Unveiling sequential layered heterogeneity in multi-spectral transmission images clustering through iterative terrace compression with adaptive neighborhoods analysis DOI

Nan Su Su Win,

Gang Li, Ling Lin

et al.

Measurement, Journal Year: 2024, Volume and Issue: 240, P. 115567 - 115567

Published: Aug. 22, 2024

Language: Английский

Applying integrated transcriptome and single-cell sequencing analysis to develop a prognostic signature based on M2-like tumor-associated macrophages for breast cancer DOI Creative Commons
Yong Xu, Peng Lin,

Ye Zhu

et al.

Discover Oncology, Journal Year: 2025, Volume and Issue: 16(1)

Published: March 25, 2025

M2-like tumor-associated macrophages (M2-like TAMs) function crucially in the tumor microenvironment (TME) and cancer development. This study developed a prognostic signature based on TAM-related genes for breast (BRCA) applying transcriptome scRNA-seq analysis. TCGA-BRCA, GSE20685, GSE176078 datasets were downloaded from UCSC xena GEO databases. AUCell score of immune-related (IRGs) was calculated using R package. Genes related to TAMs screened by WGCNA. Prognostic further identified univariate Cox LASSO regression analyses form RiskScore model, which validated external dataset. Furthermore, nomogram established integrating clinical characteristics, correlation analysis between TME or chemotherapeutic drugs conducted. Finally, mRNA expression levels key verified quantitative real time polymerase chain reaction (qRT-PCR). As exhibited highest IRGs single-cell transcriptomic atlas BRCA, cells classified into Macrophages C1 C2 subtypes, with subtype showing high M2 macrophage marker genes. ARHGAP26, RILP, KLRB1, CSTA, KLHDC7B, PSMB8, KYNU, RNASE1, LONRF3, TRPM2 as total 903 establish robust model. strong predictive performance constructed combining stage, Age, RiskScore, we found that most immune showed negative RiskScore. Multiple closely associated notably, Ribociclib_1632 had higher half-maximal inhibitory concentration (IC50) value high-risk group. qRT-PCR demonstrated 10 significantly different control BRCA cell lines. We providing potential therapeutic targets treatment cancer.

Language: Английский

Citations

0

Detection of breast cancer in digital breast tomosynthesis with vision transformers DOI Creative Commons

Idan Kassis,

Dror Lederman, Gal Ben‐Arie

et al.

Scientific Reports, Journal Year: 2024, Volume and Issue: 14(1)

Published: Sept. 27, 2024

Language: Английский

Citations

1

A comprehensive review of tubule formation in histopathology images: advancement in tubule and tumor detection techniques DOI Creative Commons
Joseph Jiun Wen Siet, Xiao Jian Tan, Wai Loon Cheor

et al.

Artificial Intelligence Review, Journal Year: 2024, Volume and Issue: 57(10)

Published: Sept. 11, 2024

Language: Английский

Citations

0

A Quantitative Measurement Method for Nuclear-Pleomorphism Scoring in Breast Cancer DOI Creative Commons

Chai Ling Teoh,

Xiao Jian Tan,

Khairul Shakir Ab Rahman

et al.

Diagnostics, Journal Year: 2024, Volume and Issue: 14(18), P. 2045 - 2045

Published: Sept. 14, 2024

Background/Objectives: Nuclear pleomorphism, a crucial determinant of breast cancer grading under the Nottingham Histopathology Grading (NHG) system, remains inadequately quantified in existing literature. Motivated by this gap, our study seeks to investigate and establish correlations among morphological features across various scores nuclear as per NHG system. We aim quantify pleomorphism these validate proposed measurement method against ground-truth data. Methods: Initially, we deconstruct descriptions into three core elements: size, shape, appearance. These elements are subsequently mathematically modeled equations, termed ESize, EShape, EAppearance. equations then integrated unified model Harmonic Mean (HM). The HM equation yields value approaching 1 for nuclei demonstrating characteristics score-3 near 0 those exhibiting score-1 pleomorphism. Results: demonstrates promising performance metrics, including Accuracy, Recall, Specificity, Precision, F1-score, with values 0.97, 0.96, 0.94, 0.95, respectively. Conclusions: In summary, proposes novel feature precise quantification cancer.

Language: Английский

Citations

0

The impact of hsa-miR-1972 on the expression of von Willebrand factor in breast cancer progression regulation DOI Creative Commons
Changjiang Yu, Tao Zhang, Fan Chen

et al.

PeerJ, Journal Year: 2024, Volume and Issue: 12, P. e18476 - e18476

Published: Nov. 8, 2024

Breast cancer (BC) is one of most frequent female malignancies that poses multiple challenges in treatment and prevention. This study aimed to explore the role miRNAs their target genes during BC progression.

Language: Английский

Citations

0

Unveiling sequential layered heterogeneity in multi-spectral transmission images clustering through iterative terrace compression with adaptive neighborhoods analysis DOI

Nan Su Su Win,

Gang Li, Ling Lin

et al.

Measurement, Journal Year: 2024, Volume and Issue: 240, P. 115567 - 115567

Published: Aug. 22, 2024

Language: Английский

Citations

0