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Genomic data has become increasingly accessible to the general public with the advent of companies offering whole genome sequencing at a relatively low cost. However, their reports are not verifiable due to a lack of crucial details and…

Summary: With the rapid development of long-read sequencing technologies, the era of individual complete genomes is approaching. We have developed wgatools, a cross-platform, ultrafast toolkit that supports a range of whole genome alignment…

基因组学 · 定量生物学 2025-04-01 Wenjie Wei , Songtao Gui , Jian Yang , Erik Garrison , Jianbing Yan , Hai-Jun Liu

With the advent of Next-Generation (NG) sequencing, it has become possible to sequence an entire genome quickly and inexpensively. However, in some experiments one only needs to extract and assembly a portion of the sequence reads, for…

基因组学 · 定量生物学 2013-08-01 Ilya Y. Zhbannikov , Samuel S. Hunter , Matthew L. Settles , James A. Foster

HybridQC is an R package that streamlines quality control (QC) of single-cell RNA sequencing (scRNA-seq) data by combining traditional threshold-based filtering with machine learning-based outlier detection. It provides an efficient and…

基因组学 · 定量生物学 2025-07-14 Kaitao Lai

Self-supervised pre-training methods have brought remarkable breakthroughs in the understanding of text, image, and speech. Recent developments in genomics has also adopted these pre-training methods for genome understanding. However, they…

机器学习 · 计算机科学 2022-04-15 Samuel Cahyawijaya , Tiezheng Yu , Zihan Liu , Tiffany T. W. Mak , Xiaopu Zhou , Nancy Y. Ip , Pascale Fung

The surge in high-throughput omics data has reshaped the landscape of biological research, underlining the need for powerful, user-friendly data analysis and interpretation tools. This paper presents GenoCraft, a web-based comprehensive…

MSstatsQC [3] is an open-source software that provides longitudinal system suitability monitoring tools in the form of control charts for proteomic experiments. It includes simultaneous tools for the mean and dispersion of suitability…

人机交互 · 计算机科学 2020-03-27 Sara Mohammad Taheri , Omkar Terse , Eralp Dogu , Magy Seif El-Nasr , Olga Vitek

Background: With the rapid growth of massively parallel sequencing technologies, still more laboratories are utilizing sequenced DNA fragments for genomic analyses. Interpretation of sequencing data is, however, strongly dependent on…

In the realm of deep neural network deployment, low-bit quantization presents a promising avenue for enhancing computational efficiency. However, it often hinges on the availability of training data to mitigate quantization errors, a…

计算机视觉与模式识别 · 计算机科学 2024-09-18 Yuhang Li , Youngeun Kim , Donghyun Lee , Souvik Kundu , Priyadarshini Panda

This manuscript describes the software package SCOUT, which analyzes, characterizes, and corrects one-dimensional signals. Specifically, it allows to check and correct for stationarity, detect spurious samples, check for normality, check…

数据分析、统计与概率 · 物理学 2019-11-07 Richard Semaan , Vikas Yadav

High throughput genome sequencing technologies such as RNA-Seq and Microarray have the potential to transform clinical decision making and biomedical research by enabling high-throughput measurements of the genome at a granular level.…

We propose a novel group testing method, termed semi-quantitative group testing, motivated by a class of problems arising in genome screening experiments. Semi-quantitative group testing (SQGT) is a (possibly) non-binary pooling scheme that…

信息论 · 计算机科学 2015-05-28 Amin Emad , Olgica Milenkovic

Ensuring data quality is crucial in modern data ecosystems, especially for training or testing datasets in machine learning. Existing validation approaches rely on computing data quality metrics and/or using expert-defined constraints.…

数据库 · 计算机科学 2025-02-18 Sijie Dong , Soror Sahri , Themis Palpanas , Qitong Wang

With the increasing affordability and accessibility of genome sequencing data, de novo genome assembly is an important first step to a wide variety of downstream studies and analyses. Therefore, bioinformatics tools that enable the…

基因组学 · 定量生物学 2023-06-09 Lauren Coombe , René L. Warren , Johnathan Wong , Vladimir Nikolic , Inanc Birol

Single-cell transcriptomics techniques, such as scRNA-seq, attempt to characterize gene expression profiles in each cell of a heterogeneous sample individually. Due to growing amounts of data generated and the increasing complexity of the…

基因组学 · 定量生物学 2023-05-02 Laura Puente-Santamaría , Luis del Peso

Software Testing is a process to identify the quality and reliability of software, which can be achieved through the help of proper test data. However, doing this manually is a difficult task due to the presence of number of predicate nodes…

软件工程 · 计算机科学 2014-01-22 Yeresime Suresh , Santanu Ku. Rath

We propose a method for precision statistical control of quantum processes based on superconductor phase qubits. Using the universal quantum tomography method, we provide a detailed analysis of accuracy of tomography for a 2-qubit gate…

量子物理 · 物理学 2017-07-26 Yu. I. Bogdanov , S. A. Nuyanzin

In the rapidly evolving era of Artificial Intelligence (AI), synthetic data are widely used to accelerate innovation while preserving privacy and enabling broader data accessibility. However, the evaluation of synthetic data remains…

The special quasirandom structure (SQS) method is widely used for modeling disordered materials under periodic boundary conditions, with the ATAT mcsqs module being one of the most established implementations. However, SQS generation with…

材料科学 · 物理学 2026-03-23 Miroslav Lebeda , Jan Drahokoupil , Petr Vlčák , Šimon Svoboda , Axel van de Walle

IoT wearable devices are widely expected to reduce the cost and risk of personal healthcare. However, ambulatory data collected from such devices are often corrupted or contaminated with severe noises. Signal Quality Indicators (SQIs) can…

信号处理 · 电气工程与系统科学 2020-10-22 Arlene John , Barry Cardiff , Deepu John