Principal component analysis: A natural approach to data exploration

FL Gewers, GR Ferreira, HFD Arruda, FN Silva… - ACM Computing …, 2021‏ - dl.acm.org
Principal component analysis (PCA) is often applied for analyzing data in the most diverse
areas. This work reports, in an accessible and integrated manner, several theoretical and …

Cloud computing for genomic data analysis and collaboration

B Langmead, A Nellore - Nature Reviews Genetics, 2018‏ - nature.com
Next-generation sequencing has made major strides in the past decade. Studies based on
large sequencing data sets are growing in number, and public archives for raw sequencing …

Duration and key determinants of infectious virus shedding in hospitalized patients with coronavirus disease-2019 (COVID-19)

JJA Van Kampen, DAMC van de Vijver… - Nature …, 2021‏ - nature.com
Key questions in COVID-19 are the duration and determinants of infectious virus shedding.
Here, we report that infectious virus shedding is detected by virus cultures in 23 of the 129 …

[HTML][HTML] The landscape of tumor cell states and ecosystems in diffuse large B cell lymphoma

CB Steen, BA Luca, MS Esfahani, A Azizi, BJ Sworder… - Cancer cell, 2021‏ - cell.com
Biological heterogeneity in diffuse large B cell lymphoma (DLBCL) is partly driven by cell-of-
origin subtypes and associated genomic lesions, but also by diverse cell types and cell …

Sublethal necroptosis signaling promotes inflammation and liver cancer

M Vucur, A Ghallab, AT Schneider, A Adili, M Cheng… - Immunity, 2023‏ - cell.com
It is currently not well known how necroptosis and necroptosis responses manifest in vivo.
Here, we uncovered a molecular switch facilitating reprogramming between two alternative …

Reference-based analysis of lung single-cell sequencing reveals a transitional profibrotic macrophage

D Aran, AP Looney, L Liu, E Wu, V Fong, A Hsu… - Nature …, 2019‏ - nature.com
Tissue fibrosis is a major cause of mortality that results from the deposition of matrix proteins
by an activated mesenchyme. Macrophages accumulate in fibrosis, but the role of specific …

Defining the KRAS-and ERK-dependent transcriptome in KRAS-mutant cancers

JA Klomp, JE Klomp, CA Stalnecker, KL Bryant… - Science, 2024‏ - science.org
How the KRAS oncogene drives cancer growth remains poorly understood. Therefore, we
established a systemwide portrait of KRAS-and extracellular signal–regulated kinase (ERK) …

Tumor evolution of glioma-intrinsic gene expression subtypes associates with immunological changes in the microenvironment

Q Wang, B Hu, X Hu, H Kim, M Squatrito, L Scarpace… - Cancer cell, 2017‏ - cell.com
We leveraged IDH wild-type glioblastomas, derivative neurospheres, and single-cell gene
expression profiles to define three tumor-intrinsic transcriptional subtypes designated as …

xCell: digitally portraying the tissue cellular heterogeneity landscape

D Aran, Z Hu, AJ Butte - Genome biology, 2017‏ - Springer
Tissues are complex milieus consisting of numerous cell types. Several recent methods
have attempted to enumerate cell subsets from transcriptomes. However, the available …

Intertumoral heterogeneity within medulloblastoma subgroups

FMG Cavalli, M Remke, L Rampasek, J Peacock… - Cancer cell, 2017‏ - cell.com
While molecular subgrou** has revolutionized medulloblastoma classification, the extent
of heterogeneity within subgroups is unknown. Similarity network fusion (SNF) applied to …