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The landscape of primary mismatch repair deficient gliomas in children, adolescents, and young adults: a multi-cohort study 儿童、青少年和年轻人原发性错配修复缺陷胶质瘤的前景:一项多队列研究
Pub Date : 2024-12-16 DOI: 10.1016/s1470-2045(24)00640-5
Logine Negm, Jiil Chung, Liana Nobre, Julie Bennett, Nicholas R Fernandez, Nuno Miguel Nunes, Zhihui Amy Liu, Martin Komosa, Melyssa Aronson, Cindy Zhang, Lucie Stengs, Vanessa Bianchi, Melissa Edwards, Sheradan Doherty, Ayse Bahar Ercan, Maria F Cardenas, Michael Macias, Matthew R Lueder, Michelle Ku, Monique Johnson, Uri Tabori
<h3>Background</h3>Gliomas are a major cause of cancer-related death among children, adolescents, and young adults (age 0–40 years). Primary mismatch repair deficiency (MMRD) is a pan-cancer mechanism with unique biology and therapeutic opportunities. We aimed to determine the extent and impact of primary MMRD in gliomas among children, adolescents, and young adults.<h3>Methods</h3>Clinical and molecular data were collected from a population-based cohort of children, adolescents, and young adults with gliomas from Toronto (TOR-Ped, age 0–18 years, collected Jan 1, 2000, to Dec 31, 2021; and TOR-AYA, age 18–40 years, collected Jan 1, 2000, to June 30, 2019). Additional validation paediatric cohorts from St Jude Children's Research Hospital (0–18 years, 2015–21) and the Children's Brain Tumor Network (0–18 years, 1981–2021) were used. Functional genomic tools were applied with the primary aim of assessing primary MMRD prevalence among glioma subgroups and germline impact. To evaluate the effect of primary MMRD on therapy and overall survival, Kaplan–Meier estimates were used on an additional cohort of patients with primary MMRD gliomas treated with immunotherapy.<h3>Findings</h3>1389 gliomas were included in the study. The prevalence of primary MMRD ranged between 3·7% and 12·4% in high-grade gliomas (overall 30 of 483; 6·2%, 95% CI 4·2–8·7) and less than 1% in low-grade gliomas (four of 899; 0·4%, 0·1–1·1; p<0·0001 by χ<sup>2</sup> test). Specific molecular analysis for all gliomas showed that primary MMRD was absent among oligodendrogliomas (none of 67) and uncommon in <em>BRAF</em><sup>V600E</sup> gliomas (one of 110) and histone mutant-driven gliomas (one of 150). In the paediatric age group (<18 years), primary MMRD was common in <em>IDH</em><sup>WT</sup> and <em>H3</em><sup>WT</sup> gliomas harbouring pathogenic <em>TP53</em> variants (21 of 61; 34·4%, 22·7–47·7) and in malignant <em>IDH</em><sup>mut</sup> gliomas (five of eight; 62·5%, 24·5–91·5). Germline aetiology accounted for 33 (94·3%) of 35 primary MMRD gliomas, including children, adolescents, and young adults with previously unrecognised Lynch syndrome. Survival was poor for patients with primary MMRD gliomas. Particularly poor survival was observed for those with <em>IDH</em><sup>mut</sup> astrocytomas with primary MMRD when compared with those with mismatch repair-proficient gliomas (HR 12·6, 95% CI 2·8–57·5; p=0·0011 by multivariable Cox regression). Immune checkpoint blockade was associated with improved survival for patients with primary MMRD gliomas compared with conventional chemoradiotherapy regimens (HR 0·4, 0·3–0·7; p=0·0017 by multivariable Cox regression), regardless of age or germline status.<h3>Interpretation</h3>Primary MMRD is more common than previously reported in gliomas in children, adolescents, and young adults, is enriched in specific molecular subgroups, and is associated with poor outcomes. Accurate detection, genetic testing, early diagnosis through sur
背景神经胶质瘤是导致儿童、青少年和年轻成人(0-40 岁)癌症相关死亡的主要原因。原发性错配修复缺陷(MMRD)是一种泛癌症机制,具有独特的生物学特性和治疗机会。我们的目的是确定原发性错配修复缺陷在儿童、青少年和年轻成人胶质瘤中的程度和影响。方法从多伦多胶质瘤儿童、青少年和年轻成人人群队列(TOR-Ped,0-18 岁,2000 年 1 月 1 日至 2021 年 12 月 31 日收集;TOR-AYA,18-40 岁,2000 年 1 月 1 日至 2019 年 6 月 30 日收集)中收集临床和分子数据。另外还使用了圣裘德儿童研究医院(0-18 岁,2015-21 年)和儿童脑肿瘤网络(0-18 岁,1981-2021 年)的验证儿科队列。应用功能基因组学工具的主要目的是评估胶质瘤亚群中原发性 MMRD 的患病率和种系影响。为了评估原发性MMRD对治疗和总生存期的影响,研究还对接受免疫治疗的原发性MMRD胶质瘤患者队列进行了Kaplan-Meier估计。在高级别胶质瘤中,原发性MMRD的发生率介于3-7%和12-4%之间(483例中有30例;6-2%,95% CI 4-2-8-7),而在低级别胶质瘤中,原发性MMRD的发生率低于1%(899例中有4例;0-4%,0-1-1-1;经χ2检验,p<0-0001)。对所有胶质瘤进行的特异性分子分析表明,少突胶质瘤中不存在原发性MMRD(67例中没有),BRAFV600E胶质瘤(110例中有1例)和组蛋白突变驱动胶质瘤(150例中有1例)中原发性MMRD并不常见。在儿童年龄组(18 岁)中,原发性 MMRD 常见于携带致病性 TP53 变体的 IDHWT 和 H3WT 胶质瘤(61 例中有 21 例;34-4%,22-7-47-7)以及恶性 IDHmut 胶质瘤(8 例中有 5 例;62-5%,24-5-91-5)。在35例原发性MMRD胶质瘤中,33例(94-3%)的病因是种系遗传,其中包括儿童、青少年和以前未被发现的林奇综合征的年轻成人。原发性MMRD胶质瘤患者的生存率很低。与错配修复功能良好的胶质瘤患者相比,IDH突变星形细胞瘤原发性MMRD患者的生存率尤其低(HR 12-6,95% CI 2-8-57-5; 通过多变量考克斯回归,P=0-0011)。与传统的化放疗方案相比,免疫检查点阻断治疗与原发性MMRD胶质瘤患者生存率的提高有关(HR 0-4,0-3-0-7;多变量Cox回归,P=0-0017),与年龄或种系状态无关。准确检测、基因测试、通过监测进行早期诊断以及实施免疫疗法可能会改善这些患者的生存状况。资助机构加拿大卫生研究院、Stand Up to Cancer-Bristol Myers Squibb Catalyst、美国国立卫生研究院、加拿大癌症协会、加拿大脑科组织、V 癌症研究基金会、BioCanRx、加拿大免疫疗法网络、Harry and Agnieszka Hall、Meagan's Hug、加拿大 BRAINchild 和 LivWise 基金会。
{"title":"The landscape of primary mismatch repair deficient gliomas in children, adolescents, and young adults: a multi-cohort study","authors":"Logine Negm, Jiil Chung, Liana Nobre, Julie Bennett, Nicholas R Fernandez, Nuno Miguel Nunes, Zhihui Amy Liu, Martin Komosa, Melyssa Aronson, Cindy Zhang, Lucie Stengs, Vanessa Bianchi, Melissa Edwards, Sheradan Doherty, Ayse Bahar Ercan, Maria F Cardenas, Michael Macias, Matthew R Lueder, Michelle Ku, Monique Johnson, Uri Tabori","doi":"10.1016/s1470-2045(24)00640-5","DOIUrl":"https://doi.org/10.1016/s1470-2045(24)00640-5","url":null,"abstract":"&lt;h3&gt;Background&lt;/h3&gt;Gliomas are a major cause of cancer-related death among children, adolescents, and young adults (age 0–40 years). Primary mismatch repair deficiency (MMRD) is a pan-cancer mechanism with unique biology and therapeutic opportunities. We aimed to determine the extent and impact of primary MMRD in gliomas among children, adolescents, and young adults.&lt;h3&gt;Methods&lt;/h3&gt;Clinical and molecular data were collected from a population-based cohort of children, adolescents, and young adults with gliomas from Toronto (TOR-Ped, age 0–18 years, collected Jan 1, 2000, to Dec 31, 2021; and TOR-AYA, age 18–40 years, collected Jan 1, 2000, to June 30, 2019). Additional validation paediatric cohorts from St Jude Children's Research Hospital (0–18 years, 2015–21) and the Children's Brain Tumor Network (0–18 years, 1981–2021) were used. Functional genomic tools were applied with the primary aim of assessing primary MMRD prevalence among glioma subgroups and germline impact. To evaluate the effect of primary MMRD on therapy and overall survival, Kaplan–Meier estimates were used on an additional cohort of patients with primary MMRD gliomas treated with immunotherapy.&lt;h3&gt;Findings&lt;/h3&gt;1389 gliomas were included in the study. The prevalence of primary MMRD ranged between 3·7% and 12·4% in high-grade gliomas (overall 30 of 483; 6·2%, 95% CI 4·2–8·7) and less than 1% in low-grade gliomas (four of 899; 0·4%, 0·1–1·1; p&lt;0·0001 by χ&lt;sup&gt;2&lt;/sup&gt; test). Specific molecular analysis for all gliomas showed that primary MMRD was absent among oligodendrogliomas (none of 67) and uncommon in &lt;em&gt;BRAF&lt;/em&gt;&lt;sup&gt;V600E&lt;/sup&gt; gliomas (one of 110) and histone mutant-driven gliomas (one of 150). In the paediatric age group (&lt;18 years), primary MMRD was common in &lt;em&gt;IDH&lt;/em&gt;&lt;sup&gt;WT&lt;/sup&gt; and &lt;em&gt;H3&lt;/em&gt;&lt;sup&gt;WT&lt;/sup&gt; gliomas harbouring pathogenic &lt;em&gt;TP53&lt;/em&gt; variants (21 of 61; 34·4%, 22·7–47·7) and in malignant &lt;em&gt;IDH&lt;/em&gt;&lt;sup&gt;mut&lt;/sup&gt; gliomas (five of eight; 62·5%, 24·5–91·5). Germline aetiology accounted for 33 (94·3%) of 35 primary MMRD gliomas, including children, adolescents, and young adults with previously unrecognised Lynch syndrome. Survival was poor for patients with primary MMRD gliomas. Particularly poor survival was observed for those with &lt;em&gt;IDH&lt;/em&gt;&lt;sup&gt;mut&lt;/sup&gt; astrocytomas with primary MMRD when compared with those with mismatch repair-proficient gliomas (HR 12·6, 95% CI 2·8–57·5; p=0·0011 by multivariable Cox regression). Immune checkpoint blockade was associated with improved survival for patients with primary MMRD gliomas compared with conventional chemoradiotherapy regimens (HR 0·4, 0·3–0·7; p=0·0017 by multivariable Cox regression), regardless of age or germline status.&lt;h3&gt;Interpretation&lt;/h3&gt;Primary MMRD is more common than previously reported in gliomas in children, adolescents, and young adults, is enriched in specific molecular subgroups, and is associated with poor outcomes. Accurate detection, genetic testing, early diagnosis through sur","PeriodicalId":22865,"journal":{"name":"The Lancet Oncology","volume":"30 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-12-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142832313","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The genomic and clinical consequences of replacing procarbazine with dacarbazine in escalated BEACOPP for Hodgkin lymphoma: a retrospective, observational study 用达卡巴嗪替代丙卡嗪治疗霍奇金淋巴瘤加重BEACOPP的基因组和临床后果:一项回顾性观察性研究
Pub Date : 2024-12-12 DOI: 10.1016/s1470-2045(24)00598-9
Anna Santarsieri, Emily Mitchell, My H Pham, Rashesh Sanghvi, Janina Jablonski, Henry Lee-Six, Katherine Sturgess, Pauline Brice, Tobias F Menne, Wendy Osborne, Thomas Creasey, Kirit M Ardeshna, Joanna Baxter, Sarah Behan, Kaljit Bhuller, Stephen Booth, Nikesh D Chavda, Graham P Collins, Dominic J Culligan, Kate Cwynarski, George A Follows
<h3>Background</h3>Procarbazine-containing chemotherapy regimens are associated with cytopenias and infertility, suggesting stem-cell toxicity. When treating Hodgkin lymphoma, procarbazine in escalated-dose bleomycin–etoposide–doxorubicin–cyclophosphamide–vincristine–procarbazine–prednisolone (eBEACOPP) is increasingly replaced with dacarbazine (eBEACOPDac) to reduce toxicity. We aimed to investigate the impact of this drug substitution on the mutation burden in stem cells, patient survival, and toxicity.<h3>Methods</h3>In this two-part retrospective, observational study, we first compared mutational landscapes in haematopoietic stem and progenitor cells (HSPCs) from patients with advanced-stage Hodgkin lymphoma in remission for at least 6 months who had been treated with eBEACOPDac (eBEACOPDac cohort), eBEACOPP (real-world eBEACOPP cohort), or doxorubicin–bleomycin–vinblastine–dacarbazine (ABVD); in buccal DNA from five children of a female patient with classical Hodgkin lymphoma treated with eBEACOPP before conceiving the third child; in sperm DNA from a patient with mild oligospermia treated with eBEACOPP; and in caecal adenocarcinoma and healthy colon tissue from a survivor of Hodgkin lymphoma treated with chlorambucil–vinblastine–procarbazine–prednisolone. For the second part, we analysed efficacy and toxicity data from adult patients (aged >16 years) treated with first-line eBEACOPDac (eBEACOPDac cohort) at 25 centres across UK, Ireland, and France; efficacy was compared with the German HD18 eBEACOPP trial data and toxicity with a UK real-world dataset. Participants in the German HD18 and UK real-world datasets were adults (aged >16 years) with previously untreated Hodgkin lymphoma, treated with first-line eBEACOPP. We had two co-primary objectives: to define the comparative stem-cell mutation burden and mutational signatures after treatment with or without procarbazine-containing chemotherapy (first study part); and to determine progression-free survival of patients with Hodgkin lymphoma treated with eBEACOPP or eBEACOPDac (second study part). Secondary objectives included overall survival and explored differences in specific toxicity outcomes, including transfusion requirements and measures of reproductive health (second study part).<h3>Findings</h3>In the first part of the study (mutational analysis), patients treated with eBEACOPP (n=5) exhibited a higher burden of point mutations in HSPCs compared with those treated with eBEACOPDac (n=4) or ABVD (n=3; excess mutations 1150 [95% CI 934–1366] <em>vs</em> 290 [241–339] <em>vs</em> 186 [116–254]). Two novel mutational signatures, SBSA (SBS25-like) and SBSB, were identified in HSPCs and in a single neoplastic and healthy colon sample from patients who received procarbazine-containing chemotherapy. SBSB was also identified in germline DNA of three children conceived after eBEACOPP and in sperm of a male patient treated with eBEACOPP. SBSC was detected in patients treated with either AB
背景:含丙卡嗪的化疗方案与细胞减少和不孕有关,提示干细胞毒性。在治疗霍奇金淋巴瘤时,增加剂量的博莱霉素-依托泊苷-阿霉素-环磷酰胺-长春新碱-丙卡嗪-强的松龙(eBEACOPP)越来越多地被达卡巴嗪(eBEACOPDac)取代,以降低毒性。我们的目的是研究这种药物替代对干细胞突变负担、患者生存和毒性的影响。方法:在这项两部分的回顾性观察性研究中,我们首先比较了接受eBEACOPDac (eBEACOPDac队列)、eBEACOPP(现实世界eBEACOPP队列)或阿霉素-博莱霉素- vinblastine - dacarbazine (ABVD)治疗的缓解期至少6个月的晚期霍奇金淋巴瘤患者造血干细胞和祖细胞(HSPCs)的突变情况;一名女性经典霍奇金淋巴瘤患者在怀孕前接受eBEACOPP治疗的五个孩子的口腔DNA;接受eBEACOPP治疗的轻度少精症患者的精子DNA;在用氯苯布西-长春碱-丙卡巴齐-强的松龙治疗的霍奇金淋巴瘤幸存者的盲肠腺癌和健康结肠组织中。在第二部分,我们分析了来自英国、爱尔兰和法国25个中心接受一线eBEACOPDac (eBEACOPDac队列)治疗的成年患者(16岁)的疗效和毒性数据;将疗效与德国HD18 eBEACOPP试验数据进行比较,并将毒性与英国真实数据集进行比较。德国HD18和英国真实世界数据集的参与者是先前未经治疗的霍奇金淋巴瘤的成年人(年龄16岁),接受一线eBEACOPP治疗。我们有两个共同的主要目标:定义使用或不使用含丙卡嗪的化疗治疗后的干细胞突变负担和突变特征(第一部分研究);以及确定接受eBEACOPP或eBEACOPDac治疗的霍奇金淋巴瘤患者的无进展生存期(第二项研究)。次要目标包括总体生存,并探讨特定毒性结果的差异,包括输血要求和生殖健康措施(研究第二部分)。在研究的第一部分(突变分析)中,与接受eBEACOPDac (n=4)或ABVD (n=3)治疗的患者相比,接受eBEACOPP治疗的患者(n=5)表现出更高的HSPCs点突变负担;过量突变1150 [95% CI 934-1366] vs 290 [241-339] vs 186[116-254])。两种新的突变特征,SBSA (sbs25样)和SBSB,在HSPCs和接受含丙卡嗪化疗的患者的单个肿瘤和健康结肠样本中被鉴定出来。在接受eBEACOPP治疗的三名儿童的种系DNA和一名接受eBEACOPP治疗的男性患者的精子中也发现了SBSB。在接受ABVD或eBEACOPDac治疗的患者中检测到SBSC。在研究的第二部分(疗效和毒性分析)中,达卡巴嗪替代似乎没有损害疗效或安全性。312例患者接受eBEACOPDac治疗(eBEACOPDac队列;在德国HD18 eBEACOPP试验中,1945例患者的3年无进展生存率为93% (95% CI为903 - 94.6)(2008 - 2014年,1183例(61%)男性,中位随访57.5个月(35.4 - 64.7)),其中男性患者186例(60%),中位随访36.0个月(IQR 25.2 - 50.1))。接受eBEACOPDac治疗的患者输血量减少(平均1.70单位[SD 2.77] vs 3.69单位[SD 3.89]);p< 0.0001),化疗后精子浓度较高(中位数为2340万/ mL [IQR为11.0 - 63.2]vs 0.0万/ mL [IQR为0.0 - 0.001];p= 0.0040),且月经恢复较早(平均5.04个月[SD 3.07] vs . 8.77个月[5.57];p= 0.0036),与英国真实数据集中接受eBEACOPP治疗的73例患者进行比较。procarbazine在接受eBEACOPP治疗的霍奇金淋巴瘤患者及其种系DNA中诱导更高的突变负担和新的突变特征,引起了对霍奇金淋巴瘤幸存者基因组健康及其后代遗传后果的关注。然而,用达卡巴嗪代替丙卡巴嗪似乎可以减轻性腺和干细胞毒性,同时保持相似的临床疗效。资助阿登布鲁克慈善信托基金和惠康信托基金。
{"title":"The genomic and clinical consequences of replacing procarbazine with dacarbazine in escalated BEACOPP for Hodgkin lymphoma: a retrospective, observational study","authors":"Anna Santarsieri, Emily Mitchell, My H Pham, Rashesh Sanghvi, Janina Jablonski, Henry Lee-Six, Katherine Sturgess, Pauline Brice, Tobias F Menne, Wendy Osborne, Thomas Creasey, Kirit M Ardeshna, Joanna Baxter, Sarah Behan, Kaljit Bhuller, Stephen Booth, Nikesh D Chavda, Graham P Collins, Dominic J Culligan, Kate Cwynarski, George A Follows","doi":"10.1016/s1470-2045(24)00598-9","DOIUrl":"https://doi.org/10.1016/s1470-2045(24)00598-9","url":null,"abstract":"&lt;h3&gt;Background&lt;/h3&gt;Procarbazine-containing chemotherapy regimens are associated with cytopenias and infertility, suggesting stem-cell toxicity. When treating Hodgkin lymphoma, procarbazine in escalated-dose bleomycin–etoposide–doxorubicin–cyclophosphamide–vincristine–procarbazine–prednisolone (eBEACOPP) is increasingly replaced with dacarbazine (eBEACOPDac) to reduce toxicity. We aimed to investigate the impact of this drug substitution on the mutation burden in stem cells, patient survival, and toxicity.&lt;h3&gt;Methods&lt;/h3&gt;In this two-part retrospective, observational study, we first compared mutational landscapes in haematopoietic stem and progenitor cells (HSPCs) from patients with advanced-stage Hodgkin lymphoma in remission for at least 6 months who had been treated with eBEACOPDac (eBEACOPDac cohort), eBEACOPP (real-world eBEACOPP cohort), or doxorubicin–bleomycin–vinblastine–dacarbazine (ABVD); in buccal DNA from five children of a female patient with classical Hodgkin lymphoma treated with eBEACOPP before conceiving the third child; in sperm DNA from a patient with mild oligospermia treated with eBEACOPP; and in caecal adenocarcinoma and healthy colon tissue from a survivor of Hodgkin lymphoma treated with chlorambucil–vinblastine–procarbazine–prednisolone. For the second part, we analysed efficacy and toxicity data from adult patients (aged &gt;16 years) treated with first-line eBEACOPDac (eBEACOPDac cohort) at 25 centres across UK, Ireland, and France; efficacy was compared with the German HD18 eBEACOPP trial data and toxicity with a UK real-world dataset. Participants in the German HD18 and UK real-world datasets were adults (aged &gt;16 years) with previously untreated Hodgkin lymphoma, treated with first-line eBEACOPP. We had two co-primary objectives: to define the comparative stem-cell mutation burden and mutational signatures after treatment with or without procarbazine-containing chemotherapy (first study part); and to determine progression-free survival of patients with Hodgkin lymphoma treated with eBEACOPP or eBEACOPDac (second study part). Secondary objectives included overall survival and explored differences in specific toxicity outcomes, including transfusion requirements and measures of reproductive health (second study part).&lt;h3&gt;Findings&lt;/h3&gt;In the first part of the study (mutational analysis), patients treated with eBEACOPP (n=5) exhibited a higher burden of point mutations in HSPCs compared with those treated with eBEACOPDac (n=4) or ABVD (n=3; excess mutations 1150 [95% CI 934–1366] &lt;em&gt;vs&lt;/em&gt; 290 [241–339] &lt;em&gt;vs&lt;/em&gt; 186 [116–254]). Two novel mutational signatures, SBSA (SBS25-like) and SBSB, were identified in HSPCs and in a single neoplastic and healthy colon sample from patients who received procarbazine-containing chemotherapy. SBSB was also identified in germline DNA of three children conceived after eBEACOPP and in sperm of a male patient treated with eBEACOPP. SBSC was detected in patients treated with either AB","PeriodicalId":22865,"journal":{"name":"The Lancet Oncology","volume":"47 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-12-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142809736","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Colorectal cancer incidence trends in younger versus older adults: an analysis of population-based cancer registry data 结直肠癌在年轻人和老年人中的发病率趋势:基于人群的癌症登记数据分析
Pub Date : 2024-12-12 DOI: 10.1016/s1470-2045(24)00600-4
Hyuna Sung, Rebecca L Siegel, Mathieu Laversanne, Chenxi Jiang, Eileen Morgan, Mariam Zahwe, Yin Cao, Freddie Bray, Ahmedin Jemal
<h3>Background</h3>Previous studies have shown that colorectal cancer incidence is increasing among younger adults (aged <50 years) in multiple high-income western countries in contrast with stabilising or decreasing trends in incidence in older adults (aged ≥50 years). This study aimed to investigate contemporary colorectal cancer incidence trends in younger adults versus older adults.<h3>Methods</h3>Colorectal cancer incidence data, including year of diagnosis, sex, and 5-year age group for 50 countries and territories, were extracted from the WHO–International Agency for Research on Cancer Cancer Incidence in Five Continents Plus database. The Human Development Index 2022 was retrieved from the United Nations Development Programme and grouped into very high (>0·80), high (0·70–0·79), medium (0·55–0·69), and low (<0·55) categories. Age-standardised incidence rates (ASR) per 100 000 person-years of early-onset (diagnosed between ages 25 to 49 years) and late-onset (diagnosed between ages 50 to 74 years) colorectal cancer (ICD 10th revision, C18–20), diagnosed between 1943–2003 and 2015–17, were calculated using the direct method and Segi–Doll world standard population). The primary study objective was to examine contemporary colorectal cancer incidence trends in younger adults versus older adults using data until 2017 from 50 countries and territories. Temporal trends were visualised and quantified with joinpoint regression, stratified by age at diagnosis (25–49 years or 50–74 years). Average annual percentage changes (AAPC) were estimated.<h3>Findings</h3>In the most recent 5 years (2013–17 for all countries analysed, except for Japan [2011–15], Spain [2012–16], and Costa Rica [2012–16]), the incidence rate of early-onset colorectal cancer was highest in Australia (ASR 16·5 [95% CI 16·1–16·9]), the USA (Puerto Rico; 15·2 [14·2–16·2]), New Zealand (14·8 [14·0–15·6]), the USA (14·8 [14·7–14·9]), and South Korea (14·3 [14·0–14·5]) and lowest in Uganda (4·4 [3·6–5·2]) and India (3·5 [3·3–3·7]). The highest incidence rates among older adults were found in the Netherlands (168·4 [166·9–170·0]) and Denmark (158·3 [155·8–160·9]) and the lowest were in Uganda (45·9 [38·5–51·4]) and India (23·5 [22·8–24·3]). In terms of AAPC, in the most recent 10 years, incidence rates of early-onset colorectal cancer were stable in 23 countries, but increased in 27 countries with the greatest annual increases in New Zealand (AAPC 3·97% [95% CI 2·44–5·52]), Chile (3·96% [1·26–6·74]), Puerto Rico (3·81% [2·68–4·96]), and England (3·59% [3·12–4·06]). 14 of the 27 countries and territories showed either stable (Argentina, France, Ireland, Norway, and Puerto Rico) or decreasing (Australia, Canada, Germany, Israel, New Zealand, Slovenia, England, Scotland, and the USA) trends in older adults. For the 13 countries with increasing trends in both age groups, the average annual percentage increase in younger compared to older adults was higher in Chile, Japan, Sweden, t
先前的研究表明,在多个高收入西方国家,年轻人(50岁)的结直肠癌发病率正在增加,而老年人(≥50岁)的发病率呈稳定或下降趋势。本研究旨在调查当代年轻人与老年人结直肠癌发病率趋势。方法从世界卫生组织-国际癌症研究机构五大洲癌症发病率数据库中提取50个国家和地区的结直肠癌发病率数据,包括诊断年份、性别和5岁年龄组。人类发展指数2022从联合国开发计划署检索,并分为非常高(0.80),高(0.70 - 0.79),中(0.55 - 0.69)和低(0.55)类别。使用直接法和Segi-Doll世界标准人群计算1943-2003年和2015-17年间诊断的早发性(诊断年龄在25 - 49岁之间)和晚发性(诊断年龄在50 - 74岁之间)结直肠癌(ICD第10版,C18-20)每10万人年的年龄标准化发病率(ASR)。主要研究目的是使用截至2017年的50个国家和地区的数据,研究年轻人与老年人的当代结直肠癌发病率趋势。用关节点回归对时间趋势进行可视化和量化,并按诊断年龄(25-49岁或50-74岁)分层。估计了年平均百分比变化(AAPC)。在最近5年(除日本[2011-15]、西班牙[2012-16]和哥斯达黎加[2012-16]外,所有分析国家的2013-17年)中,早发性结直肠癌发病率最高的是澳大利亚(ASR 16.5 [95% CI 16.1 - 16.9])、美国(波多黎各;15.2[14.2 - 16.2])、新西兰(14.8[14.0 - 15.6])、美国(14.8[14.7 - 14.9])和韩国(14.3[14.0 - 14.5]),最低的是乌干达(4.4[3.6 - 5.2])和印度(3.5[3.3 - 3.7])。老年人发病率最高的是荷兰(16.4[166·9 - 170·0])和丹麦(15.3[155·8-160·9]),最低的是乌干达(45.9[38.5 - 54.1])和印度(23.5[22.8 - 24.3])。在AAPC方面,近10年来,23个国家的早发性结直肠癌发病率保持稳定,但有27个国家的发病率上升,其中新西兰(AAPC 3.97% [95% CI 2.44 - 5.52])、智利(3.96%[1.26 - 6.74])、波多黎各(3.81%[2.68 - 4.96])和英国(3.59%[3.12 - 4.06])的年增幅最大。在27个国家和地区中,有14个国家和地区的老年人数量呈稳定趋势(阿根廷、法国、爱尔兰、挪威和波多黎各)或下降趋势(澳大利亚、加拿大、德国、以色列、新西兰、斯洛文尼亚、英格兰、苏格兰和美国)。在这两个年龄组都有增长趋势的13个国家中,智利、日本、瑞典、荷兰、克罗地亚和芬兰的年轻人的平均年增长率高于老年人;在泰国,法国(马提尼克岛),丹麦和哥斯达黎加较低;在乌克兰、厄瓜多尔和白俄罗斯也有类似情况。在智利、波多黎各、阿根廷、厄瓜多尔、泰国、瑞典、以色列和克罗地亚,男性早发性结直肠癌的增长速度快于女性,而在英国、挪威、澳大利亚、斯里兰卡、哥斯达黎加和苏格兰,女性的增长速度快于男性。在调查的50个国家和地区中,有27个国家的早发性结直肠癌发病率正在上升,在27个国家中,有20个国家的早发性结直肠癌发病率的上升速度超过老年人发病率的上升速度。调查结果强调需要加强努力,确定推动这些趋势的因素,并提高认识,以帮助促进早期发现。资助美国癌症协会、癌症大挑战和美国国立卫生研究院的校内研究项目。
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引用次数: 0
Pharmacy closures in the USA and Europe 美国和欧洲药房的关闭
Pub Date : 2024-12-12 DOI: 10.1016/s1470-2045(24)00718-6
Sharmila Devi
No Abstract
没有抽象的
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引用次数: 0
Prior authorisation is can harm patients with cancer in the USA 在美国,事先授权可能会伤害癌症患者
Pub Date : 2024-12-12 DOI: 10.1016/s1470-2045(24)00719-8
Karl Gruber
No Abstract
无摘要
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引用次数: 0
Hodgkin lymphoma therapy: minimising clinical and biological harms 霍奇金淋巴瘤治疗:最小化临床和生物学危害
Pub Date : 2024-12-12 DOI: 10.1016/s1470-2045(24)00655-7
Simonetta Viviani, Corrado Tarella
No Abstract
没有抽象的
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引用次数: 0
Single-modality endocrine therapy versus radiotherapy after breast-conserving surgery in women aged 70 years and older with luminal A-like early breast cancer (EUROPA): a preplanned interim analysis of a phase 3, non-inferiority, randomised trial 70岁及以上女性a腔样早期乳腺癌(EUROPA)保乳手术后单模态内分泌治疗与放疗:一项预先计划的3期非效性随机试验中期分析
Pub Date : 2024-12-12 DOI: 10.1016/s1470-2045(24)00661-2
Icro Meattini, Maria Carmen De Santis, Luca Visani, Marta Scorsetti, Alessandra Fozza, Bruno Meduri, Fiorenza De Rose, Elisabetta Bonzano, Agnese Prisco, Valeria Masiello, Eliana La Rocca, Ruggero Spoto, Carlotta Becherini, Gladys Blandino, Luca Moscetti, Riccardo Ray Colciago, Riccardo A Audisio, Etienne Brain, Saverio Caini, Marije Hamaker, Jure Verbancic
<h3>Background</h3>Optimal therapy following breast-conserving surgery in older adults with low-risk, early-stage breast cancer remains uncertain. The EUROPA trial aims to compare the effects of radiotherapy and endocrine therapy as single-modality treatments on health-related quality of life (HRQOL) and ipsilateral breast tumour recurrence (IBTR) outcomes in this population.<h3>Methods</h3>This non-inferiority, phase 3, randomised study was conducted at 18 academic hospitals across Italy (17 centres) and Slovenia (one centre). Eligible patients were women aged 70 years or older with histologically confirmed, stage I, luminal A-like breast cancer, who had undergone breast-conserving surgery and had an Eastern Cooperative Oncology Group performance status of 0 or 1. Patients were randomly assigned (1:1) to receive single-modality endocrine therapy or radiotherapy. Endocrine therapy consisted of daily oral aromatase inhibitors or tamoxifen, for a total planned duration of 5–10 years as per clinical discretion, while radiotherapy was administered as either whole breast or partial breast irradiation, delivered in 5–15 fractions. Randomisation was stratified by health status according to the Geriatric 8 (G8) screening tool and by age, with allocation concealed and no blinding. The co-primary endpoints were the change in HRQOL, assessed by the global health status (GHS) scale of the European Organisation for Research and Treatment of Cancer Quality of Life Questionnaire 30-item core module at 24 months, and 5-year IBTR rates (not reported here). This preplanned interim analysis was performed once at least 152 patients completed the 24-month GHS HRQOL assessment. The safety population comprised patients who received the study intervention at least once after randomisation. The study is registered with <span><span>ClinicalTrials.gov</span><svg aria-label="Opens in new window" focusable="false" height="20" viewbox="0 0 8 8"><path d="M1.12949 2.1072V1H7V6.85795H5.89111V2.90281L0.784057 8L0 7.21635L5.11902 2.1072H1.12949Z"></path></svg></span>, <span><span>NCT04134598</span><svg aria-label="Opens in new window" focusable="false" height="20" viewbox="0 0 8 8"><path d="M1.12949 2.1072V1H7V6.85795H5.89111V2.90281L0.784057 8L0 7.21635L5.11902 2.1072H1.12949Z"></path></svg></span>, and is ongoing and actively recruiting.<h3>Findings</h3>Between March 4, 2021, and June 14, 2024, 731 women were randomly assigned to receive radiotherapy (n=365) or endocrine therapy (n=366). This analysis included 104 patients in the radiotherapy group and 103 in the endocrine therapy group, with a median follow-up of 23·9 months (IQR 22·9–24·2). Patients were predominantly White (204 [99%] of 207) and the median age was 75·0 years (IQR 73·0–80·0) in the radiotherapy group and 74·0 years (72·0–80·0) in the endocrine therapy group. 86 patients in the radiotherapy group and 75 in the endocrine therapy group completed the 24-month HRQOL assessment. The mean baseline GHS score was 71·9
背景:低风险早期乳腺癌老年人保乳手术后的最佳治疗方案仍不确定。EUROPA试验旨在比较放疗和内分泌治疗作为单模式治疗对该人群健康相关生活质量(HRQOL)和同侧乳腺肿瘤复发(IBTR)结局的影响。方法这项非劣效性的3期随机研究在意大利(17个中心)和斯洛文尼亚(1个中心)的18所学术医院进行。符合条件的患者为年龄在70岁及以上,经组织学证实为I期腔a样乳腺癌,行保乳手术,东部肿瘤合作组评分为0或1分的女性。患者被随机分配(1:1)接受单模态内分泌治疗或放疗。内分泌治疗包括每日口服芳香酶抑制剂或他莫昔芬,根据临床判断,总计划持续时间为5-10年,而放疗以全乳房或部分乳房照射进行,分5-15次递送。根据Geriatric 8 (G8)筛查工具和年龄按健康状况进行随机分层,分配隐蔽,无盲法。共同主要终点是HRQOL的变化,通过欧洲癌症研究和治疗组织生活质量问卷30项核心模块的全球健康状况(GHS)量表评估24个月和5年IBTR率(此处未报告)。一旦至少152名患者完成了24个月的GHS HRQOL评估,就进行了这项预先计划的中期分析。安全人群包括在随机化后至少接受过一次研究干预的患者。该研究已在ClinicalTrials.gov注册,编号NCT04134598,目前正在积极招募中。在2021年3月4日至2024年6月14日期间,731名女性被随机分配接受放疗(n=365)或内分泌治疗(n=366)。放疗组104例,内分泌治疗组103例,中位随访23.9个月(IQR 22.9 ~ 24.2)。患者以白人为主(204例[99%]/ 207例),放疗组中位年龄为70.5岁(IQR 70.3 ~ 800.0),内分泌治疗组中位年龄为70.4岁(72.0 ~ 800.0)。放疗组86例,内分泌治疗组75例完成24个月HRQOL评估。放疗组基线GHS评分均值为71.9 (SD 19.1),内分泌治疗组基线GHS评分均值为75.5 (SD 19.3)。在24个月时,GHS中年龄调整后的G8评分与基线的平均变化为- 3.40 (95% CI - 7.82 ~ 1.03;放疗组P = 0.13),放疗组P = - 9.79 (- 14.45 ~ - 5.13;P< 0.0001),调整后的平均差异为6.39 (0.14 ~ 12.65;P =0·045)倾向于放疗。放疗组(97例患者中65例[67%])与内分泌治疗组(89例患者中76例[85%])相比,治疗相关不良事件发生率较低。最常见的3-4级不良事件是关节痛(内分泌治疗组89例中有6例[7%],放疗组97例中有0例)、盆腔器官脱垂(3例[3%],分别为0例)、疲劳、潮热、肌痛、骨痛和骨折(2例[2%],分别为0例)。放疗组严重不良事件15例(15%),内分泌治疗组13例(15%)。两组均无治疗相关死亡。解释:根据GHS测量,与放疗相比,内分泌治疗与24个月时HRQOL的更大降低相关。虽然这些中期结果表明放疗可能更好地保持低风险早期乳腺癌老年妇女的HRQOL,但需要进一步的疾病控制结果和最终患者累积数据来得出明确的结论。资助肿瘤放射治疗基金会。
{"title":"Single-modality endocrine therapy versus radiotherapy after breast-conserving surgery in women aged 70 years and older with luminal A-like early breast cancer (EUROPA): a preplanned interim analysis of a phase 3, non-inferiority, randomised trial","authors":"Icro Meattini, Maria Carmen De Santis, Luca Visani, Marta Scorsetti, Alessandra Fozza, Bruno Meduri, Fiorenza De Rose, Elisabetta Bonzano, Agnese Prisco, Valeria Masiello, Eliana La Rocca, Ruggero Spoto, Carlotta Becherini, Gladys Blandino, Luca Moscetti, Riccardo Ray Colciago, Riccardo A Audisio, Etienne Brain, Saverio Caini, Marije Hamaker, Jure Verbancic","doi":"10.1016/s1470-2045(24)00661-2","DOIUrl":"https://doi.org/10.1016/s1470-2045(24)00661-2","url":null,"abstract":"&lt;h3&gt;Background&lt;/h3&gt;Optimal therapy following breast-conserving surgery in older adults with low-risk, early-stage breast cancer remains uncertain. The EUROPA trial aims to compare the effects of radiotherapy and endocrine therapy as single-modality treatments on health-related quality of life (HRQOL) and ipsilateral breast tumour recurrence (IBTR) outcomes in this population.&lt;h3&gt;Methods&lt;/h3&gt;This non-inferiority, phase 3, randomised study was conducted at 18 academic hospitals across Italy (17 centres) and Slovenia (one centre). Eligible patients were women aged 70 years or older with histologically confirmed, stage I, luminal A-like breast cancer, who had undergone breast-conserving surgery and had an Eastern Cooperative Oncology Group performance status of 0 or 1. Patients were randomly assigned (1:1) to receive single-modality endocrine therapy or radiotherapy. Endocrine therapy consisted of daily oral aromatase inhibitors or tamoxifen, for a total planned duration of 5–10 years as per clinical discretion, while radiotherapy was administered as either whole breast or partial breast irradiation, delivered in 5–15 fractions. Randomisation was stratified by health status according to the Geriatric 8 (G8) screening tool and by age, with allocation concealed and no blinding. The co-primary endpoints were the change in HRQOL, assessed by the global health status (GHS) scale of the European Organisation for Research and Treatment of Cancer Quality of Life Questionnaire 30-item core module at 24 months, and 5-year IBTR rates (not reported here). This preplanned interim analysis was performed once at least 152 patients completed the 24-month GHS HRQOL assessment. The safety population comprised patients who received the study intervention at least once after randomisation. The study is registered with &lt;span&gt;&lt;span&gt;ClinicalTrials.gov&lt;/span&gt;&lt;svg aria-label=\"Opens in new window\" focusable=\"false\" height=\"20\" viewbox=\"0 0 8 8\"&gt;&lt;path d=\"M1.12949 2.1072V1H7V6.85795H5.89111V2.90281L0.784057 8L0 7.21635L5.11902 2.1072H1.12949Z\"&gt;&lt;/path&gt;&lt;/svg&gt;&lt;/span&gt;, &lt;span&gt;&lt;span&gt;NCT04134598&lt;/span&gt;&lt;svg aria-label=\"Opens in new window\" focusable=\"false\" height=\"20\" viewbox=\"0 0 8 8\"&gt;&lt;path d=\"M1.12949 2.1072V1H7V6.85795H5.89111V2.90281L0.784057 8L0 7.21635L5.11902 2.1072H1.12949Z\"&gt;&lt;/path&gt;&lt;/svg&gt;&lt;/span&gt;, and is ongoing and actively recruiting.&lt;h3&gt;Findings&lt;/h3&gt;Between March 4, 2021, and June 14, 2024, 731 women were randomly assigned to receive radiotherapy (n=365) or endocrine therapy (n=366). This analysis included 104 patients in the radiotherapy group and 103 in the endocrine therapy group, with a median follow-up of 23·9 months (IQR 22·9–24·2). Patients were predominantly White (204 [99%] of 207) and the median age was 75·0 years (IQR 73·0–80·0) in the radiotherapy group and 74·0 years (72·0–80·0) in the endocrine therapy group. 86 patients in the radiotherapy group and 75 in the endocrine therapy group completed the 24-month HRQOL assessment. The mean baseline GHS score was 71·9 ","PeriodicalId":22865,"journal":{"name":"The Lancet Oncology","volume":"8 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-12-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142809625","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Optimising therapy and avoiding overtreatment in breast cancer 优化乳腺癌治疗,避免过度治疗
Pub Date : 2024-12-12 DOI: 10.1016/s1470-2045(24)00707-1
N Lynn Henry
No Abstract
没有抽象的
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引用次数: 0
Africa renews commitment to an accelerated plan to end cervical cancer by 2030 非洲重申致力于加快到2030年消除宫颈癌的计划
Pub Date : 2024-12-06 DOI: 10.1016/s1470-2045(24)00711-3
Munyaradzi Makoni
No Abstract
没有抽象的
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引用次数: 0
Deep learning using histological images for gene mutation prediction in lung cancer: a multicentre retrospective study 使用组织学图像进行肺癌基因突变预测的深度学习:一项多中心回顾性研究
Pub Date : 2024-12-06 DOI: 10.1016/s1470-2045(24)00599-0
Yu Zhao, Shan Xiong, Qin Ren, Jun Wang, Min Li, Lin Yang, Di Wu, Kejing Tang, Xiaojie Pan, Fengxia Chen, Wenxiang Wang, Shi Jin, Xianling Liu, Gen Lin, Wenxiu Yao, Linbo Cai, Yi Yang, Jixian Liu, Jingxun Wu, Wenfan Fu, Wenhua Liang
<h3>Background</h3>Accurate detection of driver gene mutations is crucial for treatment planning and predicting prognosis for patients with lung cancer. Conventional genomic testing requires high-quality tissue samples and is time-consuming and resource-consuming, and as a result, is not available for most patients, especially those in low-resource settings. We aimed to develop an annotation-free Deep learning-enabled artificial intelligence method to predict GEne Mutations (DeepGEM) from routinely acquired histological slides.<h3>Methods</h3>In this multicentre retrospective study, we collected data for patients with lung cancer who had a biopsy and multigene next-generation sequencing done at 16 hospitals in China (with no restrictions on age, sex, or histology type), to form a large multicentre dataset comprising paired pathological image and multiple gene mutation information. We also included patients from The Cancer Genome Atlas (TCGA) publicly available dataset. Our developed model is an instance-level and bag-level co-supervised multiple instance learning method with label disambiguation design. We trained and initially tested the DeepGEM model on the internal dataset (patients from the First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China), and further evaluated it on the external dataset (patients from the remaining 15 centres) and the public TCGA dataset. Additionally, a dataset of patients from the same medical centre as the internal dataset, but without overlap, was used to evaluate the model's generalisation ability to biopsy samples from lymph node metastases. The primary objective was the performance of the DeepGEM model in predicting gene mutations (area under the curve [AUC] and accuracy) in the four prespecified groups (ie, the hold-out internal test set, multicentre external test set, TCGA set, and lymph node metastases set).<h3>Findings</h3>Assessable pathological images and multigene testing information were available for 3697 patients who had biopsy and multigene next-generation sequencing done between Jan 1, 2018, and March 31, 2022, at the 16 centres. We excluded 60 patients with low-quality images. We included 3767 images from 3637 consecutive patients (1978 [54·4%] men, 1514 [41·6%] women, 145 [4·0%] unknown; median age 60 years [IQR 52–67]), with 1716 patients in the internal dataset, 1718 patients in the external dataset, and 203 patients in the lymph node metastases dataset. The DeepGEM model showed robust performance in the internal dataset: for excisional biopsy samples, AUC values for gene mutation prediction ranged from 0·90 (95% CI 0·77–1·00) to 0·97 (0·93–1·00) and accuracy values ranged from 0·91 (0·85–0·98) to 0·97 (0·93–1·00); for aspiration biopsy samples, AUC values ranged from 0·85 (0·80–0·91) to 0·95 (0·86–1·00) and accuracy values ranged from 0·79 (0·74–0·85) to 0·99 (0·98–1·00). In the multicentre external dataset, for excisional biopsy samples, AUC values ranged from 0·80 (95% CI
背景准确检测驱动基因突变对肺癌患者的治疗计划和预测预后至关重要。传统的基因组检测需要高质量的组织样本,耗时耗力,因此大多数患者,特别是资源匮乏地区的患者无法使用。我们的目标是开发一种无注释的深度学习人工智能方法,从常规获得的组织学切片中预测基因突变(DeepGEM)。方法在这项多中心回顾性研究中,我们收集了在中国16家医院进行活检和多基因下一代测序的肺癌患者的数据(没有年龄、性别或组织学类型的限制),形成了一个大型的多中心数据集,包括成对的病理图像和多基因突变信息。我们还纳入了来自癌症基因组图谱(TCGA)公开数据集的患者。我们开发的模型是一种具有标签消歧设计的实例级和袋级共同监督多实例学习方法。我们在内部数据集(来自中国广州医科大学第一附属医院的患者)上训练并初步测试了DeepGEM模型,并在外部数据集(来自其余15个中心的患者)和公共TCGA数据集上进一步评估了它。此外,使用来自同一医疗中心的患者数据集作为内部数据集,但没有重叠,用于评估模型对淋巴结转移活检样本的泛化能力。主要目的是研究DeepGEM模型在四个预先指定的组(即保留内部测试集、多中心外部测试集、TCGA集和淋巴结转移集)中预测基因突变的性能(曲线下面积[AUC]和准确性)。在2018年1月1日至2022年3月31日期间,在16个中心进行了活检和多基因下一代测序的3697例患者可获得可评估的病理图像和多基因检测信息。我们排除了60例低质量图像的患者。我们纳入了来自3637例连续患者的3767张图像(男性1978[54.4%],女性1514[41.6%],未知145 [4.0%];中位年龄60岁[IQR 52-67]),内部数据集中有1716例,外部数据集中有1718例,淋巴结转移数据集中有203例。DeepGEM模型在内部数据集中表现出稳健的性能:对于切除活检样本,基因突变预测的AUC值范围为0.90 (95% CI为0.77 - 1.00)至0.97 (95% CI为0.93 - 1.00),准确率范围为0.91 (95% CI为0.85 - 0.98)至0.97 (0.93 - 1.00);对于抽吸活检样本,AUC值范围为0.85(0.80 - 0.91)至0.95(0.86 - 1.00),准确度值范围为0.79(0.74 - 0.85)至0.99(0.98 - 1.00)。在多中心外部数据集中,对于切除活检样本,AUC值范围为0.80 (95% CI为0.75 - 0.85)至0.91(0.88 - 1.00),准确度值范围为0.79(0.76 - 0.82)至0.95 (0.93 - 0.96);对于穿刺活检样本,AUC值范围为0.76(0.70 - 0.83)至0.87(0.80 - 0.94),准确度范围为0.76(0.74 - 0.79)至0.97(0.96 - 0.98)。该模型在TCGA数据集(473例患者;535幻灯片;AUC值范围为0.82 [95% CI 0.71 ~ 0.93] ~ 0.96[0.91 ~ 0.00],准确度范围为0.79[0.70 ~ 0.88]~ 0.95[0.90 ~ 1.00]。在原发性区域活检样本上训练的DeepGEM模型可以推广到淋巴结转移的活检样本,EGFR的AUC值为0.91 (95% CI为0.88 - 0.94),KRAS的AUC值为0.88 (95% CI为0.82 - 0.93),EGFR的准确率值为0.85 (0.80 - 0.88),KRAS的准确率为0.95(0.92 - 0.96),显示出靶向治疗的预后预测潜力。该模型生成空间基因突变图,显示基因突变的空间分布。我们开发了一种基于人工智能的方法,可以提供准确、及时、经济的基因突变和突变空间分布预测。该方法作为指导肺癌患者临床治疗的辅助工具显示出巨大的潜力。国家自然科学基金、广州市科技计划项目、国家重点研发计划项目。摘要的中文译文见补充资料部分。
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引用次数: 0
期刊
The Lancet Oncology
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