来自杂志 Nature medicine 的文献。
当前共找到 13 篇文献分享。
1.
庞庞
(2024-06-30 23:01):
#paper Personalized brain circuit scores identify clinically distinct biotypes in depression and anxiety DOI: 10.1038/s41591-024-03057-9 本文基于作者提出的静息态以及任务态功能网络的指标,对1000多个抑郁症患者进行了亚型的分类,分出来六个亚型,这六个亚型存在行为、临床量表以及对治疗反应的差异,可以更好的进行精准化医疗。
Abstract:
There is an urgent need to derive quantitative measures based on coherent neurobiological dysfunctions or 'biotypes' to enable stratification of patients with depression and anxiety. We used task-free and task-evoked …
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There is an urgent need to derive quantitative measures based on coherent neurobiological dysfunctions or 'biotypes' to enable stratification of patients with depression and anxiety. We used task-free and task-evoked data from a standardized functional magnetic resonance imaging protocol conducted across multiple studies in patients with depression and anxiety when treatment free (n = 801) and after randomization to pharmacotherapy or behavioral therapy (n = 250). From these patients, we derived personalized and interpretable scores of brain circuit dysfunction grounded in a theoretical taxonomy. Participants were subdivided into six biotypes defined by distinct profiles of intrinsic task-free functional connectivity within the default mode, salience and frontoparietal attention circuits, and of activation and connectivity within frontal and subcortical regions elicited by emotional and cognitive tasks. The six biotypes showed consistency with our theoretical taxonomy and were distinguished by symptoms, behavioral performance on general and emotional cognitive computerized tests, and response to pharmacotherapy as well as behavioral therapy. Our results provide a new, theory-driven, clinically validated and interpretable quantitative method to parse the biological heterogeneity of depression and anxiety. Thus, they represent a promising approach to advance precision clinical care in psychiatry.
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2.
庞庞
(2024-04-30 21:44):
#paper doi:10.1038/s41591-023-02296-6 Heterogeneous aging across multiple organ systems and prediction of chronic disease and mortality
可能我们大家比较熟悉人脑的年龄,即使用机器学习模型,基于脑指标(如功能连接、灰质体积等)预测人的年龄,预测值如果比真实年龄高,说明这个人比同龄人的脑子更加老化,反之更加年轻。预测值与真实值的差值可以衡量一个人脑的老化程度。而在这里,作者则使用UKbiobank数据集,进一步收集了除脑子以外身体的数据,构建了各个器官系统的年龄,进一步探究了器官系统的年龄是如何互相影响的、以及是如何影响脑龄的,即构建了一个Multi-organ的网络。同时他们也探究了哪些生活因素与器官老化有关,还有各种慢性病的器官年龄是怎样的异常模式。这篇文章给我们提供了一个研究个体老化的新视角,很有创新性。
Abstract:
Biological aging of human organ systems reflects the interplay of age, chronic disease, lifestyle and genetic risk. Using longitudinal brain imaging and physiological phenotypes from the UK Biobank, we establish …
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Biological aging of human organ systems reflects the interplay of age, chronic disease, lifestyle and genetic risk. Using longitudinal brain imaging and physiological phenotypes from the UK Biobank, we establish normative models of biological age for three brain and seven body systems. Here we find that an organ's biological age selectively influences the aging of other organ systems, revealing a multiorgan aging network. We report organ age profiles for 16 chronic diseases, where advanced biological aging extends from the organ of primary disease to multiple systems. Advanced body age associates with several lifestyle and environmental factors, leukocyte telomere lengths and mortality risk, and predicts survival time (area under the curve of 0.77) and premature death (area under the curve of 0.86). Our work reveals the multisystem nature of human aging in health and chronic disease. It may enable early identification of individuals at increased risk of aging-related morbidity and inform new strategies to potentially limit organ-specific aging in such individuals.
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3.
na na na
(2024-01-31 23:53):
#paper doi: 10.1038/s41591-023-02371-y. Epub 2023 May 29.Pan-cancer T cell atlas links a cellular stress response state to immunotherapy resistance 。T细胞是肿瘤免疫中非常重要的存在,肿瘤细胞被发现之后,T细胞就会以指数方式增殖向效应T细胞和记忆T细胞分化,快速消灭外来病原体/肿瘤,但经历不断的抗原刺激和免疫抑制信号的干扰,一些T细胞也会进入疲软期,分化为功能丧失的状态,称为T细胞耗竭(TEX)。MD安德森癌症中心对T细胞状态的广泛多样性以及它们在复杂的肿瘤微环境中的关系和作用提供了更深入的了解,为理解癌症免疫治疗效果带来了新的视角。文章主要提出了一个新的概念:T细胞应激反应状态(T cell stress response state),是指当细胞面临不利环境或压力时触发的一系列变化,以保持细胞的稳态和适应环境。适度的应激刺激可以激活细胞的防御机制,促进修复和适应能力的提高。在肿瘤中,TSTR细胞可以被认为是一类“压力过大”的T细胞。但与TEX细胞的不同,T细胞是通过两条截然不同的途径分化为TEX细胞与TSTR细胞。新的T细胞类型的发现对指导之后的肿瘤免疫微环境分析很大的价值,值得对作者数据再次进行挖掘,例如得到新的细胞亚型signature。推荐给做肿瘤科研的小伙伴,值得一读。
Abstract:
Tumor-infiltrating T cells offer a promising avenue for cancer treatment, yet their states remain to be fully characterized. Here we present a single-cell atlas of T cells from 308,048 transcriptomes …
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Tumor-infiltrating T cells offer a promising avenue for cancer treatment, yet their states remain to be fully characterized. Here we present a single-cell atlas of T cells from 308,048 transcriptomes across 16 cancer types, uncovering previously undescribed T cell states and heterogeneous subpopulations of follicular helper, regulatory and proliferative T cells. We identified a unique stress response state, T, characterized by heat shock gene expression. T cells are detectable in situ in the tumor microenvironment across various cancer types, mostly within lymphocyte aggregates or potential tertiary lymphoid structures in tumor beds or surrounding tumor edges. T cell states/compositions correlated with genomic, pathological and clinical features in 375 patients from 23 cohorts, including 171 patients who received immune checkpoint blockade therapy. We also found significantly upregulated heat shock gene expression in intratumoral CD4/CD8 cells following immune checkpoint blockade treatment, particularly in nonresponsive tumors, suggesting a potential role of T cells in immunotherapy resistance. Our well-annotated T cell reference maps, web portal and automatic alignment/annotation tool could provide valuable resources for T cell therapy optimization and biomarker discovery.
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4.
笑对人生
(2023-10-31 23:59):
# paper doi: 10.1038/s41591-022-01906-z. Fu B, et al. CRISPR-Cas9-mediated gene editing of the BCL11A enhancer for pediatric β0/β0 transfusion-dependent β-thalassemia. Nat Med. 2022 Aug;28(8):1573-1580.
研究背景:B细胞淋巴瘤/白血病11A蛋白(B-cell lymphoma/leukemia 11A,BCL11A)是一种转录因子,可抑制红系细胞中的γ-珠蛋白和胎儿血红蛋白表达。因此,理论上靶向抑制BCL11A的表达可能使γ-珠蛋白表达抑制解除。地中海贫血(Thalassemia)是由于珠蛋白基因突变、缺失导致的珠蛋白链合成减少或完全缺失所引起的遗传性慢性溶血性疾病。根据临床症状严重程度和是否需要定期输血将地贫分为输血依赖型地贫(TDT)和非输血依赖型地贫(NTDT)。TDT需终身依赖输血,包括重型β地贫、重型Hb E/β地贫、非缺失型HbH病和重型α地贫。人出生后不久胎儿期γ-珠蛋白 (γ-globin)基因沉默表达,成体则主要表达β-珠蛋白 (β-globin),它在红细胞中与a-珠蛋白组成血红蛋白四聚体(HbA : α2β2)运载氧气。过去的研究表明,胎儿血红蛋白(HbF)水平升高可以减轻镰状细胞病 (SCD)和β-地中海贫血的临床严重程度,利用HbF替代功能受损的HbA可能是治疗β地贫的可行方案之一。在2020年,NEJM同期分别发表了两项分别利用CRISPR-Cas9和慢病毒介导的shRNA治疗β-地中海贫血症患者和镰刀状细胞贫血症患者临床试验。第一项是利用CRISPR-Cas9对患者自体CD34+细胞BCL11A的增强子区域(GATA1结合位点)进行编辑,激活γ-珠蛋白表达,最终提高血液中HbF含量。第二项是慢病毒介导的shRNA,在体外特异性靶向敲低患者自体CD34+细胞的BCL11A基因的mRNA。
研究内容:本研究是中国,也是世界首个通过CRISPR基因编辑技术重激活γ珠蛋白治疗β0/β0型重度地中海贫血儿童(两名TDT患者)并获得成功的研究。两名患者体内红细胞数量和总体Hb水平在75天左右达到健康水平。此外,研究还利用scRNAseq分析了两名健康人、一名患者治疗前和两名患者治疗后的PBMC,在单细胞水平验证了他们之间各种细胞类型比例均无显著差异。
Abstract:
Gene editing to disrupt the GATA1-binding site at the +58 BCL11A erythroid enhancer could induce γ-globin expression, which is a promising therapeutic strategy to alleviate β-hemoglobinopathy caused by HBB gene …
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Gene editing to disrupt the GATA1-binding site at the +58 BCL11A erythroid enhancer could induce γ-globin expression, which is a promising therapeutic strategy to alleviate β-hemoglobinopathy caused by HBB gene mutation. In the present study, we report the preliminary results of an ongoing phase 1/2 trial (NCT04211480) evaluating safety and efficacy of gene editing therapy in children with blood transfusion-dependent β-thalassemia (TDT). We transplanted BCL11A enhancer-edited, autologous, hematopoietic stem and progenitor cells into two children, one carrying the β/β genotype, classified as the most severe type of TDT. Primary endpoints included engraftment, overall survival and incidence of adverse events (AEs). Both patients were clinically well with multilineage engraftment, and all AEs to date were considered unrelated to gene editing and resolved after treatment. Secondary endpoints included achieving transfusion independence, editing rate in bone marrow cells and change in hemoglobin (Hb) concentration. Both patients achieved transfusion independence for >18 months after treatment, and their Hb increased from 8.2 and 10.8 g dl at screening to 15.0 and 14.0 g dl at the last visit, respectively, with 85.46% and 89.48% editing persistence in bone marrow cells. Exploratory analysis of single-cell transcriptome and indel patterns in edited peripheral blood mononuclear cells showed no notable side effects of the therapy.
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5.
Spring
(2023-08-28 21:20):
#paper doi: 10.1038/s41591-023-02497-z
First-line durvalumab and tremelimumab with chemotherapy in RAS-mutated metastatic colorectal cancer: a phase 1b/2 trial
① 57名RAS突变的不可切除转移性结直肠癌患者接受mFOLFOX6化疗联合durvalumab及tremelimumab治疗;② 48名微卫星稳定(MSS)患者中,3个月、6个月、12个月、24个月的无进展生存率分别为90.7%、60.4%、26.9%、6.7%,中位无进展生存期为8.2个月;③ 6个月、12个月、24个月的总生存率分别为95.8%、81.1%及57.6%,中位总生存期尚未达到;④ 完全应答率及部分应答率分别为12.5%及52%;⑤ 在应答者中可观察到高肿瘤突变负荷及低基因组稳定性。
Abstract:
Although patients with microsatellite instable metastatic colorectal cancer (CRC) benefit from immune checkpoint blockade, chemotherapy with targeted therapies remains the only therapeutic option for microsatellite stable (MSS) tumors. The single-arm, …
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Although patients with microsatellite instable metastatic colorectal cancer (CRC) benefit from immune checkpoint blockade, chemotherapy with targeted therapies remains the only therapeutic option for microsatellite stable (MSS) tumors. The single-arm, phase 1b/2 MEDITREME trial evaluated the safety and efficacy of durvalumab plus tremelimumab combined with mFOLFOX6 chemotherapy in first line, in 57 patients with RAS-mutant unresectable metastatic CRC. Safety was the primary objective of phase Ib; no safety issue was observed. The phase 2 primary objective of efficacy in terms of 3-month progression-free survival (PFS) in patients with MSS tumors was met, with 3-month PFS of 90.7% (95% confidence interval (CI): 79.2-96%). For secondary objectives, response rate was 64.5%; median PFS was 8.2 months (95% CI: 5.9-8.6); and overall survival was not reached in patients with MSS tumors. We observed higher tumor mutational burden and lower genomic instability in responders. Integrated transcriptomic analysis underlined that high immune signature and low epithelial-mesenchymal transition were associated with better outcome. Immunomonitoring showed induction of neoantigen and NY-ESO1 and TERT blood tumor-specific T cell response associated with better PFS. The combination of durvalumab-tremelimumab with mFOLFOX6 was tolerable with promising clinical activity in MSS mCRC. Clinicaltrials.gov identifier: NCT03202758 .
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6.
小W
(2023-07-31 23:45):
#paper doi:https://doi.org/10.1038/s41591-023-02429-x A multi-ancestry polygenic risk score improves risk prediction for coronary artery disease
本文使用不同祖先来源人群队列的 冠状动脉疾病(CAD) GWASs分析结果,开发了 CAD 多基因风险评分模型(gps) GPSMult ,用于识别 CAD 风险。其模型分为两层:1.使用LDpred2方法为每个群体分层CAD GWAS构建单独的gps, ,综合 不同群体间gps 构建多祖先来源模型;2.采用步进法选择多祖先gps + 临床性状 的最佳组合,构建逻辑回归模型 GPSMult 。本文验证了GPSMult模型 相对于已发布的CAD风险模型在年轻人群或非欧洲人群风险预测性能的提升,倡导GPSMult辅助指导处于边缘或中度CAD风险个体的他汀类药物治疗决策。
Abstract:
Identification of individuals at highest risk of coronary artery disease (CAD)-ideally before onset-remains an important public health need. Prior studies have developed genome-wide polygenic scores to enable risk stratification, reflecting …
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Identification of individuals at highest risk of coronary artery disease (CAD)-ideally before onset-remains an important public health need. Prior studies have developed genome-wide polygenic scores to enable risk stratification, reflecting the substantial inherited component to CAD risk. Here we develop a new and significantly improved polygenic score for CAD, termed GPS, that incorporates genome-wide association data across five ancestries for CAD (>269,000 cases and >1,178,000 controls) and ten CAD risk factors. GPS strongly associated with prevalent CAD (odds ratio per standard deviation 2.14, 95% confidence interval 2.10-2.19, P < 0.001) in UK Biobank participants of European ancestry, identifying 20.0% of the population with 3-fold increased risk and conversely 13.9% with 3-fold decreased risk as compared with those in the middle quintile. GPS was also associated with incident CAD events (hazard ratio per standard deviation 1.73, 95% confidence interval 1.70-1.76, P < 0.001), identifying 3% of healthy individuals with risk of future CAD events equivalent to those with existing disease and significantly improving risk discrimination and reclassification. Across multiethnic, external validation datasets inclusive of 33,096, 124,467, 16,433 and 16,874 participants of African, European, Hispanic and South Asian ancestry, respectively, GPS demonstrated increased strength of associations across all ancestries and outperformed all available previously published CAD polygenic scores. These data contribute a new GPS for CAD to the field and provide a generalizable framework for how large-scale integration of genetic association data for CAD and related traits from diverse populations can meaningfully improve polygenic risk prediction.
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7.
庞庞
(2023-05-31 16:12):
#paper doi:https://doi.org/10.1038/s41591-023-02317-4 A shared neural basis underlying psychiatric comorbidity 之前对于精神疾病共病程度,通常使用p因子衡量。但是,这种指标通过临床评分得到,和共病的神经底物、基因都没有关联。对此,作者提出了一种新的神经生物学的跨疾病精神因子:NP因子。作者通过将与多种精神疾病得分显著相关的脑网络连接进行并集,并筛除掉在纵向数据上不稳定的连接,从而获得NP因子。他们同时证明了,NP因子与神经解剖位置、行为以及基因的关系。最后,NP因子可以泛化到其他类型的数据集上,这对以后的精神疾病的干预提供了帮助。
Abstract:
Recent studies proposed a general psychopathology factor underlying common comorbidities among psychiatric disorders. However, its neurobiological mechanisms and generalizability remain elusive. In this study, we used a large longitudinal neuroimaging …
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Recent studies proposed a general psychopathology factor underlying common comorbidities among psychiatric disorders. However, its neurobiological mechanisms and generalizability remain elusive. In this study, we used a large longitudinal neuroimaging cohort from adolescence to young adulthood (IMAGEN) to define a neuropsychopathological (NP) factor across externalizing and internalizing symptoms using multitask connectomes. We demonstrate that this NP factor might represent a unified, genetically determined, delayed development of the prefrontal cortex that further leads to poor executive function. We also show this NP factor to be reproducible in multiple developmental periods, from preadolescence to early adulthood, and generalizable to the resting-state connectome and clinical samples (the ADHD-200 Sample and the Stratify Project). In conclusion, we identify a reproducible and general neural basis underlying symptoms of multiple mental health disorders, bridging multidimensional evidence from behavioral, neuroimaging and genetic substrates. These findings may help to develop new therapeutic interventions for psychiatric comorbidities.
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8.
Spring
(2023-05-30 02:29):
#paperdoi: 10.1038/s41591-023-02324-5
① 纳入348名原发性癌症患者的新鲜冷冻样本进行全面的基因组分析;② 捕捉到克隆扩增、肿瘤富集的T细胞克隆的存在,并优于传统的预后分子生物标志物,如一致分子亚型和微卫星不稳定性分类;③ 基因免疫编辑的量化,定义为新抗原数量低于预期,进一步提高了其预后价值;④ 瘤内瘤胃球菌2和MBR评分彼此密切相关,发现了由瘤胃球菌驱动的微生物组特征溴化物,与有利结果相关;⑤ 开发并验证了一种复合评分,该评分可确定一组具有良好生存概率的患者。
An integrated tumor, immune and microbiome atlas of colon cancer
05-19
Abstract:
The lack of multi-omics cancer datasets with extensive follow-up information hinders the identification of accurate biomarkers of clinical outcome. In this cohort study, we performed comprehensive genomic analyses on fresh-frozen …
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The lack of multi-omics cancer datasets with extensive follow-up information hinders the identification of accurate biomarkers of clinical outcome. In this cohort study, we performed comprehensive genomic analyses on fresh-frozen samples from 348 patients affected by primary colon cancer, encompassing RNA, whole-exome, deep T cell receptor and 16S bacterial rRNA gene sequencing on tumor and matched healthy colon tissue, complemented with tumor whole-genome sequencing for further microbiome characterization. A type 1 helper T cell, cytotoxic, gene expression signature, called Immunologic Constant of Rejection, captured the presence of clonally expanded, tumor-enriched T cell clones and outperformed conventional prognostic molecular biomarkers, such as the consensus molecular subtype and the microsatellite instability classifications. Quantification of genetic immunoediting, defined as a lower number of neoantigens than expected, further refined its prognostic value. We identified a microbiome signature, driven by Ruminococcus bromii, associated with a favorable outcome. By combining microbiome signature and Immunologic Constant of Rejection, we developed and validated a composite score (mICRoScore), which identifies a group of patients with excellent survival probability. The publicly available multi-omics dataset provides a resource for better understanding colon cancer biology that could facilitate the discovery of personalized therapeutic approaches.
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9.
笑对人生
(2023-04-30 23:23):
#paper doi: 10.1038/s41591-023-02221-x. Comitani F, et al. Diagnostic classification of childhood cancer using multiscale transcriptomics. Nat Med. 2023 Mar;29(3):656-666.
研究背景:世界每年新增的儿童肿瘤患者大约40万。与成年人癌症不同的是,儿童肿瘤大多起源于胚胎组织,并且影响肿瘤发展的细胞类型是不同的。白血病是一种多发于儿童的肿瘤,比例约占1/3。再如,神经母细胞瘤,是一种高度异质性癌症,可始于婴儿和在儿童或青少年期间出现恶性进展,但少见于成年人。目前,尚未发现能用于所有儿童肿瘤诊断的全面分子生物标志物。转录组测序不仅能反映肿瘤的表达谱特征,而且可以能发现独立于基因组的肿瘤间差异。大多数已建立的转录组测序分类模型都是需要预标的有监督工具,因此难以发现一些复杂的表型变化。此外,瘤内异质性和肿瘤基质或免疫细胞浸润存在可能会导致在同一种肿瘤同时存在预后不良和预后良好的生物标志物。综上,有必要寻找以转录组测序为基础、灵活性高和适用于所有儿童肿瘤的生物标志物。
样本类型:聚类用数据集:2,178份儿童肿瘤样本、9,400成人肿瘤和1,735非癌组织。神经母细胞瘤转录可塑性验证样本8份。
数据类型:RNAseq和scRNAseq
研究主要内容:基于RNAseq建立一种名为RACCOON的自适应聚类方法,该方法能实现对肿瘤亚型进行无监督分类。通过比较不同类群的特征,发现儿童和成年肿瘤因年龄不同明显的差异,并且发现儿童转录紊乱性更高。接着研究者开发了一个名为OTTER的集成CNN分类器,并以RACCOON的聚类结果作为输入。与任何单一模型和以往发表的分类器相比,OTTER在所有指标上都表现更为优秀,并能高精确地对儿童肿瘤样本进行癌种类型、癌与非癌和亚型进行分类。更令人惊讶的是,该分类管道在低肿瘤纯度、高技术噪音和低测序深度(几百万个reads)下,仍能保持较高的准确度。总而言之,该研究提供了一个适用儿童肿瘤的通用分类器,并有望应用于其他的癌症类型。
Abstract:
The causes of pediatric cancers' distinctiveness compared to adult-onset tumors of the same type are not completely clear and not fully explained by their genomes. In this study, we used …
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The causes of pediatric cancers' distinctiveness compared to adult-onset tumors of the same type are not completely clear and not fully explained by their genomes. In this study, we used an optimized multilevel RNA clustering approach to derive molecular definitions for most childhood cancers. Applying this method to 13,313 transcriptomes, we constructed a pediatric cancer atlas to explore age-associated changes. Tumor entities were sometimes unexpectedly grouped due to common lineages, drivers or stemness profiles. Some established entities were divided into subgroups that predicted outcome better than current diagnostic approaches. These definitions account for inter-tumoral and intra-tumoral heterogeneity and have the potential of enabling reproducible, quantifiable diagnostics. As a whole, childhood tumors had more transcriptional diversity than adult tumors, maintaining greater expression flexibility. To apply these insights, we designed an ensemble convolutional neural network classifier. We show that this tool was able to match or clarify the diagnosis for 85% of childhood tumors in a prospective cohort. If further validated, this framework could be extended to derive molecular definitions for all cancer types.
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10.
张贝
(2023-02-28 23:21):
#paper Nat Med. 2014 Dec;20(12):1479-84.doi: 10.1038/nm.3729. Anchored multiplex PCR for targeted next-generation sequencing
本文首次报道了锚定多重PCR技术(AMP)在基因融合检测方面的应用。与RACE技术的原理类似,AMP将待检测的DNA片段与半功能通用接头连接,经过两轮巢式PCR扩增富集目标片段。与其他常规PCR技术相比,AMP仅通过一端的信息就可以富集目标区域。目前AMP的应用范围已经扩展检测基因的点突变、插入缺失、拷贝数变异、RNA表达等方面。
Abstract:
We describe a rapid target enrichment method for next-generation sequencing, termed anchored multiplex PCR (AMP), that is compatible with low nucleic acid input from formalin-fixed paraffin-embedded (FFPE) specimens. AMP is …
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We describe a rapid target enrichment method for next-generation sequencing, termed anchored multiplex PCR (AMP), that is compatible with low nucleic acid input from formalin-fixed paraffin-embedded (FFPE) specimens. AMP is effective in detecting gene rearrangements (without prior knowledge of the fusion partners), single nucleotide variants, insertions, deletions and copy number changes. Validation of a gene rearrangement panel using 319 FFPE samples showed 100% sensitivity (95% confidence limit: 96.5-100%) and 100% specificity (95% confidence limit: 99.3-100%) compared with reference assays. On the basis of our experience with performing AMP on 986 clinical FFPE samples, we show its potential as both a robust clinical assay and a powerful discovery tool, which we used to identify new therapeutically important gene fusions: ARHGEF2-NTRK1 and CHTOP-NTRK1 in glioblastoma, MSN-ROS1, TRIM4-BRAF, VAMP2-NRG1, TPM3-NTRK1 and RUFY2-RET in lung cancer, FGFR2-CREB5 in cholangiocarcinoma and PPL-NTRK1 in thyroid carcinoma. AMP is a scalable and efficient next-generation sequencing target enrichment method for research and clinical applications.
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11.
白鸟
(2023-01-28 22:01):
#paper https://doi.org/10.1038/s41591-022-02104-7 nature medicine 2022. Impact of the Human Cell Atlas on medicine.
疾病只有在健康样本的参照下才能被充分理解,实现这一愿景需要构建人类所有细胞的综合参考图谱。单细胞图谱有望填补基因、疾病和疗法之间“缺失的一环”。
图谱的意义在于:1.提高我们对疾病的认知,通过识别特定的细胞类型、状态、程序和与疾病相关基因起作用的环境,我们可以从细胞和组织层面了解疾病机制。2.诊断和治疗的应用:单细胞图谱和空间图谱改变我们对不同疾病在细胞和组织层面的理解,为了解诊断学、药物发现和新的治疗途径的发展提供信息。利用这些发现来开发强大的疾病诊断;确定有前途的新药物靶标;预测它们的功效、毒性和耐药机制;从癌症疗法到再生医学方领域授予新的疗法。
总结:人类细胞图谱的使命是形成一个参考图谱,作为了解人类健康以及诊断、监测和治疗疾病的基础。类似于人类基因组计划,基因组计划本身并没有“解决”疾病,但为生物医学的许多领域奠定了重要基础。绘制人类细胞图谱同时也带来了巨大的后期工作和技术挑战,路漫漫兮,但是它对医学的潜力也是巨大的。
Abstract:
Single-cell atlases promise to provide a 'missing link' between genes, diseases and therapies. By identifying the specific cell types, states, programs and contexts where disease-implicated genes act, we will understand …
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Single-cell atlases promise to provide a 'missing link' between genes, diseases and therapies. By identifying the specific cell types, states, programs and contexts where disease-implicated genes act, we will understand the mechanisms of disease at the cellular and tissue levels and can use this understanding to develop powerful disease diagnostics; identify promising new drug targets; predict their efficacy, toxicity and resistance mechanisms; and empower new kinds of therapies, from cancer therapies to regenerative medicine. Here, we lay out a vision for the potential of cell atlases to impact the future of medicine, and describe how advances over the past decade have begun to realize this potential in common complex diseases, infectious diseases (including COVID-19), rare diseases and cancer.
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12.
张贝
(2022-10-31 23:21):
#paper Nat Med. 2022 Apr;28(4):704-712.
doi: 10.1038/s41591-022-01694-6.Nivolumab plus ipilimumab with or without live bacterial supplementation in metastatic renal cell carcinoma: a randomized phase 1 trial.本文介绍了一项开放标签单中心研究的临床I期实验结果,在纳入的30例患者中(中位年龄为66岁,72%的患者为男性),以2:1的比例随机分组,分别接受CBM588+纳武利尤-伊匹单抗联合治疗以及仅使用纳武利尤-伊匹单抗治疗。结果表明在转移性肾细胞癌患者中补充双歧因子活菌产品CBM588可增强免疫检查点抑制剂纳武利尤-伊匹单抗的治疗效果,显著延长肾细胞癌患者的无进展生存期(12.7个月vs2.5个月),说明肠道微生物影响转移性肾细胞癌的免疫治疗疗效。
Abstract:
Previous studies have suggested that the gut microbiome influences the response to checkpoint inhibitors (CPIs) in patients with cancer. CBM588 is a bifidogenic live bacterial product that we postulated could …
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Previous studies have suggested that the gut microbiome influences the response to checkpoint inhibitors (CPIs) in patients with cancer. CBM588 is a bifidogenic live bacterial product that we postulated could augment CPI response through modulation of the gut microbiome. In this open-label, single-center study (NCT03829111), 30 treatment-naive patients with metastatic renal cell carcinoma with clear cell and/or sarcomatoid histology and intermediate- or poor-risk disease were randomized 2:1 to receive nivolumab and ipilimumab with or without daily oral CBM588, respectively. Stool metagenomic sequencing was performed at multiple timepoints. The primary endpoint to compare the relative abundance of Bifidobacterium spp. at baseline and at 12 weeks was not met, and no significant differences in Bifidobacterium spp. or Shannon index associated with the addition of CBM588 to nivolumab-ipilimumab were detected. Secondary endpoints included response rate, progression-free survival (PFS) and toxicity. PFS was significantly longer in patients receiving nivolumab-ipilimumab with CBM588 than without (12.7 months versus 2.5 months, hazard ratio 0.15, 95% confidence interval 0.05-0.47, P = 0.001). Although not statistically significant, the response rate was also higher in patients receiving CBM588 (58% versus 20%, P = 0.06). No significant difference in toxicity was observed between the study arms. The data suggest that CBM588 appears to enhance the clinical outcome in patients with metastatic renal cell carcinoma treated with nivolumab-ipilimumab. Larger studies are warranted to confirm this clinical observation and elucidate the mechanism of action and the effects on microbiome and immune compartments.
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13.
颜林林
(2022-06-22 00:43):
#paper doi:10.1038/s41591-022-01768-5 Nature Medicine, 2022, Swarm learning for decentralized artificial intelligence in cancer histopathology. 前段时间刚在Nature上一篇文章(doi:10.1038/s41586-021-03583-3)读到Swarm learning(群体学习),该文提及一种在不违反隐私法规的前提下进行临床数据共享,从而帮助针对那些普遍存在异质性的疾病开展精准医学研究。本文则是针对肿瘤病理图像分析,也使用群体学习技术。病理图像分析,是典型的需要依赖大量高质量数据集的研究方向,群体学习正好使得合作单位可以共同训练AI模型,同时又避免数据传输和数据垄断。本文基于来自爱尔兰、德国和美国的三个结直肠癌患者队列训练了模型,该模型通过分析患者的H&E染色切片,预测其驱动基因突变、dMMR突变和微卫星不稳定性状态(MSI)等,并在来自英国的两个独立队列数据集中进行模型的性能验证。在训练模型的三个数据节点(研究中心)之间,并不直接传递原始数据,而是在每次迭代步骤中,通过去中心化的区块链技术,进行模型参数的同步。也因此,各数据节点之间是对等的,并没有需要汇总其他节点的特殊中心节点。这种模式为将来拓展到更大范围、更多机构的合作,提供了可能性,也将使病理图像分析模型得到更大进步。
IF:58.700Q1
Nature medicine,
2022-06.
DOI: 10.1038/s41591-022-01768-5
PMID: 35469069
PMCID:PMC9205774
Abstract:
Artificial intelligence (AI) can predict the presence of molecular alterations directly from routine histopathology slides. However, training robust AI systems requires large datasets for which data collection faces practical, ethical …
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Artificial intelligence (AI) can predict the presence of molecular alterations directly from routine histopathology slides. However, training robust AI systems requires large datasets for which data collection faces practical, ethical and legal obstacles. These obstacles could be overcome with swarm learning (SL), in which partners jointly train AI models while avoiding data transfer and monopolistic data governance. Here, we demonstrate the successful use of SL in large, multicentric datasets of gigapixel histopathology images from over 5,000 patients. We show that AI models trained using SL can predict BRAF mutational status and microsatellite instability directly from hematoxylin and eosin (H&E)-stained pathology slides of colorectal cancer. We trained AI models on three patient cohorts from Northern Ireland, Germany and the United States, and validated the prediction performance in two independent datasets from the United Kingdom. Our data show that SL-trained AI models outperform most locally trained models, and perform on par with models that are trained on the merged datasets. In addition, we show that SL-based AI models are data efficient. In the future, SL can be used to train distributed AI models for any histopathology image analysis task, eliminating the need for data transfer.
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