ArticleBreast cancer research and treatment2022
Multi-omics analyses provide novel biological insights to distinguish lobular ductal types of invasive breast cancers.
Article in Breast cancer research and treatment, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.
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13 citing papers in PubMed, 20 citations in OpenAlex.
- Divergent lipid utilization strategies of SARS-CoV-2 and MERS-CoV revealed by comparative multi-omics profiling of infected mouse lung tissues.Frontiers in immunology · 2026Article
- Association between methylation quantitative trait loci and colorectal cancer risk, survival and cancer recurrence.British journal of cancer · 2025Article
- Clinical Characteristics and Survival Outcomes of Metastatic Invasive Lobular and Ductal Carcinoma.JAMA network open · 2025Article
- E-cadherin staining in the diagnosis of lobular versus ductal neoplasms of the breast: the emperor has no clothes.Histopathology · 2025Review
- Invasive lobular carcinoma of the breast: metastatic patterns and treatment modalities-a review.Frontiers in oncology · 2025Review
- A semi-supervised ensemble clustering algorithm for discovering relationships between different diseases by extracting cell-to-cell biological communications.Journal of cancer research and clinical oncology · 2024Article
- Systems approach for congruence and selection of cancer models towards precision medicine.PLoS computational biology · 2024Article
- Methods for multi-omic data integration in cancer research.Frontiers in genetics · 2024Review
- Comprehensive analysis of DRAIC and TP53TG1 in breast cancer luminal subtypes through the construction of lncRNAs regulatory model.Breast cancer (Tokyo, Japan) · 2022Article
- Review
- A classification method of gastric cancer subtype based on residual graph convolution network.Frontiers in genetics · 2022Article
- Based on different immune responses under the glucose metabolizing type of papillary thyroid cancer and the response to anti-PD-1 therapy.Frontiers in immunology · 2022Article
- Cross-Platform in-silico Analyses Exploring Tumor Immune Microenvironment with Prognostic Value in Triple-Negative Breast Cancer.Breast cancer (Dove Medical Press) · 2022Article
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Authors and funding
3 authors at 2 institutions in 2 countries.
Funding
Abstract
backgroundInvasive lobular carcinoma (ILC) treatment is similar to invasive ductal carcinoma (IDC; now invasive carcinoma-no special type, IBC-NST), based on its intrinsic subtype. However, further investigation is required for an integrative understanding of differentially perturbed molecular patterns and pathways in these histotypes.
methodsA dataset of 780 IDC and 201 ILC samples from the TCGA-BRCA project for cross-platform multi-omics was analyzed. We leveraged a consensus approach integrating different bioinformatic algorithms to analyze mutations, CNAs, mRNA, miRNA abundance, methylation, and protein abundance to understand the complex crosstalks that distinguish ILC and IDC samples. A histotype-matched comparison was performed. We performed Cox survival analyses for prognosis based on our identified 53 histotype-specific and four discordant genes.
resultsApproximately 90% of ILC cases were of the luminal subtype. Somatic mutations in CDH1 were higher in ILC than in IDC (FDR-adjusted p < 0.01). Fifty-three significant oncogenic or tumor-suppressive DEGs were identified in a single histotype. PPAR signaling and lipolysis regulation in adipocytes were significantly enriched in ILC tumors. CDH1 protein had the highest differential abundance (AUC: 0.85). Moreover, BTG2, GSTA2, GPR37L1, and PGBD5 amplification was associated with poorer OS in ILC compared with no alteration. RIMS2, NACA4P, MYC, ZFPM2, and POU5F1B amplification showed a lower overall survival in patients with IDC. miR-195 showed an IDC-specific downregulation, causing overexpression of CCNE1. Integrative multi-omics supervised analysis identified 296 differentially expressed genes that successfully distinguished IDC and ILC histotypes.
conclusionsOur findings identify novel molecular candidates that potentially drive and modify the disease differentially among these histotypes.
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