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21.
颜林林 (2023-04-30 10:31):
#paper doi:10.1109/TNB.2023.3254514 IEEE transactions on nanobioscience, 2023, RBS: A Rotational Coding Based on Blocking Strategy for DNA Storage. 利用DNA作为介质研发数据存储方案,是近几年的热点之一,许多研究所和公司都竞相开展,但投入和进展却层次不齐。这也是我个人比较感兴趣的方向之一,因此关注到最近刚发表出来的这篇文章,顺便点评一下。虽然这篇文章并不算多出彩,也没有什么重大突破,但它是一篇纯算法的概念验证工作,不涉及到分子实验,倒是比较适合我这种业余感兴趣者效仿。用DNA介质存储数据,面临各种现实问题,比如GC含量需要限制在一定范围,过高或过低的GC含量,都会在合成和测序上导致问题,再比如不能有连续重复片段等。也因此,对数据进行DNA字母的编码,不能简单随便设置某种一一对应规则,而需要同时考虑各类分子特性限制。本文提出了一种数据编解码算法RBS,并使用文本、图片数据测试,评估诸如GC含量、重复片段数量、汉明距离、自由能等,以确认该算法用于DNA存储的可行性和效率。
Abstract:
The data volume of global information has grown exponentially in recent years, but the development of silicon-based memory has entered a bottleneck period. Deoxyribonucleic acid (DNA) storage is drawing attention … >>>
The data volume of global information has grown exponentially in recent years, but the development of silicon-based memory has entered a bottleneck period. Deoxyribonucleic acid (DNA) storage is drawing attention owing to its advantages of high storage density, long storage time, and easy maintenance. However, the base utilization and information density of existing DNA storage methods are insufficient. Therefore, this study proposes a rotational coding based on blocking strategy (RBS) for encoding digital information such as text and images in DNA data storage. This strategy satisfies multiple constraints and produces low error rates in synthesis and sequencing. To illustrate the superiority of the proposed strategy, it was compared and analyzed with existing strategies in terms of entropy value change, free energy size, and Hamming distance. The experimental results show that the proposed strategy has higher information storage density and better coding quality in DNA storage, so it will improve the efficiency, practicality, and stability of DNA storage. <<<
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22.
颜林林 (2023-03-12 15:29):
#paper doi:10.1016/j.celrep.2023.112230 Cell Reports, 2023, FAM193A is a positive regulator of p53 activity. 这是一篇典型的关于药物敏感机制探索的细胞学研究,通过分子细胞生物学方法和高通量筛选技术,找到一个新调控基因,并确认其功能。癌症研究中最著名的基因当属TP53(其蛋白则称为p53),这是个抑癌基因,在癌组织中常表现出发生突变或被异常调控。针对其抑制型调控蛋白(如MDM2和MDM4),设计的化合物抑制剂,可激活或促进p53功能,进而达到治疗癌症的目的。Nutlin正是这样的候选药物分子。然而Nutlin在不同细胞系或患者中的表现却差异巨大,其作用机制尚待深入研究。这篇论文通过对药物敏感数据库的分析,以及采用CRISPR screening技术,在多个不同细胞系中进行高通量筛选,识别出FAM193A蛋白,其与Nutlin药物敏感性密切相关,并通过一系列证据,证明FAM193A在p53通路中起到正向调节作用,为后续机制研究和药物开发提供了新的方向。
IF:7.500Q1 Cell reports, 2023-03-28. DOI: 10.1016/j.celrep.2023.112230 PMID: 36897777
Abstract:
Inactivation of the p53 tumor suppressor, either by mutations or through hyperactivation of repressors such as MDM2 and MDM4, is a hallmark of cancer. Although many inhibitors of the p53-MDM2/4 … >>>
Inactivation of the p53 tumor suppressor, either by mutations or through hyperactivation of repressors such as MDM2 and MDM4, is a hallmark of cancer. Although many inhibitors of the p53-MDM2/4 interaction have been developed, such as Nutlin, their therapeutic value is limited by highly heterogeneous cellular responses. We report here a multi-omics investigation of the cellular response to MDM2/4 inhibitors, leading to identification of FAM193A as a widespread regulator of p53 function. CRISPR screening identified FAM193A as necessary for the response to Nutlin. FAM193A expression correlates with Nutlin sensitivity across hundreds of cell lines. Furthermore, genetic codependency data highlight FAM193A as a component of the p53 pathway across diverse tumor types. Mechanistically, FAM193A interacts with MDM4, and FAM193A depletion stabilizes MDM4 and inhibits the p53 transcriptional program. Last, FAM193A expression is associated with better prognosis in multiple malignancies. Altogether, these results identify FAM193A as a positive regulator of p53. <<<
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23.
颜林林 (2023-03-02 07:38):
#paper doi:10.1016/j.csbj.2023.02.016 Computational and Structural Biotechnology Journal, 2023, DNAsmart: Multiple attribute ranking tool for DNA data storage systems. 将DNA用作存储介质,已经逐渐成为一个热门的研究方向。由于DNA在读取(测序)和写入(合成)过程中,受到其自身特性和其他环境体系不同因素的影响,存在各类错误。这篇研究提供了一个网站工具DNAsmart,以交互式的方式,可视化地展示核酸片段之间诸如GC含量、汉明距离等不同属性,帮助研究者探索如何有效利用和平衡这些属性的影响,以设计出更合适的DNA存储的编解码方案。
Abstract:
In an ever-growing need for data storage capacity, the Deoxyribonucleic Acid (DNA) molecule gains traction as a new storage medium with a larger capacity, higher density, and a longer lifespan … >>>
In an ever-growing need for data storage capacity, the Deoxyribonucleic Acid (DNA) molecule gains traction as a new storage medium with a larger capacity, higher density, and a longer lifespan over conventional storage media. To effectively use DNA for data storage, it is important to understand the different methods of encoding information in DNA and compare their effectiveness. This requires evaluating which decoded DNA sequences carry the most encoded information based on various attributes. However, navigating the field of coding theory requires years of experience and domain expertise. For instance, domain experts rely on various mathematical functions and attributes to score and evaluate their encodings. To enable such analytical tasks, we provide an interactive and visual analytical framework for multi-attribute ranking in DNA storage systems. Our framework follows a three-step view with user-settable parameters. It enables users to find the optimal en-/de-coding approaches by setting different weights and combining multiple attributes. We assess the validity of our work through a task-specific user study on domain experts by relying on three tasks. Results indicate that all participants completed their tasks successfully under two minutes, then rated the framework for design choices, perceived usefulness, and intuitiveness. In addition, two real-world use cases are shared and analyzed as direct applications of the proposed tool. DNAsmart enables the ranking of decoded sequences based on multiple attributes. In sum, this work unveils the evaluation of en-/de-coding approaches accessible and tractable through visualization and interactivity to solve comparison and ranking tasks. <<<
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24.
颜林林 (2023-02-27 21:12):
#paper doi:10.3390/ijms24043588 International Journal of Molecular Sciences, 2023, A DNA Finite-State Machine Based on the Programmable Allosteric Strategy of DNAzyme. 本研究利用核酶(一种具有特定序列和构象的DNA分子,本身具有切割特定核酸片段的催化能力)的特性,构建了一个具有不同状态的纳米机器体系,通过加入不同的核酸分子(作为输入),使体系中发生链置换反应,从而使人工设计的核酶分子,可逆地改变为不同状态,并通过切割报告核酸分子输出荧光信号进行确认,从实验上验证了用DNA分子实现有限状态机的可行性。除了实时监测反应体系的荧光信号外,本研究也通过电泳对体系中存在的各个核酸分子进行了确认。本研究分别实现了两状态和五状态的有限状态机,从概念上验证了,可以通过增加不同序列的核酸分子,实现状态机的状态数量扩展,可据此进一步研发更复杂的DNA纳米分子机器。
Abstract:
Living organisms can produce corresponding functions by responding to external and internal stimuli, and this irritability plays a pivotal role in nature. Inspired by such natural temporal responses, the development … >>>
Living organisms can produce corresponding functions by responding to external and internal stimuli, and this irritability plays a pivotal role in nature. Inspired by such natural temporal responses, the development and design of nanodevices with the ability to process time-related information could facilitate the development of molecular information processing systems. Here, we proposed a DNA finite-state machine that can dynamically respond to sequential stimuli signals. To build this state machine, a programmable allosteric strategy of DNAzyme was developed. This strategy performs the programmable control of DNAzyme conformation using a reconfigurable DNA hairpin. Based on this strategy, we first implemented a finite-state machine with two states. Through the modular design of the strategy, we further realized the finite-state machine with five states. The DNA finite-state machine endows molecular information systems with the ability of reversible logic control and order detection, which can be extended to more complex DNA computing and nanomachines to promote the development of dynamic nanotechnology. <<<
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25.
颜林林 (2023-01-01 22:47):
#paper doi:10.1186/s13059-022-02816-6 Genome Biology, 2022, Structural variant analysis of a cancer reference cell line sample using multiple sequencing technologies. 结构变异(SV)检测一直是基因组研究中充满挑战的一项工作。本文来自SEQC2(Sequencing Quality Control Phase 2)consortium。通过来自同一捐献者的乳腺癌组织及对照样本(外周血白细胞),分别构建了细胞系,作为研究材料。分别使用Illumina短读长测序、10x linked-reads测序、PacBio 和 Nanopore 长读长测序,以及 Hi-C测序,由此整合并最终鉴定出1788个SV。之后,又使用PCR方法、芯片方法、Bionano光学图谱、RNA-seq鉴别融合断点等独立的技术方法,对其中一部分结果进行验证,并评估了各技术平台对SV鉴定的性能。文章最终输出了一套SV参考集合,可用于各类SV方法的基准评估。
IF:10.100Q1 Genome Biology, 2022. DOI: 10.1186/s13059-022-02816-6
Abstract:
Abstract Background The cancer genome is commonly altered with thousands of structural rearrangements including insertions, deletions, translocation, inversions, duplications, and copy number variations. Thus, structural variant (SV) characterization plays a … >>>
Abstract Background The cancer genome is commonly altered with thousands of structural rearrangements including insertions, deletions, translocation, inversions, duplications, and copy number variations. Thus, structural variant (SV) characterization plays a paramount role in cancer target identification, oncology diagnostics, and personalized medicine. As part of the SEQC2 Consortium effort, the present study established and evaluated a consensus SV call set using a breast cancer reference cell line and matched normal control derived from the same donor, which were used in our companion benchmarking studies as reference samples. Results We systematically investigated somatic SVs in the reference cancer cell line by comparing to a matched normal cell line using multiple NGS platforms including Illumina short-read, 10X Genomics linked reads, PacBio long reads, Oxford Nanopore long reads, and high-throughput chromosome conformation capture (Hi-C). We established a consensus SV call set of a total of 1788 SVs including 717 deletions, 230 duplications, 551 insertions, 133 inversions, 146 translocations, and 11 breakends for the reference cancer cell line. To independently evaluate and cross-validate the accuracy of our consensus SV call set, we used orthogonal methods including PCR-based validation, Affymetrix arrays, Bionano optical mapping, and identification of fusion genes detected from RNA-seq. We evaluated the strengths and weaknesses of each NGS technology for SV determination, and our findings provide an actionable guide to improve cancer genome SV detection sensitivity and accuracy. Conclusions A high-confidence consensus SV call set was established for the reference cancer cell line. A large subset of the variants identified was validated by multiple orthogonal methods. <<<
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26.
颜林林 (2022-12-30 20:49):
#paper doi:10.1038/s41551-022-00952-9 Nat. Biomed. Eng, 2022, A deep-learning model for transforming the style of tissue images from cryosectioned to formalin-fixed and paraffin-embedded. 在肿瘤诊治过程中,经常需要通过对肿瘤组织进行组织学检查,得到病理诊断结果,才能做出合适的治疗方案。病理组织学检查,需要对组织进行福尔马林固定、石蜡包埋和切片制片,然后将切片放置在显微镜下进行观察,整个过程非常耗时耗力,因而难以应用于手术期间快速决策。冰冻组织切片虽然可以快速进行,但该技术面临细胞结构不容易保留、经常出现各类人为实验因素造成的伪影(artefacts)等挑战,干扰组织学检查过程。本文构建了一个基于GAN的深度学习模型AI-FFPE,用来将冰冻组织切片图像转换成为石蜡包埋组织切片风格,并以此修正各类伪影,提升通过冰冻组织切片来进行组织学检查的效率。经该模型应用于脑肿瘤和肺癌的病理图像公共数据集,进行验证和评估,确实有效修正了相关伪影问题,且效果相对其他专门进行病理图像修正的工具算法更好。此外,本文还将AI-FFPE的输出图像,交给27位病理医生进行人工评估,以及交给之前已发表的AI阅片程序进行分类,其结果也都支持AI-FFPE策略的有效性。
Abstract:
Histological artefacts in cryosectioned tissue can hinder rapid diagnostic assessments during surgery. Formalin-fixed and paraffin-embedded (FFPE) tissue provides higher quality slides, but the process for obtaining them is laborious (typically … >>>
Histological artefacts in cryosectioned tissue can hinder rapid diagnostic assessments during surgery. Formalin-fixed and paraffin-embedded (FFPE) tissue provides higher quality slides, but the process for obtaining them is laborious (typically lasting 12-48 h) and hence unsuitable for intra-operative use. Here we report the development and performance of a deep-learning model that improves the quality of cryosectioned whole-slide images by transforming them into the style of whole-slide FFPE tissue within minutes. The model consists of a generative adversarial network incorporating an attention mechanism that rectifies cryosection artefacts and a self-regularization constraint between the cryosectioned and FFPE images for the preservation of clinically relevant features. Transformed FFPE-style images of gliomas and of non-small-cell lung cancers from a dataset independent from that used to train the model improved the rates of accurate tumour subtyping by pathologists. <<<
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27.
颜林林 (2022-11-20 22:18):
#paper doi:10.1093/bioinformatics/btac018 Bioinformatics, 2022, StainedGlass: interactive visualization of massive tandem repeat structures with identity heatmaps. 这篇paper介绍了来自华盛顿大学Evan Eichler团队的一个小工具,它在基因组尺度上计算序列之间的一致性(或相似性),并以基因组浏览器上通常展示连锁不平衡(LD)的三角形方式,展示这些序列一致性关系。这几乎就只是一项日常分析工作中的普通任务,谈不上多大的创新性和重要意义。因此,作为一篇可以帮助其他人复用并快速实现类似功能的Application Note,作者将该功能封装成为snakemake模块,并且借用另一个发表于2018年的工具HiGlass,实现结果的交互式展示,允许快速进行不同分辨率的调节,倒是确实突出了实用性。
Abstract:
SUMMARY: The visualization and analysis of genomic repeats is typically accomplished using dot plots; however, the emergence of telomere-to-telomere assemblies with multi-megabase repeats requires new visualization strategies. Here, we introduce … >>>
SUMMARY: The visualization and analysis of genomic repeats is typically accomplished using dot plots; however, the emergence of telomere-to-telomere assemblies with multi-megabase repeats requires new visualization strategies. Here, we introduce StainedGlass, which can generate publication-quality figures and interactive visualizations that depict the identity and orientation of multi-megabase tandem repeat structures at a genome-wide scale. The tool can rapidly reveal higher-order structures and improve the inference of evolutionary history for some of the most complex regions of genomes.AVAILABILITY AND IMPLEMENTATION: StainedGlass is implemented using Snakemake and available open source under the MIT license at https://mrvollger.github.io/StainedGlass/.SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. <<<
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28.
颜林林 (2022-10-03 11:15):
#paper doi:10.1038/s41398-022-02189-1 Translational Psychiatry, 2022, The phenotypic spectrum and genotype-phenotype correlations in 106 patients with variants in major autism gene CHD8. 这篇论文的研究主题,是CHD8基因突变与表型的关系。该基因在既往研究中已被报道与孤独症(autism)有关。这是一篇系统性综述,收集并整理了来自17篇论文的病例数据,对其中有CHD8突变信息的病例,还联系相应医生,对临床信息进行了补充完整。结合所收集的表型信息,与突变谱进行关联分析。对于部分开展了甲基化检测的病例,还进行了表观特征的分析,找到与CHD8单倍体剂量不足(haploinsufficiency)相关的修饰。这是一篇针对某个已知疾病相关基因,进行深入研究的很好范例。此研究还提供了在线网站,允许提交关于CHD8的新临床数据,使共同推动与之相关的孤独症研究和诊疗探索。
IF:5.800Q1 Translational psychiatry, 2022-10-01. DOI: 10.1038/s41398-022-02189-1 PMID: 36182950
Abstract:
CHD8, a major autism gene, functions in chromatin remodelling and has various roles involving several biological pathways. Therefore, unsurprisingly, previous studies have shown that intellectual developmental disorder with autism and … >>>
CHD8, a major autism gene, functions in chromatin remodelling and has various roles involving several biological pathways. Therefore, unsurprisingly, previous studies have shown that intellectual developmental disorder with autism and macrocephaly (IDDAM), the syndrome caused by pathogenic variants in CHD8, consists of a broad range of phenotypic abnormalities. We collected and reviewed 106 individuals with IDDAM, including 36 individuals not previously published, thus enabling thorough genotype-phenotype analyses, involving the CHD8 mutation spectrum, characterization of the CHD8 DNA methylation episignature, and the systematic analysis of phenotypes collected in Human Phenotype Ontology (HPO). We identified 29 unique nonsense, 25 frameshift, 24 missense, and 12 splice site variants. Furthermore, two unique inframe deletions, one larger deletion (exons 26-28), and one translocation were observed. Methylation analysis was performed for 13 patients, 11 of which showed the previously established episignature for IDDAM (85%) associated with CHD8 haploinsufficiency, one analysis was inconclusive, and one showing a possible gain-of-function signature instead of the expected haploinsufficiency signature was observed. Consistent with previous studies, phenotypical abnormalities affected multiple organ systems. Many neurological abnormalities, like intellectual disability (68%) and hypotonia (29%) were observed, as well as a wide variety of behavioural abnormalities (88%). Most frequently observed behavioural problems included autism spectrum disorder (76%), short attention span (32%), abnormal social behaviour (31%), sleep disturbance (29%) and impaired social interactions (28%). Furthermore, abnormalities in the digestive (53%), musculoskeletal (79%) and genitourinary systems (18%) were noted. Although no significant difference in severity was observed between males and females, individuals with a missense variant were less severely affected. Our study provides an extensive review of all phenotypic abnormalities in patients with IDDAM and provides clinical recommendations, which will be of significant value to individuals with a pathogenic variant in CHD8, their families, and clinicians as it gives a more refined insight into the clinical and molecular spectrum of IDDAM, which is essential for accurate care and counselling. <<<
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29.
颜林林 (2022-10-02 15:26):
#paper doi:10.1186/s12859-022-04948-9 BMC Bioinformatics, 2022, Visualizing the knowledge structure and evolution of bioinformatics. 这篇文章用了一些生物信息学中常用的数据分析方法和可视化方法,来研究生物信息学学科本身。对过去几十年所发表的相关论文摘要文本的分析,展示了一些研究模式变迁过程(如从纯理论性的模型计算到堆机器学习模型)以及相应的知识结构的变化过程。思路上很新颖,正文中以UMAP点图展示知识结构的方式也很有创意。
IF:2.900Q1 BMC bioinformatics, 2022-Sep-30. DOI: 10.1186/s12859-022-04948-9 PMID: 36180852
Abstract:
BACKGROUND: Bioinformatics has gained much attention as a fast growing interdisciplinary field. Several attempts have been conducted to explore the field of bioinformatics by bibliometric analysis, however, such works did … >>>
BACKGROUND: Bioinformatics has gained much attention as a fast growing interdisciplinary field. Several attempts have been conducted to explore the field of bioinformatics by bibliometric analysis, however, such works did not elucidate the role of visualization in analysis, nor focus on the relationship between sub-topics of bioinformatics.RESULTS: First, the hotspot of bioinformatics has moderately shifted from traditional molecular biology to omics research, and the computational method has also shifted from mathematical model to data mining and machine learning. Second, DNA-related topics are bridge topics in bioinformatics research. These topics gradually connect various sub-topics that are relatively independent at first. Third, only a small part of topics we have obtained involves a number of computational methods, and the other topics focus more on biological aspects. Fourth, the proportion of computing-related topics hit a trough in the 1980s. During this period, the use of traditional calculation methods such as mathematical model declined in a large proportion while the new calculation methods such as machine learning have not been applied in a large scale. This proportion began to increase gradually after the 1990s. Fifth, although the proportion of computing-related topics is only slightly higher than the original, the connection between other topics and computing-related topics has become closer, which means the support of computational methods is becoming increasingly important for the research of bioinformatics.CONCLUSIONS: The results of our analysis imply that research on bioinformatics is becoming more diversified and the ranking of computational methods in bioinformatics research is also gradually improving. <<<
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30.
颜林林 (2022-10-01 23:28):
#paper doi:10.1186/s12896-022-00758-2 BMC Biotechnology, 2022, A new method for screening acute/chronic lymphocytic leukemia: dual-label time-resolved fluorescence immunoassay. 本文根据既往研究发现,锁定两个蛋白 S100A8 和 LRG1,作为白血病的早期发现生物标志物,使用 TRFIA(时间分辨的荧光免疫分析,该方法最早出现于2002年左右,参考doi: 10.1016/S0167-7012(01)00352-9 的文章)技术进行高灵敏度的检测,由此建立白血病的外周血早筛方法。本文对此筛查方法,在不同浓度的样本中(包括批间实验)进行了技术验证,并在120例健康人+59例白血病患者中进行了临床验证。
IF:3.500Q2 BMC biotechnology, 2022-09-30. DOI: 10.1186/s12896-022-00758-2 PMID: 36180909
Abstract:
BACKGROUND: Lymphocytic leukemia (LL) is a primary malignant tumor of hematopoietic tissue, which seriously affects the health of children and the elderly. The study aims to establish a new detection … >>>
BACKGROUND: Lymphocytic leukemia (LL) is a primary malignant tumor of hematopoietic tissue, which seriously affects the health of children and the elderly. The study aims to establish a new detection method for screening acute/chronic LL using time-resolved fluorescence immunoassay (TRFIA) via quantitative detection of S100 calcium binding protein A8 (S100A8) and leucine-rich alpha-2-glycoprotein 1 (LRG1) in serum.METHODS: Here a sandwich TRFIA was optimized and established: Anti-S100A8/LRG1 caputre antibodies immobilized on 96-well plates captured S100A8/LRG1, and then banded together with the anti-S100A8/LRG1 detection antibodies labeled with Europium(III) (Eu3+)/samarium(III) (Sm3+) chelates. Finally time resolved fluorometry measured the fluorescence intensity.RESULTS: The sensitivity of S100A8 was 1.15 ng/mL(LogY = 3.4027 + 0.4091 × LogX, R2 = 0.9828, P < 0.001, dynamic range: 2.1-10,000 ng/mL), and 3.2 ng/mL for LRG1 (LogY = 3.3009 + 0.4082 × LogX, R2 = 0.9748, P < 0.001, dynamic range: 4.0-10,000 ng/mL). The intra-assay and inter-assay CVs were low, ranging from 5.75% to 8.23% for S100A8 and 5.30% to 9.45% for LRG1 with high specificity and affinity in serum samples. Bland-Altman plots indicated TRFIA and ELISA kits have good agreement in clinical serum samples. Additionally, the cutoff values for S100A8 and LRG1 were 1849.18 ng/mL and 588.08 ng/mL, respectively.CONCLUSION: The present TRFIA method could be used for the quantitative detection of S100A8 and LRG1 in serum, and it has high sensitivity, accuracy and specificity. Clinically, this TRFIA method could be suitable for screening of LL via the quantitative detection of S100A8 and LRG1. <<<
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31.
颜林林 (2022-09-26 23:20):
#paper doi:10.1002/ajmg.a.62974 American Journal of Medical Genetics, 2022, Reduced resource utilization with early use of next-generation sequencing in rare genetic diseases in an Asian cohort. 这篇来自新加坡的文章,回顾了一家三级医院从2004到2020年的患者数据,调取其做过遗传检测且有相应计费数据的病例,最终筛选出近百例罕见病患者,覆盖GDD(全身发育迟缓)、MCA(多发性先天异常)、NMD(神经肌肉疾病)和 PID(原发性免疫缺陷)四种遗传疾病。根据他们病历中记录的所做检测内容,结合医疗常规实践路径规范,评价按照规范依次进行多种不同检测、对比合理去掉其中一个或多个检测项目,直至只留下最终采取全外显子组测序(WES)的策略。分别进行经济学和检测准确性方面的评估,由此给出一些实践建议。虽然病例收集时间跨度长,但最终可用病例数仍然有限,其结果价值也因此受到影响。不过该文章思路挺值得学习的,对于推动将WES或WGS(全基因组测序)提升至一线或早期的诊断方法,是一个合理且有说服力的策略。若在中国这样一个人口基数大的国家,建设并长期详细记录诊疗数据,用于此类回顾研究的开展,将是价值更加巨大的。
Abstract:
Children with genetic diseases endure a prolonged and costly "diagnostic odyssey." The use of whole exome sequencing (WES) and whole genome sequencing (WGS) has improved the diagnosis rate, ending the … >>>
Children with genetic diseases endure a prolonged and costly "diagnostic odyssey." The use of whole exome sequencing (WES) and whole genome sequencing (WGS) has improved the diagnosis rate, ending the odyssey. However, the additional costs associated WES/WGS has impeded their adoption in Asian settings. We aim to estimate the expected change to the mean number of diagnostic tests used, and the associated costs from a decision to use WES early in the diagnostic pathways of pediatric phenotypes, as compared to Existing Practice. Retrospective data from a patient cohort recruited under the Singapore Undiagnosed Disease Program from a tertiary hospital in Singapore, for the period October 2004 to September 2020, was analyzed. Four phenotype-specific subgroups were used: multiple congenital anomalies (MCA) without developmental delay; global developmental delay (GDD); neuromuscular disorder (NMD) and primary immunodeficiency disorder (PID). Patients had undergone a traditional diagnostic pathway and received a diagnosis either through clinical exome or WES or WGS. A costs only analysis was performed, by tabulating the outcomes "test quantity" and "test costs" incurred by patients. The outcomes were compared with alternate diagnostic pathways which incorporates the early introduction of WES trio testing. To include uncertainty in cost outcomes, simulation studies were done on uncertain parameters. Cost outcomes are reported in Singapore dollars (S$). The 92 included patients had MCA (n = 48), GDD (n = 29), NMD (n = 10), or PID (n = 5). Patients were aged between 18 days and 26 years, 52.2% were males. The majority were of Chinese ethnicity (81.5%). If patients had access to WES directly, test quantity reduced by 97.38% for MCA, 96.98% for GDD, 96.56% for NMD, and 99.84% for PID. The expected cost savings per patient were $5940 for MCA (US$4433), $5342 for GDD (US$3986), $4622 for NMD (US$3449), and $58,497 for PID (US$43,654). Uncertainty assessment for MCA and GDD patients showed a respective likelihood of 86.9% and 97.4% for cost savings. Adoption of alternate diagnostic pathways with early WES in selected pediatric subgroups are likelt to reduce costs, when compared to Existing Practice. Benefits arising from earlier diagnosis, and the potential cost savings could mitigate the large initial cost of implementing WES in Asian settings. <<<
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32.
颜林林 (2022-09-25 15:32):
#paper doi:10.1101/2022.09.20.22280143 medRxiv, 2022, Whole-Genome Promoter Profiling of Plasma Cell-Free DNA Exhibits Predictive Value for Preterm Birth. 这篇文章试图从孕期母亲外周血cfDNA中发现早产相关生物标志物。对20例足月与20例早产的入组孕产妇进行全基因组测序,以及相应胎盘和外周血的全转录组测序,从中找到差异表达基因,并与外周血cfDNA中相应基因上游调控序列的覆盖深度进行关联,由此得到的特征,在2590例孕产妇(2072足月对518早产)的NIPT数据中进行验证,并预期此检测将为当前NIPT服务提供更多附加价值。这是一篇预发表文章,其摘要仅仅提及最后的两千多例的模型及性能,与正文整体逻辑还是有一定区别的,显然其文章逻辑还需要再继续打磨,不过这套数据及结果还是挺值得关注下的。
Abstract:
Preterm birth (PTB) occurs in around 11% of all births worldwide, resulting in significant morbidity and mortality for both mothers and offspring. Identification of pregnancies at risk of preterm birth … >>>
Preterm birth (PTB) occurs in around 11% of all births worldwide, resulting in significant morbidity and mortality for both mothers and offspring. Identification of pregnancies at risk of preterm birth in early pregnancy may help improve intervention and reduce its incidence. However, there exist few methods for PTB prediction developed with large sample size, high throughput screening and validation in independent cohorts. Here, we established a large scale, multi center, and case control study that included 2,590 pregnancies (2,072 full term and 518 preterm pregnancies) from three independent hospitals to develop a preterm birth classifier. We implemented whole genome sequencing on their plasma cfDNA and then their promoter profiling (read depth spanning from -1 KB to +1 KB around the transcriptional start site) was analyzed. Using three machine learning models and two feature selection algorithms, classifiers for predicting preterm delivery were developed. Among them, a classifier based on the support vector machine model and backward algorithm, named PTerm (Promoter profiling classifier for preterm prediction), exhibited the largest AUC value of 0.878 (0.852-0.904) following LOOCV cross validation. More importantly, PTerm exhibited good performance in three independent validation cohorts and achieved an overall AUC of 0.849 (0.831-0.866). Taken together, PTerm could be based on current noninvasive prenatal test (NIPT) data without changing its procedure or adding detection cost, which can be easily adapted for preclinical tests. <<<
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33.
颜林林 (2022-09-23 22:56):
#paper doi:10.1371/journal.pgen.1010404 PLOS Genetics, 2022, Analysis of low-level somatic mosaicism reveals stage and tissue-specific mutational features in human development. 这篇文章纳入了来自190人的498个样本,包括神经疾病患者、脑肿瘤患者和健康对照,样本类型包括外周血及脑、心脏、肝脏等组织,对这些样本进行配对的全外显子测序(平均深度~500x),研究各样本的体细胞突变,以及它们在不同组织类型和不同发育阶段的分布情况,以及突变特征差异。对这些突变,还采取Sanger和靶向扩增超高深度测序等方法进行验证,对于突变在不同类型细胞的分布,也使用了流式细胞术进行了验证。分析方法上都比较常规,但作为一套数百例不同组织部位的深度全外显子数据,以及它所描述的体细胞突变的分布,还是比较有重分析挖掘的价值的。
IF:4.000Q1 PLoS genetics, 2022-09. DOI: 10.1371/journal.pgen.1010404 PMID: 36121845
Abstract:
Most somatic mutations that arise during normal development are present at low levels in single or multiple tissues depending on the developmental stage and affected organs. However, the effect of … >>>
Most somatic mutations that arise during normal development are present at low levels in single or multiple tissues depending on the developmental stage and affected organs. However, the effect of human developmental stages or mutations of different organs on the features of somatic mutations is still unclear. Here, we performed a systemic and comprehensive analysis of low-level somatic mutations using deep whole-exome sequencing (average read depth ~500×) of 498 multiple organ tissues with matched controls from 190 individuals. Our results showed that early clone-forming mutations shared between multiple organs were lower in number but showed higher allele frequencies than late clone-forming mutations [0.54 vs. 5.83 variants per individual; 6.17% vs. 1.5% variant allele frequency (VAF)] along with less nonsynonymous mutations and lower functional impacts. Additionally, early and late clone-forming mutations had unique mutational signatures that were distinct from mutations that originated from tumors. Compared with early clone-forming mutations that showed a clock-like signature across all organs or tissues studied, late clone-forming mutations showed organ, tissue, and cell-type specificity in the mutation counts, VAFs, and mutational signatures. In particular, analysis of brain somatic mutations showed a bimodal occurrence and temporal-lobe-specific signature. These findings provide new insights into the features of somatic mosaicism that are dependent on developmental stage and brain regions. <<<
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34.
颜林林 (2022-09-21 07:48):
#paper doi:10.1002/humu.24458 Human Mutation, 2022, A survey of current methods to detect and genotype inversions. 倒位(inversion)是基因组上一类特殊的变异,越来越多的技术方法可以对其进行发现和鉴定,也因此发现该事件广泛存在于不同物种的基因组中。这篇综述从技术角度,分别介绍了PCR、NGS序列比对、单倍体型识别、模板链测序(template‐strand sequencing,Strand‐seq)、光学图谱(optical mapping,Bionano)及基因组组装这六类方法对倒位的鉴定,以及相应方法所取得的研究进展。
IF:3.300Q2 Human mutation, 2022-11. DOI: 10.1002/humu.24458 PMID: 36047337
Abstract:
Polymorphic inversions are ubiquitous in humans and they have been linked to both adaptation and disease. Following their discovery in Drosophila more than a century ago, inversions have proved to … >>>
Polymorphic inversions are ubiquitous in humans and they have been linked to both adaptation and disease. Following their discovery in Drosophila more than a century ago, inversions have proved to be more elusive than other structural variants. A wide variety of methods for the detection and genotyping of inversions have recently been developed: multiple techniques based on selective amplification by PCR, short- and long-read sequencing approaches, principal component analysis of small variant haplotypes, template strand sequencing, optical mapping, and various genome assembly methods. Many methods apply complex wet lab protocols or increasingly refined bioinformatic analyses. This review is an attempt to provide a practical summary and comparison of the methods that are in current use, with a focus on metrics such as the maximum size of segmental duplications at inversion breakpoints that each method can tolerate, the size range of inversions that they recover, their throughput, and whether the locations of putative inversions must be known beforehand. <<<
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35.
颜林林 (2022-09-20 06:54):
#paper doi:10.1002/humu.24465 Human Mutations, 2022, Long-read sequencing for molecular diagnostics in constitutional genetic disorders. 这是一篇关于使用三代长读长测序进行遗传病基因检测的综述,来自费城儿童医院。文章列举了其医院提供的耳聋基因检测的例子,来说明在实践中整合使用多种不同检测技术,实现检测上百个基因不同类型疾病相关突变的需求。此外,也通过实例,系统地分析了诸如重复片段、假基因、同一基因发生多个距离较远突变(需要进行phasing,即定相)等可能造成检测结果误判的问题,以及长读长测序技术如何解决相应问题。三代测序用于遗传基因检测,目前最大瓶颈在于所积累的证据和人群数据,但这正好是时间可以逐步积累并解决的。从这篇文章展示的这些几乎只能使用长读长相关技术才能解决的问题案例,可以预期不久的未来将迎来一批相应的长读长测序基因检测方法的落地应用。
IF:3.300Q2 Human mutation, 2022-11. DOI: 10.1002/humu.24465 PMID: 36086952
Abstract:
Long-read sequencing (LRS) has been around for more than a decade, but widespread adoption of the technology has been slow due to the perceived high error rates and high sequencing … >>>
Long-read sequencing (LRS) has been around for more than a decade, but widespread adoption of the technology has been slow due to the perceived high error rates and high sequencing cost. This is changing due to the recent advancements to produce highly accurate sequences and the reducing costs. LRS promises significant improvement over short read sequencing in four major areas: (1) better detection of structural variation (2) better resolution of highly repetitive or nonunique regions (3) accurate long-range haplotype phasing and (4) the detection of base modifications natively from the sequencing data. Several successful applications of LRS have demonstrated its ability to resolve molecular diagnoses where short-read sequencing fails to identify a cause. However, the argument for increased diagnostic yield from LRS remains to be validated. Larger cohort studies may be required to establish the realistic boundaries of LRS's clinical utility and analytical validity, as well as the development of standards for clinical applications. We discuss the limitations of the current standard of care, and contrast with the applications and advantages of two major LRS platforms, PacBio and Oxford Nanopore, for molecular diagnostics of constitutional disorders, and present a critical argument about the potential of LRS in diagnostic settings. <<<
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36.
颜林林 (2022-09-19 22:00):
#paper doi:10.1038/s41598-022-17585-2 Scientific Reports, 2022, Recursive integration of synergised graph representations of multi‑omics data for cancer subtypes identification. 随着高通量测序技术在不同组学水平上的应用,肿瘤研究也早已进入多组学研究阶段。如何将多组学高维数据进行有效整合,一直是一项有挑战的工作。与此相关的方法学研发工作,大多聚焦于单组学数据的各类降维和特征提取。本文开发了一个名为RISynG(Recursive Integration of Synergised Graph-representations)的方法,通过从原始的组学数据中提取Gramian和Laplacian两个表征矩阵(representation matrices),使整合不同组学之间更加有效。相比过去大多数将多组学数据进行简单串联堆叠的方式,能够取得更好的分类效果,实现基于肿瘤多组学数据(如TCGA)进行肿瘤分型。
IF:3.800Q1 Scientific reports, 2022-09-17. DOI: 10.1038/s41598-022-17585-2 PMID: 36115864
Abstract:
Cancer subtypes identification is one of the critical steps toward advancing personalized anti-cancerous therapies. Accumulation of a massive amount of multi-platform omics data measured across the same set of samples … >>>
Cancer subtypes identification is one of the critical steps toward advancing personalized anti-cancerous therapies. Accumulation of a massive amount of multi-platform omics data measured across the same set of samples provides an opportunity to look into this deadly disease from several views simultaneously. Few integrative clustering approaches are developed to capture shared information from all the views to identify cancer subtypes. However, they have certain limitations. The challenge here is identifying the most relevant feature space from each omic view and systematically integrating them. Both the steps should lead toward a global clustering solution with biological significance. In this respect, a novel multi-omics clustering algorithm named RISynG (Recursive Integration of Synergised Graph-representations) is presented in this study. RISynG represents each omic view as two representation matrices that are Gramian and Laplacian. A parameterised combination function is defined to obtain a synergy matrix from these representation matrices. Then a recursive multi-kernel approach is applied to integrate the most relevant, shared, and complementary information captured via the respective synergy matrices. At last, clustering is applied to the integrated subspace. RISynG is benchmarked on five multi-omics cancer datasets taken from The Cancer Genome Atlas. The experimental results demonstrate RISynG's efficiency over the other approaches in this domain. <<<
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颜林林 (2022-09-16 23:18):
#paper doi:10.1016/j.molcel.2022.08.019 Molecular Cell, 2022, Developmental and housekeeping transcriptional programs in Drosophila require distinct chromatin remodelers. 这篇文章吸引到我,是因为浏览它时,我看到了两个词,“Drosophila(果蝇)”和“auxin(植物生长素)”,于是很好奇这两者是怎么联系起来的。过去在生物专业课上,就听说过植物生长素在植物研究领域中的至尊江湖地位。这篇文章提及一项技术“auxin-inducible degradation (AID)”,源自2009年的一篇Nature Methods文章(doi:10.1038/nmeth.1401),该技术通过为目标蛋白加入一段特定序列,使得在有植物生长素的情况下,能引发蛋白泛素化降解机制,从而可以人为控制蛋白的降解过程。由于泛素化降解是一个广泛存在于不同物种的机制,这项技术就可以应用于非植物的各种生物体系中。本文通过这项技术,对果蝇的看家基因(house keeping gene)和发育基因(developmental gene)进行了研究,前者普遍表达于所有类型细胞,后者则只在特定组织器官类型的细胞中表达。通过人为控制相应基因的蛋白降解,揭示了两类基因在染色质重塑(chromatin remodelling)及其他相关特征上的差异。
IF:14.500Q1 Molecular cell, 2022-10-06. DOI: 10.1016/j.molcel.2022.08.019 PMID: 36113480
Abstract:
Gene transcription is a highly regulated process in all animals. In Drosophila, two major transcriptional programs, housekeeping and developmental, have promoters with distinct regulatory compatibilities and nucleosome organization. However, it … >>>
Gene transcription is a highly regulated process in all animals. In Drosophila, two major transcriptional programs, housekeeping and developmental, have promoters with distinct regulatory compatibilities and nucleosome organization. However, it remains unclear how the differences in chromatin structure relate to the distinct regulatory properties and which chromatin remodelers are required for these programs. Using rapid degradation of core remodeler subunits in Drosophila melanogaster S2 cells, we demonstrate that developmental gene transcription requires SWI/SNF-type complexes, primarily to maintain distal enhancer accessibility. In contrast, wild-type-level housekeeping gene transcription requires the Iswi and Ino80 remodelers to maintain nucleosome positioning and phasing at promoters. These differential remodeler dependencies relate to different DNA-sequence-intrinsic nucleosome affinities, which favor a default ON state for housekeeping but a default OFF state for developmental gene transcription. Overall, our results demonstrate how different transcription-regulatory strategies are implemented by DNA sequence, chromatin structure, and remodeler activity. <<<
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38.
颜林林 (2022-09-15 22:35):
#paper doi:10.1002/humu.24455 Human Mutation, 2022, de novo variant calling identifies cancer mutation signatures in the 1000 Genomes Project. 本文开发了一种能利用GPU加速、基于trio(一家三口,父母两人及一个子女)全基因组测序数据、检测新发突变(de novo variant)的工具。并使用该工具重新分析了三个大规模trio人群数据,三个人群分别是Simons Simplex Collection(SSC)、Simons Foundation Powering Autism Research(SPARK)和千人基因组(1000 Genomes Project,1000G),其样本类型分别为外周血、唾液和细胞系。结果发现细胞系的新发突变数量和特征,明显不符合预期。通过对1000G中的这些新发突变的特征分析,发现它们与B细胞淋巴瘤相似,从而推断其大多应为细胞系制备过程(即EBV处理)中引入的artifacts。
IF:3.300Q2 Human mutation, 2022-12. DOI: 10.1002/humu.24455 PMID: 36054329
Abstract:
Detection of de novo variants (DNVs) is critical for studies of disease-related variation and mutation rates. To accelerate DNV calling, we developed a graphics processing units-based workflow. We applied our … >>>
Detection of de novo variants (DNVs) is critical for studies of disease-related variation and mutation rates. To accelerate DNV calling, we developed a graphics processing units-based workflow. We applied our workflow to whole-genome sequencing data from three parent-child sequenced cohorts including the Simons Simplex Collection (SSC), Simons Foundation Powering Autism Research (SPARK), and the 1000 Genomes Project (1000G) that were sequenced using DNA from blood, saliva, and lymphoblastoid cell lines (LCLs), respectively. The SSC and SPARK DNV callsets were within expectations for number of DNVs, percent at CpG sites, phasing to the paternal chromosome of origin, and average allele balance. However, the 1000G DNV callset was not within expectations and contained excessive DNVs that are likely cell line artifacts. Mutation signature analysis revealed 30% of 1000G DNV signatures matched B-cell lymphoma. Furthermore, we found variants in DNA repair genes and at Clinvar pathogenic or likely-pathogenic sites and significant excess of protein-coding DNVs in IGLL5; a gene known to be involved in B-cell lymphomas. Our study provides a new rapid DNV caller for the field and elucidates important implications of using sequencing data from LCLs for reference building and disease-related projects. <<<
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39.
颜林林 (2022-09-14 05:52):
#paper doi:10.1002/humu.24460 Human Mutation, 2022, CIC missense variants contribute to susceptibility for spina bifida. 既往研究发现,叶酸摄入对于神经系统发育具有重要作用,其缺乏可能导致神经管缺陷(Neural tube defects,NTDs)这样的严重先天畸形。本文应该是从另一项研究出发,由入组的140例散发脊柱裂(spina bifida)病例,进行的全基因组测序结果中,发现8例CIC基因的罕见错义突变。通过近缘物种间序列保守性,确认了这些突变可能存在重要作用。在细胞系中通过质粒转染和叶酸缺乏培养等实验,引入野生型或携带上述突变的CIC基因的质粒,通过免疫荧光观察突变对表达量和亚细胞定位的影响。此外,还使用Western、qPCR等方法,对CIC所调控的基因的表达进行测定,确认了所发现的CIC突变,确实会对相关通路造成影响。这是一篇用湿实验方法对所发现基因突变功能进行验证的典型研究。
IF:3.300Q2 Human mutation, 2022-12. DOI: 10.1002/humu.24460 PMID: 36054333
Abstract:
Neural tube defects (NTDs) are congenital malformations resulting from abnormal embryonic development of the brain, spine, or spinal column. The genetic etiology of human NTDs remains poorly understood despite intensive … >>>
Neural tube defects (NTDs) are congenital malformations resulting from abnormal embryonic development of the brain, spine, or spinal column. The genetic etiology of human NTDs remains poorly understood despite intensive investigation. CIC, homolog of the Capicua transcription repressor, has been reported to interact with ataxin-1 (ATXN1) and participate in the pathogenesis of spinocerebellar ataxia type 1. Our previous study demonstrated that CIC loss of function (LoF) variants contributed to the cerebral folate deficiency syndrome by downregulating folate receptor 1 (FOLR1) expression. Given the importance of folate transport in neural tube formation, we hypothesized that CIC variants could contribute to increased risk for NTDs by depressing embryonic folate concentrations. In this study, we examined CIC variants from whole-genome sequencing (WGS) data of 140 isolated spina bifida cases and identified eight missense variants of CIC gene. We tested the pathogenicity of the observed variants through multiple in vitro experiments. We determined that CIC variants decreased the FOLR1 protein level and planar cell polarity (PCP) pathway signaling in a human cell line (HeLa). In a murine cell line (NIH3T3), CIC loss of function variants downregulated PCP signaling. Taken together, this study provides evidence supporting CIC as a risk gene for human NTD. <<<
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40.
颜林林 (2022-09-13 07:21):
#paper doi:10.1016/j.vaccine.2022.08.036 Vaccine, 2022, Serious adverse events of special interest following mRNA COVID-19 vaccination in randomized trials in adults. 这篇文章跟进了Pfizer和Moderna两家公司的新冠RNA疫苗的三期临床试验,针对其报出的严重不良反应进行二次分析,确认各自疫苗相对于安慰剂所增加的风险比值。该结果提示应该进行更加详尽正式的利弊分析。而文末也再次呼吁要求公开受试者级别的相关数据,以保证临床试验的透明度和各类评估分析得以正确进行。
IF:4.500Q2 Vaccine, 2022-09-22. DOI: 10.1016/j.vaccine.2022.08.036 PMID: 36055877
Abstract:
INTRODUCTION: In 2020, prior to COVID-19 vaccine rollout, the Brighton Collaboration created a priority list, endorsed by the World Health Organization, of potential adverse events relevant to COVID-19 vaccines. We … >>>
INTRODUCTION: In 2020, prior to COVID-19 vaccine rollout, the Brighton Collaboration created a priority list, endorsed by the World Health Organization, of potential adverse events relevant to COVID-19 vaccines. We adapted the Brighton Collaboration list to evaluate serious adverse events of special interest observed in mRNA COVID-19 vaccine trials.METHODS: Secondary analysis of serious adverse events reported in the placebo-controlled, phase III randomized clinical trials of Pfizer and Moderna mRNA COVID-19 vaccines in adults (NCT04368728 and NCT04470427), focusing analysis on Brighton Collaboration adverse events of special interest.RESULTS: Pfizer and Moderna mRNA COVID-19 vaccines were associated with an excess risk of serious adverse events of special interest of 10.1 and 15.1 per 10,000 vaccinated over placebo baselines of 17.6 and 42.2 (95 % CI -0.4 to 20.6 and -3.6 to 33.8), respectively. Combined, the mRNA vaccines were associated with an excess risk of serious adverse events of special interest of 12.5 per 10,000 vaccinated (95 % CI 2.1 to 22.9); risk ratio 1.43 (95 % CI 1.07 to 1.92). The Pfizer trial exhibited a 36 % higher risk of serious adverse events in the vaccine group; risk difference 18.0 per 10,000 vaccinated (95 % CI 1.2 to 34.9); risk ratio 1.36 (95 % CI 1.02 to 1.83). The Moderna trial exhibited a 6 % higher risk of serious adverse events in the vaccine group: risk difference 7.1 per 10,000 (95 % CI -23.2 to 37.4); risk ratio 1.06 (95 % CI 0.84 to 1.33). Combined, there was a 16 % higher risk of serious adverse events in mRNA vaccine recipients: risk difference 13.2 (95 % CI -3.2 to 29.6); risk ratio 1.16 (95 % CI 0.97 to 1.39).DISCUSSION: The excess risk of serious adverse events found in our study points to the need for formal harm-benefit analyses, particularly those that are stratified according to risk of serious COVID-19 outcomes. These analyses will require public release of participant level datasets. <<<
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