A comparative evaluation of sufficient dimension reduction and traditional statistical methods for composite biomarker score construction in diagnostic classification. [PDF]
Ozen H, Colak E, Ozen D.
europepmc +1 more source
Tumors contain diverse cellular states whose behavior is shaped by context‐dependent gene coordination. By comparing gene–gene relationships across biological contexts, we identify adaptive transcriptional modules that reorganize into distinct vulnerability axes.
Brian Nelson +9 more
wiley +1 more source
Contrastive dimension reduction: when and how? [PDF]
Hawke S, Ma Y, Li D.
europepmc +1 more source
Projection expectile regression for sufficient dimension reduction. [PDF]
Soale AN.
europepmc +1 more source
RIPK4 function interferes with melanoma cell adhesion and metastasis
RIPK4 promotes melanoma growth and spread. RIPK4 levels increase as skin lesions progress to melanoma. CRISPR/Cas9‐mediated deletion of RIPK4 causes melanoma cells to form less compact spheroids, reduces their migratory and invasive abilities and limits tumour growth and dissemination in mouse models.
Norbert Wronski +9 more
wiley +1 more source
Assessing parameter identifiability of a hemodynamics PDE model using spectral surrogates and dimension reduction. [PDF]
Colebank MJ.
europepmc +1 more source
Similarity-assisted variational autoencoder for nonlinear dimension reduction with application to single-cell RNA sequencing data. [PDF]
Kim G, Chun H.
europepmc +1 more source
COMP–PMEPA1 axis promotes epithelial‐to‐mesenchymal transition in breast cancer cells
This study reveals that cartilage oligomeric matrix protein (COMP) promotes epithelial‐to‐mesenchymal transition (EMT) in breast cancer. We identify PMEPA1 (protein TMEPAI) as a novel COMP‐binding partner that mediates EMT via binding to the TSP domains of COMP, establishing the COMP–PMEPA1 axis as a key EMT driver in breast cancer.
Konstantinos S. Papadakos +6 more
wiley +1 more source
Innovative Therapeutic Strategy for Complicated Thoracoabdominal Aortic Aneurysms: Dimension Reduction. [PDF]
Wang S, Fu W, Wang L.
europepmc +1 more source
Effects of dimension reduction of hyperspectral images in skin gross pathology. [PDF]
Aloupogianni E +8 more
europepmc +1 more source

