercise health benefits: cancer prevention, interception, and survival. 体育活动和锻炼对健康的益处:癌症预防、拦截和生存。
IF 2.1 4区 医学 Q3 ONCOLOGY Pub Date : 2025-01-01 Epub Date: 2024-06-26 DOI: 10.1097/CEJ.0000000000000898
Adriana Albini, Carlo La Vecchia, Francesca Magnoni, Ornella Garrone, Danilo Morelli, Jaak Ph Janssens, Alain Maskens, Gad Rennert, Viviana Galimberti, Giovanni Corso

Physical activity (PA) has an established role in the promotion of health and fitness and the prevention of disease. Expected overall benefits include reduction of all-cause morbidity and death, weight control, improved quality of life, improved bone health and decreased falls of elderly subjects, , deeper cognition, and reduced risk of depression, anxiety, and sleeplessness. Currently, PA is a mainstay in the management of cardiovascular diseases, metabolic syndrome, diabetes, and bone health. Recently, the perception of its role in primary and secondary prevention, interception, and treatment of cancer, however, is also gaining importance. Regular walking, the simplest type of PA, is associated with reduced all-cause and cardiovascular disease mortality, and a role in cancer prevention is of increasing interest. Furthermore, PA improves the quality of life of cancer patients, attenuating side effects of chemotherapy, decreasing sarcopenia, increasing fitness, and inhibiting the recurrence and progression of some cancer types. It promotes emotional and psychological benefits in patients, inducing positive changes. While mechanisms, effective levels and useful amount of PA practice are well established in cardiology, they are yet to be fully determined in oncology. Nevertheless, PA is recommended to reduce cancer risk in the general population, and it has been introduced in programs for the prevention of second cancers. In perspective, it will help as integrative therapy in cancer patients and for cancer survivors. The number of beneficial effects in the cancer continuum is highlighted in this review.

体力活动(PA)在促进健康、增强体质和预防疾病方面具有公认的作用。预期的总体益处包括降低全因发病率和死亡率、控制体重、提高生活质量、改善骨骼健康和减少老年人跌倒、加深认知、降低抑郁、焦虑和失眠的风险。目前,运动疗法是治疗心血管疾病、代谢综合征、糖尿病和骨骼健康的主要方法。最近,人们对其在癌症一级和二级预防、拦截和治疗中的作用的认识也越来越重要。定期步行是最简单的活动量类型,与降低全因死亡率和心血管疾病死亡率有关,在癌症预防中的作用也越来越受到关注。此外,体育锻炼还能改善癌症患者的生活质量,减轻化疗的副作用,减少肌肉疏松症,增强体质,抑制某些癌症类型的复发和恶化。它还能促进患者的情绪和心理健康,诱发积极的变化。虽然 PA 的机制、有效水平和有用的练习量在心脏病学中已得到充分确定,但在肿瘤学中仍有待充分确定。尽管如此,人们还是建议通过体育锻炼来降低普通人群患癌的风险,并将其引入了预防第二种癌症的计划中。从长远来看,它将有助于癌症患者和癌症幸存者的综合治疗。本综述强调了在癌症持续治疗过程中的许多有益效果。
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引用次数: 0
Cardiovascular death risk in patients with solid tumors: a population-based study in the United States. 实体瘤患者的心血管死亡风险:一项基于美国人口的研究。
IF 2.1 4区 医学 Q3 ONCOLOGY Pub Date : 2025-01-01 Epub Date: 2024-08-26 DOI: 10.1097/CEJ.0000000000000921
Shuaijie Gao, Hao Zhu, Xinyu Chang, Xiting Cao, Zhenwei Wang, Xiaoxuan Chu, Lu Zhang, Xinhua Wang, Jie Lu

Background: Previous studies have focused on the risk of cardiovascular disease (CVD)-specific death in hematological cancers and in some single anatomical tumor sites, there remains a paucity of data on systematic analyses in solid tumors.

Objective: The objective of this study is to evaluate the distribution, risk, and trends of CVD-specific death in patients with solid tumors.

Methods: A total of 2 679 293 patients with solid tumors diagnosed between 1975 and 2019 were screened from the Surveillance, Epidemiology and End Results (SEER) program across 15 anatomical sites. Standardized mortality ratios (SMRs) and absolute excess risks (AERs) were used to describe the intensity of CVD-specific death, competing risk regression models were used to assess the risk of CVD-specific death, and restricted cubic spline analyses were employed to investigate the potential linear or nonlinear relationship between age and CVD death.

Results: CVD-specific death in patients with solid tumors accounted for 48.95% of non-cancer deaths. Compared with the general population, patients with solid tumors had higher SMR and AER of CVD death (SMR: 1.15; AER: 21.12), heart disease-related death (SMR: 1.13; AER: 13.96), and cerebrovascular disease-related death (SMR: 1.20; AER: 4.85). Additionally, the SMR exhibited a decreasing trend with increasing time to diagnosis. Furthermore, a nonlinear relationship was observed between age and CVD-specific death in patients with solid tumors of different systems.

Conclusion: CVD-specific death accounted for a large proportion of the cause of non-cancer deaths. Patients with solid tumors exhibit an elevated risk of CVD-specific death. Screening for CVD death and optimizing risk management in patients with solid tumors throughout anticancer treatment may be beneficial in preventing CVD death.

背景:以往的研究主要关注血液肿瘤和一些单一解剖部位肿瘤的心血管疾病(CVD)特异性死亡风险,但对实体瘤进行系统分析的数据仍然很少:本研究旨在评估实体瘤患者心血管疾病特异性死亡的分布、风险和趋势:从监测、流行病学和最终结果(SEER)计划中筛选出了2 679 293名在1975年至2019年间确诊的实体瘤患者,涉及15个解剖部位。采用标准化死亡率(SMRs)和绝对超额风险(AERs)来描述心血管疾病特异性死亡的强度,采用竞争风险回归模型来评估心血管疾病特异性死亡的风险,采用限制性立方样条分析来研究年龄与心血管疾病死亡之间的潜在线性或非线性关系:结果:实体瘤患者的心血管疾病特异性死亡占非癌症死亡的48.95%。与普通人群相比,实体瘤患者心血管疾病死亡(SMR:1.15;AER:21.12)、心脏病相关死亡(SMR:1.13;AER:13.96)和脑血管疾病相关死亡(SMR:1.20;AER:4.85)的SMR和AER均较高。此外,随着诊断时间的延长,SMR 呈下降趋势。此外,在不同系统的实体瘤患者中,年龄与心血管疾病特异性死亡之间存在非线性关系:结论:心血管疾病特异性死亡在非癌症死亡原因中占很大比例。结论:心血管疾病特异性死亡在非癌症死亡原因中占很大比例,实体瘤患者的心血管疾病特异性死亡风险较高。在整个抗癌治疗过程中对实体瘤患者进行心血管疾病死亡筛查并优化风险管理,可能有利于预防心血管疾病死亡。
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引用次数: 0
Exploring breast cancer screening fear through a psychosocial lens. 从社会心理角度探讨乳腺癌筛查恐惧。
IF 2.1 4区 医学 Q3 ONCOLOGY Pub Date : 2025-01-01 Epub Date: 2024-05-15 DOI: 10.1097/CEJ.0000000000000895
Vikas Burugu, Mary Salvatore

Breast cancer screening is crucial for early detection and treatment. Yet, underutilization persists due to various psychosocial factors. This manuscript delves into the multifaceted fears that hinder screening adherence. The literature provides a framework categorizing breast cancer screening fears into generalized cancer fear, fear of screening components, and fear of screening outcomes. In this review, we explore fear of screening components (concerns regarding radiation, discomfort, and pain) and fear of screening outcomes (disability and mortality apprehension, treatment fears, obligation anxiety, and financial concerns) as undesirable, and potentially addressable, aspects of breast cancer screening fear. False-positive results exacerbate these anxieties, prolonging distress and impacting patients' lives beyond the screening process. Addressing these concerns requires reframing current screening approaches to prioritize patient comfort, cultural sensitivity, and accessibility. To address current psychosocial challenges in breast cancer screening, this manuscript advocates for modifying breast cancer screening methods to improve adherence and patient well-being.

乳腺癌筛查对于早期发现和治疗至关重要。然而,由于各种社会心理因素的影响,乳腺癌筛查的利用率一直不高。本手稿深入探讨了阻碍坚持筛查的多方面恐惧。文献提供了一个框架,将乳腺癌筛查恐惧分为对癌症的普遍恐惧、对筛查内容的恐惧和对筛查结果的恐惧。在这篇综述中,我们探讨了对筛查成分的恐惧(对辐射、不适和疼痛的担忧)和对筛查结果的恐惧(对残疾和死亡率的担忧、对治疗的恐惧、对义务的焦虑以及对经济的担忧),这些都是乳腺癌筛查恐惧中不可取且可能解决的方面。假阳性结果加剧了这些焦虑,延长了患者的痛苦,影响了患者在筛查过程之外的生活。要解决这些问题,需要重新规划当前的筛查方法,优先考虑患者的舒适度、文化敏感性和可及性。为了应对当前乳腺癌筛查中的社会心理挑战,本手稿主张修改乳腺癌筛查方法,以提高患者的依从性和幸福感。
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引用次数: 0
Association between birth weight and risk of nonneurological childhood cancers: a systematic review and meta-analysis. 出生体重与儿童罹患非神经系统癌症风险之间的关系:系统回顾与荟萃分析。
IF 2.1 4区 医学 Q3 ONCOLOGY Pub Date : 2025-01-01 Epub Date: 2024-05-20 DOI: 10.1097/CEJ.0000000000000894
Roya Rashti, Faezeh Ghasemi, Jalal Poorolajal

Objectives: This systematic review aims to synthesize the available literature to determine the association between birthweight and the risk of nonneurological childhood cancers.

Methods: We conducted a systematic search of PubMed, Web of Science, and Scopus databases up to May 2023 to identify observational studies. Heterogeneity between studies was evaluated using the I2 statistics. Publication bias was assessed using Begg and Egger tests. We calculated the odds ratio (OR) or risk ratio (RR) with a 95% confidence interval (CI) using a random-effects model.

Results: Of 11 034 studies retrieved from the search, 56 studies (including 10 568 091 participants) were eligible. The ORs (95% CI) of low (<2500 g) versus normal birthweight (2500-4000 g) and childhood cancers were as follows: leukemia, 0.92 (0.77-1.11); acute lymphoblastic leukemia, 0.82 (0.72-0.94); acute myeloid leukemia, 0.98 (0.77-1.24); lymphoma, 0.99 (0.47-2.10); Hodgkin, 0.79 (0.61-1.03); non-Hodgkin, 0.85 (0.60-1.20); neuroblastoma, 1.34 (1.14-1.58); retinoblastoma, 0.95 (0.68-1.32); rhabdomyosarcoma, 0.86 (0.61-1.20); embryonal, 0.97 (0.66-1.43); alveolar, 1.92 (0.43-8.51); and Wilms tumor, 1.01 (0.83-1.24). The ORs (95% CI) of high (>4000 g) versus normal birthweight and childhood cancers were as follows: leukemia, 1.30 (1.18-1.42); acute lymphoblastic leukemia, 1.27 (1.16-1.39); acute myeloid leukemia, 1.13 (0.98-1.30); lymphoma, 1.69 (0.72-3.94); Hodgkin, 1.22 (1.02-1.46); non-Hodgkin, 1.22 (0.80-1.86); neuroblastoma, 1.20 (1.02-1.41); retinoblastoma, 1.17 (0.93-1.48); rhabdomyosarcoma, 1.07 (0.90-1.27); embryonal, 1.22 (1.00-1.49); alveolar, 1.02 (0.46-2.27); and Wilms tumor, 1.49 (1.34-1.67).

Conclusion: This meta-analysis identified high birth weight as a potential risk factor for some childhood cancers, while low birth weight might be protective against a few.

目的:本系统综述旨在综合现有文献,确定出生体重与非神经系统儿童癌症风险之间的关系:本系统综述旨在综合现有文献,确定出生体重与非神经性儿童癌症风险之间的关联:我们对截至 2023 年 5 月的 PubMed、Web of Science 和 Scopus 数据库进行了系统检索,以确定观察性研究。研究之间的异质性采用I2统计量进行评估。发表偏倚采用 Begg 和 Egger 检验进行评估。我们使用随机效应模型计算了几率比(OR)或风险比(RR)及95%置信区间(CI):在检索到的 11 034 项研究中,有 56 项研究(包括 10 568 091 名参与者)符合条件。低出生体重(4000 克)与正常出生体重和儿童癌症的 ORs(95% CI)如下:白血病,1.30(1.18-1.42);急性淋巴细胞白血病,1.27(1.16-1.39);急性髓性白血病,1.13(0.98-1.30);淋巴瘤,1.69(0.72-3.94);霍奇金,1.22(1.02-1.46);非霍奇金,1.22(0.80-1.86);神经母细胞瘤,1.20(1.02-1.41);视网膜母细胞瘤,1.17(0.93-1.48);横纹肌肉瘤,1.07(0.90-1.27);胚胎瘤,1.22(1.00-1.49);肺泡瘤,1.02(0.46-2.27);和威尔瘤,1.49(1.34-1.67):这项荟萃分析发现,高出生体重是某些儿童癌症的潜在风险因素,而低出生体重可能对少数癌症有保护作用。
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引用次数: 0
Recent trends in the incidence of early-onset prostate cancer. 早期前列腺癌发病率的最新趋势。
IF 2.1 4区 医学 Q3 ONCOLOGY Pub Date : 2025-01-01 Epub Date: 2024-05-29 DOI: 10.1097/CEJ.0000000000000897
Yanjun Zheng, Jinshui Mao, Lina Yang, Qiansan Zhu

Early-onset prostate cancer (EOPC) is relatively uncommon. It is unclear if the incidence of EOPC is evolving. Utilizing data from the SEER database from 2000 to 2020, the study identified prostate cancer cases in men under 55 years, focusing on trends in annual age-adjusted incidence rates (AAIR), stage at presentation, race/ethnicity, and local treatment patterns. The study encompassed 93 071 cases of EOPC, with the median age at diagnosis being 51 years. From 2000 to 2007, the AAIR of EOPC experienced a wave-like increase from 6.9 to 8.3 per 100 000 people. It then sharply declined to 5.4 by 2014, followed by 6 years of stability, and by 2020 it had dropped to its lowest point of 4.5. The trend observed across different racial groups was consistent with the overall pattern, where non-Hispanic Black patients consistently exhibited the highest incidence and the least reduction rate (annual percent change, -1.0; 95% confidence interval, -1.8 to -0.2; P  < 0.05). Stage II was the most commonly diagnosed, although its AAIR declined from 4.9 to 1.2 per 100 000 people. From 2010 through 2020, the proportion of receiving prostatectomy decreased from 63.0 to 43.6%. The declining rates of EOPC across diverse racial groups emphasize the critical need for focused research and interventions. Specifically, there is an urgent call to establish a tailored screening protocol for prostate cancer targeting Black youth.

早发前列腺癌(EOPC)相对并不常见。目前尚不清楚EOPC的发病率是否在不断变化。该研究利用 SEER 数据库中 2000 年至 2020 年的数据,确定了 55 岁以下男性的前列腺癌病例,重点研究了年度年龄调整发病率 (AAIR)、发病分期、种族/民族和局部治疗模式的趋势。该研究涵盖了 93071 例 EOPC 病例,诊断时的中位年龄为 51 岁。从 2000 年到 2007 年,EOPC 的 AAIR 出现了波浪式增长,从每 10 万人 6.9 例增至 8.3 例。到 2014 年,该指数急剧下降至 5.4,随后 6 年保持稳定,到 2020 年降至最低点 4.5。在不同种族群体中观察到的趋势与总体模式一致,其中非西班牙裔黑人患者的发病率一直最高,而降低率却最低(年度百分比变化,-1.0;95% 置信区间,-1.8 至 -0.2;P<0.05)。
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引用次数: 0
Global, regional, and national burden of ovarian cancer among young women during 1990-2019. 1990-2019 年间全球、地区和国家年轻女性患卵巢癌的情况。
IF 2.1 4区 医学 Q3 ONCOLOGY Pub Date : 2025-01-01 Epub Date: 2024-06-04 DOI: 10.1097/CEJ.0000000000000899
Qingyuan Zhuang, Gaocheng Gu, Jiyu Chen, Zhuojun Tang, Chenxi Wu, Jiahui Liu, Lili Qu

Background: Ovarian cancer, the most devastating tumor in women globally, significantly impacts young women, compromising their daily lives and overall well-being. Ovarian cancer represents a significant public health concern due to its extensive physical and psychological consequences.

Material and methods: Data from the Global Burden of Disease were used to assess the global, regional, and national burden of ovarian cancer in young women aged 20-39 from 1990 to 2019. This analysis focused on trends measured by the estimated annual percentage change and explored the socioeconomic impacts via the socio-demographic index (SDI).

Results: During 1990-2019, the incidence and prevalence of ovarian cancer among young women increased globally, with annual rates of 0.74% and 0.89%, respectively. The mortality rate and disability-adjusted life years also rose annually by 0.20% and 0.23%, respectively. A significant burden shift was observed toward regions with lower SDI, with high fasting plasma glucose, BMI, and asbestos exposure identified as prominent risk factors, particularly in lower SDI regions.

Conclusion: Our findings underscore ovarian cancer in young women as an escalating global health challenge, with the burden increasingly shifting toward lower socioeconomic areas. This underscores the necessity for targeted prevention and control strategies for ovarian cancer, focusing on reducing the identified risk factors and ensuring equitable health resource distribution.

背景:卵巢癌是全球女性中最具破坏性的肿瘤,对年轻女性的影响很大,损害了她们的日常生活和整体健康。由于卵巢癌对身体和心理造成的广泛影响,它已成为一个重大的公共卫生问题:采用全球疾病负担数据评估 1990 年至 2019 年全球、地区和国家 20-39 岁年轻女性患卵巢癌的负担。该分析侧重于以估计年度百分比变化衡量的趋势,并通过社会人口指数(SDI)探讨社会经济影响:结果:1990-2019 年间,全球年轻女性卵巢癌的发病率和患病率均有所上升,年增长率分别为 0.74% 和 0.89%。死亡率和残疾调整寿命年数也分别每年上升 0.20% 和 0.23%。在 SDI 较低的地区,尤其是在 SDI 较低的地区,高空腹血浆葡萄糖、体重指数和石棉暴露被认为是突出的风险因素:我们的研究结果表明,年轻女性罹患卵巢癌是一项不断升级的全球性健康挑战,其负担正日益向社会经济水平较低的地区转移。这突出表明,有必要制定有针对性的卵巢癌预防和控制策略,重点是减少已确定的风险因素,并确保卫生资源的公平分配。
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引用次数: 0
Application of machine learning in the analysis of multiparametric MRI data for the differentiation of treatment responses in breast cancer: retrospective study. 应用机器学习分析多参数磁共振成像数据以区分乳腺癌的治疗反应:回顾性研究。
IF 2.1 4区 医学 Q3 ONCOLOGY Pub Date : 2025-01-01 Epub Date: 2024-06-19 DOI: 10.1097/CEJ.0000000000000892
Jinhua Wang, Liang Wang, Zhongxian Yang, Wanchang Tan, Yubao Liu

Objective: The objective of this study is to develop and validate a multiparametric MRI model employing machine learning to predict the effectiveness of treatment and the stage of breast cancer.

Methods: The study encompassed 400 female patients diagnosed with breast cancer, with 200 individuals allocated to both the control and experimental groups, undergoing examinations in Shenzhen, China, during the period 2017-2023. This study pertains to retrospective research. Multiparametric MRI was employed to extract data concerning tumor size, blood flow, and metabolism.

Results: The model achieved high accuracy, predicting treatment outcomes with an accuracy of 92%, sensitivity of 88%, and specificity of 95%. The model effectively classified breast cancer stages: stage I, 38% ( P  = 0.027); stage II, 72% ( P  = 0.014); stage III, 50% ( P  = 0.032); and stage IV, 45% ( P  = 0.041).

Conclusions: The developed model, utilizing multiparametric MRI and machine learning, exhibits high accuracy in predicting the effectiveness of treatment and breast cancer staging. These findings affirm the model's potential to enhance treatment strategies and personalize approaches for patients diagnosed with breast cancer. Our study presents an innovative approach to the diagnosis and treatment of breast cancer, integrating MRI data with machine learning algorithms. We demonstrate that the developed model exhibits high accuracy in predicting treatment efficacy and differentiating cancer stages. This underscores the importance of utilizing MRI and machine learning algorithms to enhance the diagnosis and individualization of treatment for this disease.

研究目的本研究旨在开发并验证一种利用机器学习预测乳腺癌治疗效果和分期的多参数磁共振成像模型:研究对象包括 400 名确诊为乳腺癌的女性患者,其中 200 人被分配到对照组和实验组,于 2017-2023 年期间在中国深圳接受检查。本研究属于回顾性研究。研究采用多参数磁共振成像技术提取肿瘤大小、血流和新陈代谢的相关数据:该模型的准确率很高,预测治疗结果的准确率为 92%,灵敏度为 88%,特异性为 95%。该模型有效地对乳腺癌进行了分期:I期,38%(P = 0.027);II期,72%(P = 0.014);III期,50%(P = 0.032);IV期,45%(P = 0.041):结论:利用多参数磁共振成像和机器学习开发的模型在预测治疗效果和乳腺癌分期方面具有很高的准确性。这些研究结果肯定了该模型在加强治疗策略和个性化治疗乳腺癌患者方面的潜力。我们的研究提出了一种创新的乳腺癌诊断和治疗方法,将核磁共振成像数据与机器学习算法相结合。我们证明,所开发的模型在预测治疗效果和区分癌症分期方面具有很高的准确性。这凸显了利用核磁共振成像和机器学习算法加强该疾病诊断和个体化治疗的重要性。
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引用次数: 0
期刊
European Journal of Cancer Prevention
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