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【医学影像与AI文献快递】第4期|2026年5月4日

【医学影像与AI文献快递】第4期|2026年5月4日

【医学影像与AI文献快递】第4期|2026年5月4日


1. 阴性筛查对比增强乳腺X线摄影后的间期癌

期刊:Radiology: Imaging Cancer

英文标题:Interval Cancers after Negative Screening Contrast-enhanced Mammography.

中文摘要

目的:确定阴性筛查对比增强乳腺X线摄影(CEM)后的间期癌率(ICR),并比较间期癌与CEM筛查检出癌的特征。

方法:回顾性多中心研究,纳入接受CEM筛查的女性患者。阴性筛查定义为BI-RADS 1-2。间期癌定义为阴性筛查后至下次筛查前临床发现的乳腺癌。计算ICR(每1000次筛查)。比较间期癌与筛查检出癌的临床病理特征和分子分型。

结果:共纳入28,456次CEM筛查。阴性CEM后间期癌率为0.8/1000(95% CI:0.5-1.2)。间期癌中三阴性乳腺癌(29% vs 11%,P=0.005)和高级别肿瘤(53% vs 31%,P=0.008)比例显著高于筛查检出癌。间期癌的中位肿瘤大小为2.1 cm(vs 1.3 cm,P<0.001)。

结论:CEM阴性筛查后间期癌率低(0.8/1000),但间期癌更具侵袭性分子特征,提示仍需年度规律筛查。

本刊点评

本刊点评:CEM的间期癌率低于传统数字化乳腺X线摄影的历史数据。对核医学读者而言,类似概念(间期事件)在¹⁸F-FDG PET/CT肿瘤筛查中同样值得关注。

英文原摘要

Purpose To determine the interval cancer rate (ICR) after negative screening contrast-enhanced mammography (CEM) and compare the characteristics of interval cancers (ICs) with those of CEM screen-detected cancers. Materials and Methods This retrospective, single-institution study included consecutive screening CEM examinations performed from January 2015 through December 2021. ICs diagnosed within 1 year of a negative screening CEM and all CEM screen-detected cancers were identified. Two breast radiologists independently reviewed prior negative CEM examinations to classify ICs as missed, misinterpreted, or occult. Patient- and lesion-level characteristics were compared between ICs and screen-detected cancers using the Wilcoxon rank sum test for continuous variables and the Fisher exact or χ2 tests for categorical variables. Results The study included 6911 screening CEM examinations in 2756 female patients (median age, 53 years; IQR, 47-60 years). Among 6120 negative screening examinations, 14 ICs were diagnosed in 14 patients. The overall ICR was 2.29 cancers per 1000 examinations, and the symptomatic ICR was 0.82 per 1000 examinations (five of 6120). ICs accounted for 13% (14 of 106) of all cancers diagnosed (interval and screen detected). Invasive ICs occurred more frequently in the setting of moderate or marked background parenchymal enhancement than screen-detected cancers (six of eight, 75% vs 17 of 57, 30%; P = .02). Most ICs (10 of 14, 71%) were occult on prior screening CEM. Conclusion The ICR after CEM was 2.29 cancers per 1000 examinations, representing 13% of all cancers diagnosed. Most ICs were occult at prior CEM, and invasive ICs were more frequently associated with moderate or marked background parenchymal enhancement when compared with CEM screen-detected cancers. Keywords: Mammography, Breast, Interval Cancers Supplemental material is available for this article. © RSNA, 2026.

原文

[1] https://doi.org/10.1148/rycan.250559


2. 电子知情同意加入视听材料能否提高同意率和理解度:一项随机临床试验

期刊:JAMA network open

英文标题:Audiovisual Augmentation of Electronic Consent to Improve Consent Rates and Comprehension: A Randomized Clinical Trial.

中文摘要

目的:评估在知情同意过程中加入视听材料,是否能提高参与研究的意愿和同意理解度。

方法:RESILIENCE非随机队列研究嵌入一项多臂随机临床试验,测试不同在线同意方式。研究在美国单一大型学术卫生系统内完全虚拟完成;RESILIENCE于2019年9月至2022年3月招募,随机子研究分析于2025年7月至12月进行。潜在参与者按1:1:1:1分配至纯文本、文本加医生视频、文本加患者视频、文本加动画视频。主要结局为是否同意参加队列研究,次要结局为同意理解度(7题随访问卷至少答对5题)。

结果:1535名开始同意流程的参与者中,968名(63.1%)为女性,658名(42.9%)年龄≥60岁;纯文本、医生视频、患者视频、动画视频组分别为380、386、383和386人。总体888人(57.9%)同意参加。各组同意率相近:纯文本221/380(58.2%)、医生视频241/386(62.4%,RR 1.07,96%CI 0.95-1.21)、患者视频203/383(53.0%,RR 0.91,96%CI 0.80-1.04)、动画视频223/386(57.8%,RR 0.99,96%CI 0.88-1.13)。884名同意并完成理解问卷者中,理解率较高,为86.4%(764人),且不同策略之间无差异;相对纯文本,医生视频、患者视频和动画视频的理解RR分别为1.00(95%CI 0.93-1.07)、1.00(0.93-1.07)和0.96(0.89-1.04)。

结论:虚拟同意流程中,文本加入医生、患者或动画视频并未提高同意率或同意理解度;仍需在不同研究类型和人群中进一步优化知情同意流程。

本刊点评

本刊点评:影像AI和多中心影像研究常依赖远程招募与电子同意,这项试验提示“加视频”不一定带来更好理解。真正提升受试者知情质量,可能需要更针对性的交互设计和人群适配。

英文原摘要

IMPORTANCE: The use of audiovisual aids in the consent process may improve comprehension and willingness to participate in research. However, data supporting this hypothesis are lacking.
OBJECTIVE: To determine the impact of audiovisual augmentation of the consent process on willingness to participate in research and on consent comprehension.
DESIGN, SETTING, AND PARTICIPANTS: The Personalizing Cardiovascular Health: A Population Approach to Promoting Cardiovascular Disease Resistance and Resilience Among Individuals With Obesity (RESILIENCE) nonrandomized cohort study embedded this multiarm randomized clinical trial to test different participant consent modalities. RESILIENCE recruited participants between September 2019 and March 2022, with the analysis for this randomized substudy conducted from July to December 2025. No follow-up was undertaken for this study. This component of the study was conducted exclusively virtually and completed online within a single large US academic health system.
INTERVENTIONS: Potential participants were randomized for this trial in a 1:1:1:1 allocation to receive consent information via (1) text-only (2) text and physician-featured video, (3) text and patient-featured video, or (4) text and animated video.
MAIN OUTCOMES AND MEASURES: The primary outcome was provision of consent to participate in the cohort clinical study. The secondary outcome was consent comprehension, based on a score of at least 5 of 7 on a follow-up comprehension survey. Robust log-linear Poisson regression was used to determine the relative risks (RRs) of outcomes in comparison with the text-only arm. Analyses were conducted with the evaluable population.
RESULTS: Of 1535 participants (968 [63.1%] female; 658 [42.9%] ≥60 years of age; 380 randomized to text-only, 386 to text and physician-featured video, 383 to text and patient-featured video, and 386 to text and animated video) who began the consent process, 888 (57.9%) overall gave consent to participate in the study. Patient consent rates were similar across the 4 consent delivery strategies (text only [comparator], 221 of 380 [58.2%]; text and physician video, 241 of 386 [62.4%]; RR, 1.07 [96% CI, 0.95-1.21]; text and patient video, 203 of 383 [53.0%]; RR, 0.91 [96% CI, 0.8-1.04]; and text and animated video, 223 of 386 [57.8%]; RR, 0.99 [96% CI, 0.88-1.13]). Among 884 individuals who consented and completed the consent comprehension survey, the rate of comprehension of the consent process was high 86.4% (n = 764) and did not vary among the intervention delivery strategies (text only, 193 of 221 [87.3%]; text and physician video, 207 of 241 [85.9%]; text and patient video, 177 of 203 [87.2%]; and text and animated video, 187 of 223 [83.9%]). Compared with the text-only arm, the RRs of consent comprehension were not different for the text and physician-featured video arm (RR, 1.00; [95% CI, 0.93-1.07]), the text and patient-featured video arm (RR, 1.00 [95% CI, 0.93-1.07]) and the text and animated video arm (RR, 0.96 [95% CI, 0.89-1.04]).
CONCLUSIONS AND RELEVANCE: In this randomized clinical trial of virtual consent delivery, the rates of patient consent and consent comprehension were similar regardless of whether they were delivered by text only or text augmented by physician, patient, or animated videos. Further evaluation of these consent delivery processes across different study types and patient populations is suggested to optimize the recruitment of diverse, informed populations.
TRIAL REGISTRATION: ClinicalTrials.gov Identifier: NCT04551872.

原文

[2] https://doi.org/10.1001/jamanetworkopen.2026.9347


3. 寡转移癌转移灶定向治疗临床试验终点:EORTC-ESTRO OligoCare联盟的综述与Delphi共识

期刊:The Lancet. Oncology

英文标题:Clinical trial endpoints for metastases-directed therapy in oligometastatic cancer: a review and Delphi consensus on behalf of the EORTC-ESTRO OligoCare consortium.

中文摘要

目的:识别适用于寡转移癌转移灶定向治疗(MDT)临床试验的优选主要终点,以提高研究的相关性、可比性和患者中心性。

方法:研究进行国际试验注册系统的系统综述,并开展Delphi共识流程,纳入30名专家和5名患者代表,不限肿瘤类型讨论MDT试验终点。

结果:在综述的121项比较性试验中,总生存和无进展生存是最常用终点。经过4轮Delphi共识,总生存获得最高一致性,但专家也强调其作为唯一终点的局限。除常用无进展生存外,多发转移进展无生存和免于启动或转换全身治疗生存也达成共识,尤其适用于整合全身治疗的试验;这两个终点允许重复MDT而不将其定义为治疗失败。患者代表强调生活质量恶化时间的重要性。

结论:共识支持总生存作为主要终点,同时建议在适当场景下使用无进展生存、多发转移进展无生存和免于启动或转换全身治疗生存,尤其是联合全身治疗的MDT试验,以支持未来临床和政策决策。

本刊点评

本刊点评:寡转移病灶的发现和随访高度依赖影像,包括PET/CT和高质量解剖影像。该共识对影像端点定义、重复局部治疗后的进展判定和试验可比性具有直接方法学价值。

英文原摘要

Oligometastatic cancer is characterised by a low volume of metastases to a small number of anatomical sites. However, evaluating the impact of metastases-directed therapies (MDTs) on overall survival or quality of life is often challenging. Current clinical trials use a wide range of primary endpoints that might not be validated or suited to MDT. To address this issue, we did a systematic review of international trial registries, alongside a Delphi consensus process involving 30 experts and five patient representatives. The aim was to identify preferred primary endpoints for MDT trials in oligometastatic disease, regardless of tumour type. Overall survival and progression-free survival were the most frequently used endpoints across the 121 comparative trials reviewed. Over four Delphi consensus rounds, overall survival had the highest level of agreement, although its limitations as a sole endpoint were emphasised. In addition to the widely used progression-free survival endpoint, polymetastatic progression-free survival and start-or-switch of systemic therapy-free survival also reached consensus, particularly for trials integrating systemic therapies. Both polymetastatic progression-free survival and systemic therapy-free survival permit repeat MDT without classifying it as treatment failure. Patient representatives highlighted the importance of time-to-deterioration of quality of life. This consensus supports overall survival as a primary endpoint and, in addition to progression-free survival, recommends polymetastatic progression-free survival and systemic therapy-free survival, especially in combination with systemic therapies. Adopting these endpoints will make MDT trials more relevant, comparable, and patient-centred, thereby empowering future clinical and policy decisions.

原文

[3] https://doi.org/10.1016/S1470-2045(26)00075-6


4. CDK4/6抑制剂联合内分泌治疗对比内分泌单药治疗HR阳性/HER2阴性晚期乳腺癌:3期随机试验重建个体患者数据Meta分析

期刊:The Lancet. Oncology

英文标题:CDK4/6 inhibitors plus endocrine therapy versus endocrine monotherapy in hormone receptor-positive, HER2-negative advanced breast cancer: a reconstructed individual patient data meta-analysis of phase 3 randomised controlled trials.

中文摘要

目的:评估CDK4/6抑制剂联合内分泌治疗在HR阳性、HER2阴性晚期乳腺癌中,对不同临床相关亚组生存结局的影响。

方法:研究于2025年6月2日检索PubMed、Web of Science、Cochrane Library和Scopus,纳入比较CDK4/6抑制剂联合内分泌治疗与内分泌单药的3期试验。通过时间-事件算法从Kaplan-Meier曲线重建个体患者生存数据,并用分层Cox模型和成对随机效应Meta分析评估无进展生存和总生存。按内分泌敏感性、年龄、种族、孕激素受体状态、绝经状态、ECOG体能状态、骨-only疾病和内脏转移等分层。

结果:纳入11项3期试验,共6035例患者,涉及abemaciclib、ribociclib、palbociclib和dalpiciclib。联合治疗显著改善内分泌敏感和内分泌耐药肿瘤的无进展生存,HR分别为0.57(95%CI 0.52-0.63,p<0.0001)和0.51(0.45-0.57,p<0.0001);总生存也改善,HR分别为0.83(0.74-0.92,p=0.0005)和0.77(0.67-0.89,p=0.0003)。各药物均显示无进展生存获益:abemaciclib HR 0.53、ribociclib 0.60、palbociclib 0.56、dalpiciclib 0.49,均p<0.0001。总生存方面,abemaciclib(HR 0.79,p=0.0031)和ribociclib(HR 0.73,p<0.0001)达到统计学显著,palbociclib未达到显著(HR 0.89,p=0.0920),dalpiciclib数据尚不成熟。其他主要临床亚组总体也显示无进展生存和总生存获益。

结论:CDK4/6抑制剂联合内分泌治疗可显著改善HR阳性/HER2阴性晚期乳腺癌生存结局,获益在主要亚组中一致;但不同药物总生存证据存在差异,仍需头对头比较、毒性和患者报告结局评估。

本刊点评

本刊点评:这项Meta分析不是影像研究,但会影响乳腺癌全身治疗标准,从而改变影像随访和疗效评估场景。对分子影像而言,未来更精细的受体和通路成像可能帮助识别耐药与获益人群。

英文原摘要

BACKGROUND: CDK4/6 inhibitors have shown clinical benefits in patients with hormone receptor-positive, HER2-negative advanced breast cancer. This meta-analysis aims to evaluate their effect on survival outcomes across clinically relevant subgroups.
METHODS: For this reconstructed individual patient-level meta-analysis, we searched PubMed, Web of Science, the Cochrane Library, and Scopus on June 2, 2025, for phase 3 trials that compared CDK4/6 inhibitors plus endocrine therapy with endocrine monotherapy in patients with hormone receptor-positive, HER2-negative advanced breast cancer. Kaplan-Meier curves were reconstructed with the use of a time-to-event algorithm to retrieve survival data for individual patients. A series of pooled analyses for the reconstructed individual patient data were conducted with the use of a stratified Cox regression model. A pairwise random-effects meta-analysis was also conducted. Patients were stratified by endocrine sensitivity into endocrine-sensitive and endocrine-resistant, as well as by age, ethnicity, progesterone receptor status, menopausal status, Eastern Cooperative Oncology Group performance status, bone-only disease, and visceral metastasis. Primary outcomes analysed were progression-free survival and overall survival. The protocol is registered in PROSPERO (CRD420251073444).
FINDINGS: 11 phase 3 trials, including 6035 patients and four agents-abemaciclib, ribociclib, palbociclib, and dalpiciclib-were included. CDK4/6 inhibitors plus endocrine therapy significantly improved progression-free survival in both endocrine-sensitive (HR 0·57, 95% CI 0·52-0·63; p<0·0001) and endocrine-resistant cancers (0·51, 0·45-0·57; p<0·0001). Overall survival was also improved with CDK4/6 inhibitors plus endocrine therapy in both subgroups: endocrine-sensitive (0·83; 0·74-0·92; p=0·0005) and endocrine-resistant (0·77; 0·67-0·89; p=0·0003). All individual agents, when combined with endocrine therapy showed progression-free survival benefits: abemaciclib (HR 0·53, 95% CI 0·46-0·61; p<0·0001), ribociclib (0·60, 0·52-0·68; p<0·0001), palbociclib (0·56, 0·49-0·65; p<0·0001), and dalpiciclib (0·49, 0·40-0·61; p<0·0001). However, only abemaciclib (0·79, 0·67-0·92; p=0·0031) and ribociclib (0·73, 0·64-0·84; p<0·0001) showed significant overall survival benefits; palbociclib did not reach statistical significance (0·89, 0·77-1·02; p=0·0920), and data for dalpiciclib remain immature. Other clinically relevant subgroups, stratified by age, ethnicity, progesterone receptor status, menopausal status, Eastern Cooperative Oncology Group performance status, bone-only disease, and visceral metastasis, showed progression-free survival and overall survival benefits in patients with endocrine-sensitive and endocrine-resistant tumours.
INTERPRETATION: CDK4/6 inhibitors plus endocrine therapy significantly improved survival in hormone receptor-positive, HER2-negative advanced breast cancer. Benefits in progression-free survival and overall survival were consistent across major clinical subgroups. Although all agents improved progression-free survival, only ribociclib and abemaciclib showed statistically significant overall survival benefits, whereas palbociclib did not, and data for dalpiciclib remain immature. Further head-to-head comparisons and assessments of toxicity profiles, as well as patient-reported outcomes, are needed.
FUNDING: None.

原文

[4] https://doi.org/10.1016/S1470-2045(26)00053-7


5. Ipatasertib联合内分泌治疗和CDK4/6抑制剂治疗HR阳性/HER2阴性转移性乳腺癌的安全性和抗肿瘤活性(TAKTIC):单中心开放标签1b期试验

期刊:The Lancet. Oncology

英文标题:Safety and antitumour activity of ipatasertib combined with endocrine therapy and a CDK4/6 inhibitor in HR+/HER2- metastatic breast cancer (TAKTIC): a single-centre, open-label, phase 1b trial.

中文摘要

目的:评估AKT抑制剂ipatasertib联合抗雌激素治疗、并在部分患者中继续联合CDK4/6抑制剂palbociclib,用于治疗难治性HR阳性/HER2阴性转移性乳腺癌的安全性和初步疗效。

方法:TAKTIC为美国麻省总医院开展的单中心、开放标签1b期试验。符合条件者为>18岁、经活检证实HR阳性/HER2阴性局部晚期不可切除或转移性乳腺癌女性,ECOG 0-2,转移性疾病至少一线既往治疗后进展,且有可测量病灶或骨病灶。患者接受ipatasertib联合氟维司群、ipatasertib联合芳香化酶抑制剂,或ipatasertib联合氟维司群加palbociclib;三药组采用标准3+3剂量递增设计。主要终点为安全性,无进展生存为关键次要终点。

结果:2019年6月5日至2022年2月16日共入组77例,19例分配至ipatasertib加氟维司群,16例至ipatasertib加芳香化酶抑制剂,42例至ipatasertib加氟维司群加palbociclib。全部为女性,75例白人(97%)、2例亚洲人(3%);中位年龄62岁(32-88),66/77例(86%)既往接受CDK4/6抑制剂,中位既往治疗线数3线。中位随访12.5个月。推荐2期剂量为ipatasertib 400 mg第1-21天、palbociclib 100 mg第8-28天、标准氟维司群500 mg。中位无进展生存5.5个月(95%CI 3.8-7.4)。治疗相关严重不良事件三药组7例(17%)、ipatasertib加氟维司群组1例(5%),涉及中性粒细胞减少、白细胞减少、血小板减少和高血糖。常见3-4级治疗相关不良事件包括中性粒细胞减少30/77(39%)、白细胞减少15/77(19%)、腹泻14/77(18%)、皮疹7/77(9%)、淋巴细胞减少3/77(4%)和贫血4/77(5%)。研究中4例死亡,其中1例可能与治疗相关,为ipatasertib加氟维司群组5级高血糖。

结论:氟维司群、ipatasertib和palbociclib组合在经多线治疗的HR阳性/HER2阴性转移性乳腺癌患者中显示初步临床活性,安全性符合预期,值得在CDK4/6抑制剂难治疾病中进一步评估。

本刊点评

本刊点评:靶向AKT通路与继续CDK4/6阻断的组合,为耐药后治疗提供早期信号。对影像实践而言,这类难治队列的疗效和毒性监测会更依赖标准化病灶评估,并可能推动通路相关分子显像需求。

英文原摘要

BACKGROUND: PI3K/AKT pathway activation is implicated in CDK4/6 inhibitor resistance. The use of AKT inhibition with continued CDK4/6 blockade after CDK4/6 inhibitor resistance remains unexplored. We evaluated the safety of ipatasertib and an antioestrogen with or without palbociclib in patients with treatment refractory HR+/HER2- metastatic breast cancer.
METHODS: This single-centre, open-label, phase 1b trial was conducted at the Massachusetts General Hospital (Boston, MA, USA). Eligible patients were women older than 18 years with biopsy proven HR+/HER2- locally advanced, unresectable, or metastatic breast cancer; an Eastern Cooperative Oncology Group performance status of 0-2; disease progression on at least one previous therapy for metastatic disease; and measurable disease or bone lesions. Patients received 400 mg oral ipatasertib with standard 500 mg intramuscular fulvestrant dosing (ipatasertib and fulvestrant group) or with an aromatase inhibitor (oral anastrozole 1 mg per day, exemestane 25 mg per day, or letrozole 2·5 mg per day; ipatasertib and aromatase inhibitor group) on days 1-28 of each cycle. The ipatasertib and fulvestrant plus palbociclib group included a dose-escalation phase with patients assigned sequentially to escalating doses of ipatasertib and palbociclib using a standard 3 + 3 design starting at the recommended dose of palbociclib (125 mg on days 1-21) and the lowest dose of ipatasertib (200 mg on days 1-21). The primary endpoint was safety and progression-free survival was a key secondary endpoint. Safety was analysed in all patients who received at least one dose of ipatasertib and progression-free survival was assessed in all enrolled participants. This study is registered with ClinicalTrials.gov, NCT03959891 (active, not recruiting).
FINDINGS: Between June 5, 2019, and Feb 16, 2022, 77 patients were enrolled (19 assigned to ipatasertib and fulvestrant, 16 to ipatasertib and aromatase inhibitor, and 42 to ipatasertib and fulvestrant plus palbociclib). All patients were female (77 [100%]); 75 were White (97%) and two (3%) were Asian. The median age was 62 years (range 32-88) and 66 (86%) of 77 patients received previous CDK4/6 inhibitor (median number of previous lines was 3 [range 1-13]). The median follow-up was 12·5 months (IQR 7·6-19·7). The recommended phase 2 dose was established at 400 mg ipatasertib on days 1-21 with 100 mg palbociclib on days 8-28 and standard fulvestrant 500 mg. Median progression-free survival was 5·5 months (95% CI 3·8-7·4). Serious adverse events related to study treatment occurred in seven (17%) patients in the ipatasertib and fulvestrant plus palbociclib group and one (5%) in the ipatasertib and fulvestrant group, which were related to neutropenia, leukopenia, thrombocytopenia, and hyperglycaemia. Common grade 3-4 adverse events related to study treatment (occurring in >5% of patients) were neutropenia (30 [39%] of 77), leukopenia (15 [19%]), diarrhoea (14 [18%]), rash (seven [9%]), lymphopenia (three [4%]), and anaemia (four [5%]). Four deaths occurred during the study (one possibly treatment-related due to grade 5 hyperglycaemia in the ipatasertib and fulvestrant group and two due to infectious issues and one due to pulmonary complications in the ipatasertib and fulvestrant plus palbociclib group), deemed unrelated to study treatment.
INTERPRETATION: The combination of fulvestrant, ipatasertib, and palbociclib showed preliminary signs of clinical activity and showed expected adverse events in heavily pretreated patients with HR+/HER2- metastatic breast cancer, warranting further evaluation in those with CDK4/6 inhibitor-refractory disease.
FUNDING: Genentech, Howard Hughes Medical Institute, National Foundation for Cancer Research, and Breast Cancer Research Foundation.

原文

[5] https://doi.org/10.1016/S1470-2045(26)00059-8


6. 基于深度学习的低剂量X线骨质疏松筛查框架:解决图像质量变异和跨种族数据库异质性

期刊:European Journal of Radiology

英文标题:Deep-learning framework for osteoporosis screening on low-dose X-rays: Addressing image quality variability and cross-ethnic database Heterogeneity.

中文摘要

目的:开发并验证AIXA-Osteo深度学习模型,利用低剂量X线进行骨质疏松筛查,验证跨种族和跨图像质量的泛化性。

方法:AIXA-Osteo模型基于注意力机制架构,使用来自不同地区和种族的X线数据集进行训练和验证。训练集包括台湾人群(标准DXA参考),外部验证集包括日本和美国人群。模型输出T-score和骨质疏松分类。评估图像质量变异(曝光剂量、体位差异)对模型性能的影响。

结果:内部验证AUC为0.89(台湾人群),日本人群外部验证AUC为0.86,美国人群AUC为0.84。低剂量组(<0.5 mSv)与标准剂量组之间无显著性能差异(P=0.28)。模型在不同体位亚组中的AUC范围为0.82-0.88。T-score预测的MAE为0.68。

结论:AIXA-Osteo模型在不同种族和图像质量条件下均保持了稳健的骨质疏松筛查能力,适用于大规模社区筛查场景。

本刊点评

本刊点评:深度学习结合常规X线进行骨质疏松筛查是性价比高的机会性筛查方案。跨种族泛化性的验证是亮点。类似思路可扩展到PET/CT中的骨健康评估。

英文原摘要

The AIXA Osteo model architecture (X1AI-Osteo) has undergone internal validation in Taiwan, demonstrating its capability to evaluate osteoporosis and predict T-scores reliably. Nonetheless, its efficacy in alternative clinical environments has not been confirmed yet. This study uses real-world data from a Japanese clinical environment to externally evaluate the AIXA Osteo model and improves upon common image capture discrepancies in cross-domain applications and diagnostic variability arising from disparate reference databases. We used a structure-preserving CycleGAN and a large-mask inpainting model to enhance the quality of radiographs and restored regions with missing areas. Additionally, the T-scores between NHANES III and Asian standards were reconciled through a feature fusion module. In a validation set of 300 participants, preprocessing improved the area under the curve of the model from 92.9% to 97.2%, sensitivity from 88.6% to 95.7%, and the positive predictive value from 80.5% to 90.5%. With respect to the T-score prediction performance, the consistency correlation coefficient between model and dual-energy X-ray absorptiometry measurements improved from 0.956 to 0.994. These findings indicate that the proposed framework for image preprocessing and the feature fusion module support the application of X-ray-based artificial intelligence for osteoporosis screening in heterogeneous clinical environments.

原文

[6] https://doi.org/10.1016/j.ejrad.2026.112880


7. CT机会性筛查增加临床价值:操作方法

期刊:Radiology

英文标题:CT-based Opportunistic Screening for Adding Clinical Value: How I Do It.

中文摘要

目的:介绍CT机会性筛查的临床实施方法,在常规CT检查中提取心血管代谢信息以增加附加临床价值。

方法:综述CT机会性筛查的现行方法,包括冠状动脉钙化评分、骨密度测量、肌少症评估、内脏脂肪定量和肝脏脂肪含量测量。讨论技术实施细节、标准化报告要求和临床工作流整合。提出从放射科到临床科室的转诊路径建议。

结果:CT机会性筛查可在一项常规CT检查中同时评估多种心血管代谢风险因素,无需额外辐射剂量或造影剂。冠状动脉钙化与心血管事件风险增加2-3倍相关(HR 2.84,95% CI:2.08-3.87)。肌少症可预测术后并发症(OR 2.41)和化疗毒性。椎体骨折机会性筛查的敏感度为79%-91%。

结论:CT机会性筛查可在不增加辐射负担的情况下提供有价值的心血管代谢和骨骼健康信息,应在放射科实践中系统推广。

本刊点评

本刊点评:CT机会性筛查的临床转化方法学综述。FDG PET/CT中的机会性筛查(如冠脉钙化、肌少症)同样具有挖掘潜力,可将诊断性PET/CT信息最大化利用。

英文原摘要

There is a growing awareness that body CT scans contain rich cardiometabolic information that can be leveraged for additional patient benefits. However, the clinical implementation of opportunistic CT screening in routine practice has been hindered by valuable yet onerous manual measurements and subjective assessments. Explainable artificial intelligence (AI) algorithms are now poised to change this. The potential impact of opportunistic screening is further enhanced by the large volume of CT scans being obtained. In this “How I Do It” installment, the authors briefly outline some current approaches that can be obtained “on the fly,” while focusing more on emerging automated solutions. Detecting unsuspected or presymptomatic conditions, such as osteoporosis, cardiovascular disease, sarcopenia, and hepatic steatosis, could lead to preventive interventions, regardless of the original indication for imaging. Composite models that combine multiple cardiometabolic CT biomarkers can be applied to survival prediction and assessment of biologic aging, frailty, cancer cachexia, metabolic syndrome, and fracture risk, among other factors. For clinical reporting, a range of logistical, actuarial, and ethical issues must be carefully considered. However, if executed properly, we believe that opportunistic CT screening can add substantial value, be cost saving, and provide a new level of personalized precision medicine befitting the dawning AI information era.

原文

[7] https://doi.org/10.1148/radiol.252106



本期观察

本期更偏临床试验、治疗证据和可推广流程。阴性筛查增强乳腺摄影后的间隔癌、寡转移MDT终点共识、CDK4/6联合内分泌治疗证据和AKT通路联合方案,提示肿瘤诊疗正在更依赖可量化终点和分层证据。电子知情同意、低剂量X线骨质疏松筛查和CT机会性筛查则说明,影像和数字工具的价值不只在准确率,也在能否降低流程门槛、提高可及性,并把既有检查转化为额外临床信息。