Demystifying emerging bulk RNA-Seq applications: the application and utility of bioinformatic methodology

AS Thind, I Monga, PK Thakur, P Kumari… - Briefings in …, 2021 - academic.oup.com
Significant innovations in next-generation sequencing techniques and bioinformatics tools
have impacted our appreciation and understanding of RNA. Practical RNA sequencing …

The impact of sex on gene expression across human tissues

M Oliva, M Muñoz-Aguirre, S Kim-Hellmuth, V Wucher… - Science, 2020 - science.org
INTRODUCTION Many complex human phenotypes, including diseases, exhibit sex-
differentiated characteristics. These sex differences have been variously attributed to …

Precise reconstruction of the TME using bulk RNA-seq and a machine learning algorithm trained on artificial transcriptomes

A Zaitsev, M Chelushkin, D Dyikanov, I Cheremushkin… - Cancer Cell, 2022 - cell.com
Cellular deconvolution algorithms virtually reconstruct tissue composition by analyzing the
gene expression of complex tissues. We present the decision tree machine learning …

Challenges and perspectives in computational deconvolution of genomics data

LX Garmire, Y Li, Q Huang, C Xu, SA Teichmann… - Nature …, 2024 - nature.com
Deciphering cell-type heterogeneity is crucial for systematically understanding tissue
homeostasis and its dysregulation in diseases. Computational deconvolution is an efficient …

Macrophage-derived CXCL9 and CXCL11, T-cell skin homing, and disease control in mogamulizumab-treated CTCL patients

A de Masson, D Darbord, G Dobos… - Blood, The Journal …, 2022 - ashpublications.org
Cutaneous T-cell lymphomas (CTCLs) are rare malignancies involving primarily the skin.
Responses to treatment are usually short-lived in advanced CTCL. The determinants of long …

Robust and accurate estimation of cellular fraction from tissue omics data via ensemble deconvolution

M Cai, M Yue, T Chen, J Liu, E Forno, X Lu… - …, 2022 - academic.oup.com
Motivation Tissue-level omics data such as transcriptomics and epigenomics are an average
across diverse cell types. To extract cell-type-specific (CTS) signals, dozens of cellular …

Human milk oligosaccharides impact cellular and inflammatory gene expression and immune response

F Rosa, AK Sharma, M Gurung, D Casero… - Frontiers in …, 2022 - frontiersin.org
Human milk harbors complex carbohydrates, including human milk oligosaccharides
(HMOs), the third most abundant component after lactose and lipids. HMOs have been …

Whole blood transcriptomics identifies subclasses of pediatric septic shock

JO Yang, MS Zinter, M Pellegrini, MY Wong, K Gala… - Critical Care, 2023 - Springer
Background Sepsis is a highly heterogeneous syndrome, which has hindered the
development of effective therapies. This has prompted investigators to develop a precision …

Integrated analysis of an in vivo model of intra-nasal exposure to instilled air pollutants reveals cell-type specific responses in the placenta

A Tosevska, S Ghosh, A Ganguly, M Cappelletti… - Scientific reports, 2022 - nature.com
The placenta is a heterogeneous organ whose development involves complex interactions
of trophoblasts with decidual, vascular, and immune cells at the fetal–maternal interface. It …

Systematic evaluation of transcriptomics-based deconvolution methods and references using thousands of clinical samples

BB Nadel, M Oliva, BL Shou, K Mitchell… - Briefings in …, 2021 - academic.oup.com
Estimating cell type composition of blood and tissue samples is a biological challenge
relevant in both laboratory studies and clinical care. In recent years, a number of …