Literature DB >> 35348974

Multi-omics analyses provide novel biological insights to distinguish lobular ductal types of invasive breast cancers.

Ambily Sivadas1, Victor C Kok2,3, Ka-Lok Ng4,5,6.   

Abstract

BACKGROUND: Invasive 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.
METHODS: A 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.
RESULTS: Approximately 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.
CONCLUSIONS: Our findings identify novel molecular candidates that potentially drive and modify the disease differentially among these histotypes.
© 2022. The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature.

Entities:  

Keywords:  CDH1; E-cadherin; Invasive breast carcinoma; Mix-omics; Multi-omics; Systems biology

Mesh:

Substances:

Year:  2022        PMID: 35348974     DOI: 10.1007/s10549-022-06567-7

Source DB:  PubMed          Journal:  Breast Cancer Res Treat        ISSN: 0167-6806            Impact factor:   4.872


  50 in total

1.  E-cadherin immunohistochemical expression in invasive lobular carcinoma of the breast: correlation with morphology and CDH1 somatic alterations.

Authors:  Anne Grabenstetter; Abhinita S Mohanty; Satshil Rana; Ahmet Zehir; A Rose Brannon; Timothy M D'Alfonso; Deborah F DeLair; Lee K Tan; Dara S Ross
Journal:  Hum Pathol       Date:  2020-06-26       Impact factor: 3.466

2.  Correlation and path analysis of biomass sorghum production.

Authors:  T P S Vendruscolo; M A A Barelli; M A S Castrillon; R S da Silva; F T de Oliveira; C L Corrêa; B W Zago; F D Tardin
Journal:  Genet Mol Res       Date:  2016-12-23

3.  E-cadherin is inactivated in a majority of invasive human lobular breast cancers by truncation mutations throughout its extracellular domain.

Authors:  G Berx; A M Cleton-Jansen; K Strumane; W J de Leeuw; F Nollet; F van Roy; C Cornelisse
Journal:  Oncogene       Date:  1996-11-07       Impact factor: 9.867

4.  Global Cancer Statistics 2020: GLOBOCAN Estimates of Incidence and Mortality Worldwide for 36 Cancers in 185 Countries.

Authors:  Hyuna Sung; Jacques Ferlay; Rebecca L Siegel; Mathieu Laversanne; Isabelle Soerjomataram; Ahmedin Jemal; Freddie Bray
Journal:  CA Cancer J Clin       Date:  2021-02-04       Impact factor: 508.702

5.  Distinct clinical and prognostic features of infiltrating lobular carcinoma of the breast: combined results of 15 International Breast Cancer Study Group clinical trials.

Authors:  Bernhard C Pestalozzi; David Zahrieh; Elizabeth Mallon; Barry A Gusterson; Karen N Price; Richard D Gelber; Stig B Holmberg; Jurij Lindtner; Raymond Snyder; Beat Thürlimann; Elizabeth Murray; Giuseppe Viale; Monica Castiglione-Gertsch; Alan S Coates; Aron Goldhirsch
Journal:  J Clin Oncol       Date:  2008-05-05       Impact factor: 44.544

6.  Comprehensive Molecular Portraits of Invasive Lobular Breast Cancer.

Authors:  Giovanni Ciriello; Michael L Gatza; Andrew H Beck; Matthew D Wilkerson; Suhn K Rhie; Alessandro Pastore; Hailei Zhang; Michael McLellan; Christina Yau; Cyriac Kandoth; Reanne Bowlby; Hui Shen; Sikander Hayat; Robert Fieldhouse; Susan C Lester; Gary M K Tse; Rachel E Factor; Laura C Collins; Kimberly H Allison; Yunn-Yi Chen; Kristin Jensen; Nicole B Johnson; Steffi Oesterreich; Gordon B Mills; Andrew D Cherniack; Gordon Robertson; Christopher Benz; Chris Sander; Peter W Laird; Katherine A Hoadley; Tari A King; Charles M Perou
Journal:  Cell       Date:  2015-10-08       Impact factor: 41.582

7.  Invasive lobular and ductal breast carcinoma differ in immune response, protein translation efficiency and metabolism.

Authors:  Tian Du; Li Zhu; Kevin M Levine; Nilgun Tasdemir; Adrian V Lee; Dario A A Vignali; Bennett Van Houten; George C Tseng; Steffi Oesterreich
Journal:  Sci Rep       Date:  2018-05-08       Impact factor: 4.379

8.  The molecular underpinning of lobular histological growth pattern: a genome-wide transcriptomic analysis of invasive lobular carcinomas and grade- and molecular subtype-matched invasive ductal carcinomas of no special type.

Authors:  Britta Weigelt; Felipe C Geyer; Rachael Natrajan; Maria A Lopez-Garcia; Amar S Ahmad; Kay Savage; Bas Kreike; Jorge S Reis-Filho
Journal:  J Pathol       Date:  2010-01       Impact factor: 7.996

9.  Single-Cell Transcriptomic Heterogeneity in Invasive Ductal and Lobular Breast Cancer Cells.

Authors:  Fangyuan Chen; Kai Ding; Nolan Priedigkeit; Ashuvinee Elangovan; Kevin M Levine; Neil Carleton; Laura Savariau; Jennifer M Atkinson; Steffi Oesterreich; Adrian V Lee
Journal:  Cancer Res       Date:  2020-11-04       Impact factor: 13.312

10.  E-cadherin loss induces targetable autocrine activation of growth factor signalling in lobular breast cancer.

Authors:  Katy Teo; Laura Gómez-Cuadrado; Milou Tenhagen; Adam Byron; Max Rätze; Miranda van Amersfoort; Jojanneke Renes; Eric Strengman; Amit Mandoli; Abhishek A Singh; Joost H Martens; Hendrik G Stunnenberg; Paul J van Diest; Valerie G Brunton; Patrick W B Derksen
Journal:  Sci Rep       Date:  2018-10-18       Impact factor: 4.379

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  3 in total

1.  Comprehensive analysis of DRAIC and TP53TG1 in breast cancer luminal subtypes through the construction of lncRNAs regulatory model.

Authors:  Jamshid Motalebzadeh; Elaheh Eskandari
Journal:  Breast Cancer       Date:  2022-07-24       Impact factor: 3.307

2.  Cross-Platform in-silico Analyses Exploring Tumor Immune Microenvironment with Prognostic Value in Triple-Negative Breast Cancer.

Authors:  Victor C Kok; Charles C N Wang; Szu-Han Liao; De-Lun Chen
Journal:  Breast Cancer (Dove Med Press)       Date:  2022-04-12

3.  Based on different immune responses under the glucose metabolizing type of papillary thyroid cancer and the response to anti-PD-1 therapy.

Authors:  Wenjun Xie; Yu Zeng; Linfei Hu; Jiaru Hao; Yuzheng Chen; Xinwei Yun; Qiang Lin; Huashui Li
Journal:  Front Immunol       Date:  2022-09-08       Impact factor: 8.786

  3 in total

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