mammography

乳房 X 线照相术
  • 文章类型: Journal Article
    目的:乳房X线照相术和MRI筛查通常以组合或交替顺序进行。我们比较了多模态筛查性能,说明了乳房X线照相术和MRI的相对时间以及重叠的随访期。
    方法:我们确定了2005-2017年在乳腺癌监测联盟中进行的8,260次筛查乳房X线照片。在+/-90天(联合筛查)或91-270天(交替筛查)内与筛查MRI配对。联合筛查的性能[每1000次检查的癌症检出率(CDR)和敏感性]通过每种模式的一年随访计算。并在单一随访期内将两种测试视为单一测试。对每种方式进行为期一年的随访,并且如果在一年内(截断的随访),则在下一次筛查结束时计算交替筛查性能。
    结果:对于3,810对组合筛选,作为单独的测试,每1000个筛查的CDR为6.8(95CI:4.6-10.0),MRI为12.3(95CI:9.3-16.4),而作为单一组合测试的CDR为13.1(95CI:10.0-17.3)。对于乳房X线照相术,每种测试的敏感性为48.1%(35.0%-61.5%),对于MRI,敏感性为79.7%(95CI:67.7-88.0%),而对于联合筛查,敏感性为96.2%(95CI:85.9-99.0%)。对于4,450个交替的筛选对,每1000个筛查的乳腺X线摄影CDR从3.6(95CI:2.2-5.9)变为0,随访时间被截断;灵敏度无法计算(分母=0).每1000个屏幕的MRICDR从12.1(95CI9.3-15.8)变为11.7(95CI:8.9-15.3),随访时间被截断;灵敏度从75.0%(95CI63.8-83.6%)变为86.7%(95CI75.5-93.2%)。
    结论:更新审核方法以考虑组合和交替的筛查顺序,并解决重叠随访期引起的结果归因问题,可以提高多模式筛查绩效评估的准确性。
    OBJECTIVE: Mammography and MRI screening typically occur in combination or in alternating sequence. We compared multimodality screening performance accounting for the relative timing of mammography and MRI and overlapping follow-up periods.
    METHODS: We identified 8,260 screening mammograms performed 2005-2017 in the Breast Cancer Surveillance Consortium, paired with screening MRIs within +/- 90 days (combined screening) or 91-270 days (alternating screening). Performance for combined screening [cancer detection rate (CDR) per 1000 examinations and sensitivity] was calculated with one-year follow-up for each modality, and with a single follow-up period treating the two tests as a single test. Alternating screening performance was calculated with one-year follow-up for each modality and also with follow-up ending at the next screen if within one year (truncated follow-up).
    RESULTS: For 3,810 combined screening pairs, CDR per 1000 screens was 6.8 (95%CI: 4.6-10.0) for mammography and 12.3 (95%CI: 9.3-16.4) for MRI as separate tests compared to 13.1 (95%CI: 10.0-17.3) as a single combined test. Sensitivity of each test was 48.1% (35.0%-61.5%) for mammography and 79.7% (95%CI: 67.7-88.0%) for MRI compared to 96.2% (95%CI: 85.9-99.0%) for combined screening. For 4,450 alternating screening pairs, mammography CDR per 1000 screens changed from 3.6 (95%CI: 2.2-5.9) to zero with truncated follow-up; sensitivity was incalculable (denominator=0). MRI CDR per 1000 screens changed from 12.1 (95%CI 9.3-15.8) to 11.7 (95%CI: 8.9-15.3) with truncated follow-up; sensitivity changed from 75.0% (95%CI 63.8-83.6%) to 86.7% (95%CI 75.5-93.2%).
    CONCLUSIONS: Updating auditing approaches to account for combined and alternating screening sequencing and to address outcome attribution issues arising from overlapping follow-up periods can improve the accuracy of multimodality screening performance evaluation.
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  • 文章类型: Journal Article
    目的:我们最近证明,屏幕检测的浸润性乳腺癌比非屏幕检测的更有利的肿瘤特征。该研究的目的是分析筛查和非筛查的乳腺癌患者在诊断时的年龄差异。有或没有调整肿瘤(T)和淋巴结(N)状态,在全国范围内,利用登记数据的基于人群的乳房X光检查筛查计划。
    方法:2008-2017年的数据来自国家乳腺癌质量登记册。多变量逻辑回归分析用于估计筛查和非筛查乳腺癌之间治疗差异的比值比和95%置信区间。
    结果:在46,481名被诊断为浸润性乳腺癌的女性中,年龄在40-74岁之间,并被邀请进行乳房X线摄影筛查,观察到治疗存在显着差异。与乳房切除术相比,屏幕检测到的病例显示部分乳房切除术的可能性更高,内分泌治疗,和放射治疗,而与未筛查的病例相比,化疗和抗体治疗的可能性较小.然而,当调整手术类型时,屏幕检测的病例显示放疗的可能性较低。诊断年龄显著影响治疗优势比,除了放疗外,所有治疗方法都观察到了相互作用。差异随着年龄的增长而增加,除了内分泌治疗.根据手术类型调整的放射疗法未显示与年龄相关的相互作用。调整T和N不会改变这些模式。
    结论:一般来说,屏幕检测到的病例接受了较少的积极治疗,比如乳房切除术,化疗,和抗体疗法,与非屏幕检测到的病例相比。差异随着年龄的增长而增加,除了内分泌治疗和放疗调整手术。在调整T和N后,差异仍然存在,这表明这些因素不能完全解释结果。
    OBJECTIVE: We have recently demonstrated that screen-detected invasive breast cancers had more favourable tumour characteristics than non-screen-detected. The objective of the study was to analyse differences in breast cancer treatment between screen-detected and non-screen-detected cases by age at diagnosis, with and without adjustment for tumour (T) and nodal (N) status, within a nationwide, population-based mammography screening programme utilising register data.
    METHODS: Data spanning 2008-2017 were collected from the National Quality Register for Breast Cancer. Multivariable logistic regression analysis was used to estimate odds ratios and 95% confidence intervals for treatment disparities between screen-detected and non-screen-detected breast cancer.
    RESULTS: Among 46,481 women diagnosed with invasive breast cancer aged 40-74 and invited for mammography screening, significant differences in treatment were observed. Screen-detected cases showed higher likelihoods of partial mastectomy compared to mastectomy, endocrine therapy, and radiotherapy, whereas chemotherapy and antibody therapy were less likely compared to non-screen-detected cases. However, when adjusting for surgery type, screen-detected cases showed lower likelihoods of radiotherapy. Age at diagnosis significantly influenced treatment odds ratios, with interactions observed for all treatments except radiotherapy adjusted for surgery. Differences increased with age, except for endocrine therapy. Radiotherapy adjusted for surgery type showed no age-related interaction. Adjusting for T and N did not alter these patterns.
    CONCLUSIONS: In general, screen-detected cases received less aggressive treatment, such as mastectomy, chemotherapy, and antibody therapy, compared to non-screen-detected cases. Disparities increased with age, except for endocrine therapy and radiotherapy adjusted for surgery. Differences persisted after adjusting for T and N, suggesting that these factors cannot solely explain the results.
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  • 文章类型: Journal Article
    目的:有乳腺癌个人病史的女性,其后续乳腺恶性肿瘤的风险增加,并且可能受益于比常规乳腺X线照相术(MG)更敏感的监测。我们先前报告了使用对比增强乳房X线照相术(CEM)的首次监测发作的结果,表现出更高的敏感性和与MG相当的特异性。我们现在报告后续监测的CEM性能。
    方法:对澳大利亚一家医院的1,190名妇女进行回顾性研究,该研究在2016年6月至2022年12月期间进行了初步CEM监测后进行了年度监测。结果指标是召回率,癌症检出率,对比对回忆的贡献,假阳性率,间隔癌症率和监测检测和间隔癌症的特征。
    结果:分析了2,592次事件监测事件,其中93%涉及基于对比的成像。在116次(4.5%)召回事件中,40/116(34%)召回是恶性的(27个浸润性;13个导管原位癌),每1000次监测发作总计15.4例癌症。55/116(47%)的召回是针对对比的,包括17/40(43%)的真阳性召回。对比剂召回和其他诊断的肿瘤特征相似。8/9(89%)的造影剂侵入性召回是2-3级,5/9(56%)是三阴性乳腺癌。有两种有症状的间期癌症(每1000次监测发作0.8次,程序灵敏度96%)。
    结论:在监测女性PHBC中常规使用CEM导致临床上有意义的恶性病变的检测增加,与以前发表的系列相比,间隔期癌症发生率较低。与乳房X光检查相比,对比增强乳房X线照相术提高了PHBC女性监测方案的敏感性.
    OBJECTIVE: Women with a personal history of breast cancer have an increased risk of subsequent breast malignancy and may benefit from more sensitive surveillance than conventional mammography (MG). We previously reported outcomes for first surveillance episode using contrast-enhanced mammography (CEM), demonstrating higher sensitivity and comparable specificity to MG. We now report CEM performance for subsequent surveillance.
    METHODS: A retrospective study of 1,190 women in an Australian hospital setting undergoing annual surveillance following initial surveillance CEM between June 2016 and December 2022. Outcome measures were recall rate, cancer detection rate, contribution of contrast to recalls, false positive rate, interval cancer rate and characteristics of surveillance detected and interval cancers.
    RESULTS: 2,592 incident surveillance episodes were analysed, of which 93% involved contrast-based imaging. Of 116 (4.5%) recall episodes, 40/116 (34%) recalls were malignant (27 invasive; 13 ductal carcinoma in situ), totalling 15.4 cancers per 1000 surveillance episodes. 55/116 (47%) recalls were contrast-directed including 17/40 (43%) true positive recalls. Tumour features were similar for contrast-directed recalls and other diagnoses. 8/9 (89%) of contrast-directed invasive recalls were Grade 2-3, and 5/9 (56%) were triple negative breast cancers. There were two symptomatic interval cancers (0.8 per 1000 surveillance episodes, program sensitivity 96%).
    CONCLUSIONS: Routine use of CEM in surveillance of women with PHBC led to an increase in the detection of clinically significant malignant lesions, with a low interval cancer rate compared to previous published series. Compared to mammographic surveillance, contrast-enhanced mammography increases the sensitivity of surveillance programs for women with PHBC.
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  • 文章类型: Journal Article
    筛查是乳腺癌早期检测计划的关键组成部分,可以大大降低相关死亡率。这项研究的目的是确定40岁以上女性的乳腺癌筛查行为模式和相关因素。在这项描述性分析的横断面研究中,372名40岁以上的妇女访问大不里士的保健中心,伊朗,2023年采用整群抽样方式纳入.使用社会人口统计学特征问卷收集数据,乳腺癌感知量表,伊朗成年人健康素养量表,和乳腺癌筛查行为检查表。获得的数据在SPSS版本16中使用描述性统计进行分析(频率,百分比,意思是,和标准偏差)和推断统计(单变量和多变量逻辑回归分析)。总的来说,所有参与者中有68.3%进行了乳房自我检查(BSE)(9.9%定期,每月一次),60.2%接受了临床乳房检查(CBE)(8.9%定期,每年两次),51.3%接受了乳房X光检查(12.3%定期,每年一次),36.2%接受了超声检查(3.8%定期,每年两次)。研究结果还表明,患有良性乳腺疾病的女性更容易接受CBE(OR=8.49;95%CI2.55至28.21;P<0.001),乳房X线摄影(OR=8.84;95%CI2.98至10;P<0.001),和超声检查(OR=18.84;95%CI为6.40至53.33;P<0.001)。具有低和中度乳腺癌感知得分的参与者比具有高乳腺癌感知得分的女性更有可能进行BSE检查(OR=2.20;95%CI1.21至4.00;P=0.009),并且具有良性乳腺疾病病史的女性比其他人更有可能进行筛查行为(OR=2.47;95%CI1.27至4.80;P=0.008)。与≥60岁的女性相比,年龄在50至59岁之间的女性更有可能接受乳房X线摄影(OR=2.33;95%CI1.29至4.77;P=0.008)和CBE(OR=2.40;95%CI1.347至4.20;P=0.003)。鉴于女性定期乳腺癌筛查的参与率较低,建议医疗保健提供者在其培训计划中强调需要在指定的间隔进行筛查。此外,建议卫生当局使用提醒系统提醒女性,尤其是那些40岁以上的人,乳房筛查的最佳时间。此外,医疗保健提供者必须寻求提高乳腺癌知识,态度,以及对访问健康中心的女性的看法,这是与普通人群医疗保健系统接触的第一级。
    Screening is a key component of breast cancer early detection programs that can considerably reduce relevant mortality rates. The purpose of this study was to determine the breast cancer screening behavioral patterns and associated factors in women over 40 years of age. In this descriptive‑analytical cross‑sectional study, 372 over 40 years of age women visiting health centers in Tabriz, Iran, in 2023 were enrolled using cluster sampling. The data were collected using the sociodemographic characteristics questionnaire, breast cancer perception scale, health literacy for Iranian adults scale, and the Breast Cancer Screening Behavior Checklist. The obtained data were analyzed in SPSS version 16 using descriptive statistics (frequency, percentage, mean, and standard deviation) and inferential statistics (univariate and multivariate logistic regression analyses). In total, 68.3% of all participants performed breast self‑examination (BSE) (9.9% regularly, once per month), 60.2% underwent clinical breast examination (CBE) (8.9% regularly, twice per year), 51.3% underwent mammography (12.3% regularly, once per year), and 36.2% underwent sonography (3.8% regularly, twice per year). The findings also showed that women with benign breast diseases were more likely to undergo CBE (OR = 8.49; 95% CI 2.55 to 28.21; P < 0.001), mammography (OR = 8.84; 95% CI 2.98 to 10; P < 0.001), and sonography (OR = 18.84; 95% CI 6.40 to 53.33; P < 0.001) than others. Participants with low and moderate breast cancer perception scores were more likely to perform BSE than women with high breast cancer perception scores (OR = 2.20; 95% CI 1.21 to 4.00; P = 0.009) and women who had a history of benign breast disease were more likely to perform screening behaviors than others (OR = 2.47; 95% CI 1.27 to 4.80; P = 0.008). Women between the ages of 50 and 59 were more likely to undergo mammography (OR = 2.33; 95% CI 1.29 to 4.77; P = 0.008) and CBE (OR = 2.40; 95% CI 1.347 to 4.20; P = 0.003) than those ≥ 60 years. Given the low participation of women in regular breast cancer screening, it is suggested that health care providers highlight the need for screening at the specified intervals in their training programs. In addition, health authorities are recommended to use reminder systems to remind women, especially those over 40 years of age, of the best time for breast screening. Moreover, health care providers must seek to improve breast cancer knowledge, attitudes, and perceptions of women who visit health centers, which are the first level of contact with the healthcare system for the general population.
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  • 文章类型: Journal Article
    背景:性别确认睾酮治疗(TT)对乳腺癌风险的影响尚不清楚。这项研究调查了跨男性个体(TMI)中TT与乳腺组织组成和乳腺组织密度之间的关联。
    方法:在2013年至2019年期间接受胸部轮廓手术的444个TMI中,病理学家在425个TMI中评估了乳腺组织组成(小叶萎缩和基质组成的类别),并使用我们的自动化深度学习算法(百分比上皮,%纤维基质,和%脂肪)。444个TMI中有42个在手术前进行了乳房X线照相术,放射科医生读取了它们的乳腺组织密度。乳房X线摄影数字文件,适用于25/42TMI,使用LIBRA软件进行分析以获得百分比密度,绝对密集区域,和绝对非密集区域。线性回归用于描述TT使用持续时间与乳腺组织组成或乳腺组织密度测量值之间的关联。同时调整潜在的混杂因素。还进行了按体重指数分层的分析。
    结果:长期使用TT与小叶萎缩程度增加有关(p<0.001),但与纤维含量无关(p=0.82)。每6个月的TT与上皮(exp(β)=0.97,95%CI0.95,0.98,调整p=0.005)和纤维基质(exp(β)=0.99,95%CI0.98,1.00,调整p=0.05)的数量减少有关,但不是脂肪(exp(β)=1.01,95CI0.98,1.05,adjp=0.39)。在超重/肥胖TMI中,TT对乳腺上皮的影响减弱(exp(β)=0.98,95%CI0.95,1.01,adjp=0.14)。比较TT用户和非用户时,TT使用者的上皮减少了28%(exp(β)=0.72,95%CI0.58,0.90,adjp=0.003)。TT与放射科医师的乳腺密度评估(p=0.58)或LIBRA测量值(p>0.05)无相关性。
    结论:TT减少乳腺上皮,但这种效应在超重/肥胖TMI中减弱。TT有可能影响TMI的乳腺癌风险。需要进一步的研究来阐明TT对乳腺密度和乳腺癌风险的影响。
    BACKGROUND: The effect of gender-affirming testosterone therapy (TT) on breast cancer risk is unclear. This study investigated the association between TT and breast tissue composition and breast tissue density in trans masculine individuals (TMIs).
    METHODS: Of the 444 TMIs who underwent chest-contouring surgeries between 2013 and 2019, breast tissue composition was assessed in 425 TMIs by the pathologists (categories of lobular atrophy and stromal composition) and using our automated deep-learning algorithm (% epithelium, % fibrous stroma, and % fat). Forty-two out of 444 TMIs had mammography prior to surgery and their breast tissue density was read by a radiologist. Mammography digital files, available for 25/42 TMIs, were analyzed using the LIBRA software to obtain percent density, absolute dense area, and absolute non-dense area. Linear regression was used to describe the associations between duration of TT use and breast tissue composition or breast tissue density measures, while adjusting for potential confounders. Analyses stratified by body mass index were also conducted.
    RESULTS: Longer duration of TT use was associated with increasing degrees of lobular atrophy (p < 0.001) but not fibrous content (p = 0.82). Every 6 months of TT was associated with decreasing amounts of epithelium (exp(β) = 0.97, 95% CI 0.95,0.98, adj p = 0.005) and fibrous stroma (exp(β) = 0.99, 95% CI 0.98,1.00, adj p = 0.05), but not fat (exp(β) = 1.01, 95%CI 0.98,1.05, adj p = 0.39). The effect of TT on breast epithelium was attenuated in overweight/obese TMIs (exp(β) = 0.98, 95% CI 0.95,1.01, adj p = 0.14). When comparing TT users versus non-users, TT users had 28% less epithelium (exp(β) = 0.72, 95% CI 0.58,0.90, adj p = 0.003). There was no association between TT and radiologist\'s breast density assessment (p = 0.58) or LIBRA measurements (p > 0.05).
    CONCLUSIONS: TT decreases breast epithelium, but this effect is attenuated in overweight/obese TMIs. TT has the potential to affect the breast cancer risk of TMIs. Further studies are warranted to elucidate the effect of TT on breast density and breast cancer risk.
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  • 文章类型: Journal Article
    介绍乳腺癌筛查的差异导致了LindaFenner3D移动乳房X线摄影中心(LFMMC)的创建,成功地增加了对迈阿密戴德没有保险的女性的筛查。然而,发现不确定的乳房X线照片(乳腺成像报告和数据系统(BI-RADS)0)的发生率高于预期,这可能会导致不必要的程序,压力,成本,和辐射。方法在这项回顾性横断面研究中,我们分析了来自Miami-Dade的3,044名年龄超过40岁(如果乳腺癌家族史阳性,则年龄较小)的无乳腺症状或乳腺癌病史的未参保女性的数据.妇女的人口特征,主要语言,体重指数(BMI),使用激素替代疗法和节育,良性活检史,乳房手术,家族乳腺癌,和绝经状态被评估为不确定的(BI-RADS0)筛查乳房X线照片结果的潜在危险因素.使用多变量逻辑回归分析来评估相关性。结果女性平均年龄为51岁(SD=9);59%为白人,30%是非洲裔美国人。BI-RADS0的总频率为35%。对于年轻的女性,BI-RADS0的几率更高,单身,绝经前,有良性活检史.相反,肥胖和乳房种植史降低了BI-RADS的几率为0.结论我们在LFMMC样品中发现了较高的BI-RADS0频率。潜在的原因包括患乳腺癌的风险较高或筛查的女性样本较年轻。未来的研究应该探索放射科医生为年轻女性分配BI-RADS0结果和测试替代筛查策略的推理。
    Introduction Disparities in access to breast cancer screening led to the creation of the Linda Fenner 3D Mobile Mammography Center (LFMMC), successfully increasing screening for uninsured women in Miami-Dade. However, a higher-than-expected rate of inconclusive mammograms (Breast Imaging-Reporting and Data System (BI-RADS) 0) was found, which could lead to unnecessary procedures, stress, costs, and radiation. Methods In this retrospective cross-sectional study, we analyzed data from 3,044 uninsured women aged over 40 (younger if positive family history of breast cancer) from Miami-Dade without breast symptoms or breast cancer history. Women\'s demographic characteristics, primary language spoken, body mass index (BMI), use of hormone replacement therapy and birth control, history of benign biopsy, breast surgery, family breast cancer, and menopausal status were assessed as potential risk factors for an inconclusive (BI-RADS 0) screening mammogram result. Multivariable logistic regression analyses were used to evaluate associations. Results The average age of women was 51 years (SD = 9); 59% were White, and 30% were African American. The overall frequency of BI-RADS 0 was 35%. Higher odds of BI-RADS 0 were found for women who were younger, single, premenopausal, and with benign biopsy history. Conversely, obesity and breast implant history decreased the odds of BI-RADS 0. Conclusion We found a high frequency of BI-RADS 0 in the LFMMC sample. Potential reasons include a higher risk for breast cancer or a younger sample of women screened. Future research should explore radiologists\' reasoning for assigning BI-RADS 0 results and testing alternative screening strategies for younger women.
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  • 文章类型: Journal Article
    目的:分享第一批ACR乳房X线摄影定位改进协作的经验和结果,其中参与点的目标是将符合既定定位标准的筛查乳房X线照片的平均百分比提高到85%或更高,并且在改进计划结束时在每个点显示至少适度的改进证据.
    方法:根据当地领导支持的强度,选择了第一批合作组织的站点,组织内部关系,访问数据和分析支持,并有质量改进(QI)计划的经验。在改进计划中,参与的网站组织了他们的团队,制定目标,收集的数据,评估了他们的当前状态,确定了问题的关键驱动因素和根本原因,并开发和测试了干预措施。还建立了标准化的图像质量评分系统。在每个站点实施的干预措施的影响是通过跟踪一段时间内满足总体通过标准的筛查乳房X线照片的百分比来评估的。
    结果:选择了六个组织作为第一个队列,从参与改进计划开始。在该计划期间在每个站点开发和实施的干预措施使每周符合总体通过标准的筛查乳房X线照片的平均百分比从51%提高到86%。到改进计划结束时,六个站点中的四个达到或超过目标的平均绩效为85%。之后,计划后调查的所有受访者都表示该计划是积极的体验。
    结论:在学习网络框架内使用结构化的改进计划,Collaborative的第一批证明,可以同时在多个部位实现乳房X线照相术定位性能的改善,并验证了本地站点共享经验的假设,见解,学习不仅可以提高绩效,还可以建立一个由改进者组成的社区,合作为技术人员创造最佳体验,工作人员,和病人。
    OBJECTIVE: To share the experience and results of the first cohort of the ACR Mammography Positioning Improvement Collaborative, in which participating sites aimed to increase the mean percentage of screening mammograms meeting the established positioning criteria to 85% or greater and show at least modest evidence of improvement at each site by the end of the improvement program.
    METHODS: The sites comprising the first cohort of the Collaborative were selected on the basis of strength of local leadership support, intra-organizational relationships, access to data and analytic support, and experience with quality improvement (QI) initiatives. During the improvement program, participating sites organized their teams, developed goals, gathered data, evaluated their current state, identified key drivers and root causes of their problems, and developed and tested interventions. A standardized image quality scoring system was also established. The impact of the interventions implemented at each site was assessed by tracking the percentage of screening mammograms meeting overall passing criteria over time.
    RESULTS: Six organizations were selected to participate as the first cohort, beginning with participation in the improvement program. Interventions developed and implemented at each site during the program resulted in improvement in the average percentage of screening mammograms meeting overall passing criteria per week from a collaborative mean of 51% to 86%, with four of six sites meeting or exceeding the target mean performance of 85% by the end of the improvement program. Afterwards, all respondents to the post-program survey indicated that the program was a positive experience.
    CONCLUSIONS: Using a structured improvement program within a learning network framework, the first cohort of the Collaborative demonstrated that improvement in mammography positioning performance can be achieved at multiple sites simultaneously, and validated the hypothesis that local sites\' shared experiences, insights, and learnings would not only improve performance but would also build a community of improvers collaborating to create the best experience for technologists, staff, and patients.
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  • 文章类型: Journal Article
    评估二进制诊断测试的性能,包括人工智能分类算法,涉及测量灵敏度,特异性,正预测值,和阴性预测值。特别是在比较应用于同一组患者的两种诊断测试的性能时,这些指标对于识别更准确的测试至关重要。然而,比较预测值提出了统计挑战,因为它们的分母取决于测试结果,不同于敏感性和特异性的比较。本文回顾了现有的比较预测值的方法,并提出了使用置换检验。置换测试是直观的,适用于小样本数据集的非参数方法。我们使用来自MRI的数据集以及乳房X线照相术和超声的组合模式来证明每种方法诊断乳腺癌。
    Evaluating the performance of a binary diagnostic test, including artificial intelligence classification algorithms, involves measuring sensitivity, specificity, positive predictive value, and negative predictive value. Particularly when comparing the performance of two diagnostic tests applied on the same set of patients, these metrics are crucial for identifying the more accurate test. However, comparing predictive values presents statistical challenges because their denominators depend on the test outcomes, unlike the comparison of sensitivities and specificities. This paper reviews existing methods for comparing predictive values and proposes using the permutation test. The permutation test is an intuitive, non-parametric method suitable for datasets with small sample sizes. We demonstrate each method using a dataset from MRI and combined modality of mammography and ultrasound in diagnosing breast cancer.
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  • 文章类型: Journal Article
    目的/背景乳腺白血病(BL)是一种罕见的乳腺恶性肿瘤,其治疗方法与其他恶性肿瘤不同。然而,它很容易与其他条件混淆;因此,如何准确诊断至关重要。我们回顾性分析了13例患者的影像学表现,以提供诊断参考。方法回顾性分析2015年1月至2023年4月在北京大学人民医院行影像学检查的13例经活检证实的BL患者的临床资料。通过超声(US)获得的成像结果,乳房X线摄影(MMG),磁共振成像(MRI),和正电子发射断层扫描/计算机断层扫描(PET/CT)进行了分析,并比较了这些方法诊断BL的检出率。结果13例患者共检出29个病灶。这些患者在白血病治疗后几个月出现明显的肿块或乳房肿胀,主要涉及双侧乳房。对13例患者进行了超声检查,并检测到所有病变。大多数已确定的肿块是低回声的,边界不清,不规则形状,后回声没有增强,没有充足的血液流动。对五名患者进行了MMG,露出的乳房肿块,建筑扭曲,也没有异常.对四名患者进行了MRI检查,并检测到所有病变;大多数病变在T1加权成像上为低信号,在T2加权成像和弥散加权成像上为高强度,具有降低的表观扩散系数和不均匀增强。增强曲线主要为流入模式。4例患者行PET/CT检查,2例患者出现代谢亢进,另外两个没有明显的放射性吸收。结论与MMG和PET/CT相比,US和MRI具有较高的检出率。此外,与MRI相比,美国便宜,方便高效;因此,应该是诊断BL的首选.
    Aims/Background Breast leukaemia (BL) is a rare breast malignancy that is treated differently from other malignant conditions. However, it is easily confused with other conditions; therefore, how to accurately diagnose is crucial. We retrospectively analysed the imaging findings of 13 patients to provide a diagnostic reference. Methods From January 2015 to April 2023, 13 patients with BL confirmed by biopsy who underwent imaging in Peking University People\'s hospital were retrospectively analysed. The imaging findings obtained via ultrasound (US), mammography (MMG), magnetic resonance imaging (MRI), and positron emission tomography/computed tomography (PET/CT) were analysed, and the detection rates of these methods for diagnosing BL were compared. Results Twenty-nine lesions were detected in the 13 patients. These patients presented with palpable masses or breast swelling several months after treatment for leukaemia, mainly involving the bilateral breasts. Ultrasonography was performed for 13 patients, and all lesions were detected. Most of the identified masses were hypoechoic and had indistinct boundaries, irregular shapes, no enhancement of the posterior echo, and no abundant blood flow. MMG was performed for five patients, revealing breast masses, architectural distortion, and no abnormalities. MRI was performed for four patients, and all lesions were detected; most of the lesions were hypointense on T1-weighted imaging and hyperintense on T2-weighted imaging and diffusion-weighted imaging, with a decreased apparent diffusion coefficient and inhomogeneous enhancement. The enhancement curves were mostly inflow patterns. PET/CT was performed for four patients; two patients had hypermetabolism, and the other two had no obvious radioactive uptake. Conclusion Compared to MMG and PET/CT, US and MRI have higher detection rates. Furthermore, compared to MRI, US is inexpensive, convenient and efficient; therefore, it should be the first choice for diagnosing BL.
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  • 文章类型: Journal Article
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