Transcriptomic analysis identifies enrichment of cAMP/PKA/CREB signaling in invasive lobular breast cancer.


Journal

Breast cancer research : BCR
ISSN: 1465-542X
Titre abrégé: Breast Cancer Res
Pays: England
ID NLM: 100927353

Informations de publication

Date de publication:
30 Oct 2024
Historique:
received: 04 07 2024
accepted: 03 10 2024
medline: 31 10 2024
pubmed: 31 10 2024
entrez: 31 10 2024
Statut: epublish

Résumé

Invasive lobular breast cancer (ILC) is the most common special type of breast cancer and has unique clinicopathological and molecular hallmarks that differentiate it from the more common invasive carcinoma-no special type (NST). Despite these differences, ILC and NST are treated as a single entity and there is a lack of ILC-targeted therapies. To fill this gap, we sought to identify novel molecular alterations in ILC that could be exploited for targeted therapies. Differential gene expression and Geneset Enrichment and Variation analyses were performed on RNA-seq data from three large public breast cancer databases-the Sweden Cancerome Analysis Network-Breast (SCAN-B; luminal A ILC N = 263, luminal A NST N = 1162), The Cancer Genome Atlas (TCGA; luminal A ILC N = 157, luminal A NST N = 307) and Molecular Taxonomy of Breast Cancer International Consortium (METABRIC; luminal A ILC N = 65, luminal A NST N = 533). Pathways enriched in overlapping differentially expressed genes from these datasets were clustered using Jaccard similarity to identify pathways enriched in ILC. The cAMP/PKA/CREB signaling was studied in ILC, ILC-like and NST cell lines and patient-derived organoids (PDOs) using forskolin, an activator of the pathway. Clinicopathological features of patients with ILC and NST in SCAN-B were similar to prior population-based studies. There was a consistent pattern of up-regulation of cAMP/PKA/CREB related signaling in ILC compared to NST in SCAN-B, TCGA and METABRIC. Treatment with forskolin resulted in a greater increase in phospho-CREB in ILC cell lines and organoids than NST. CRISPR deletion of CDH1 in NST cell lines did not alter response of cells to forskolin as measured by phospho-CREB. Forskolin treatment caused growth inhibition in ILC and NST, with ILC cell lines being more sensitive to forskolin-mediated growth inhibition. In three separate datasets, cAMP/PKA/CREB signaling was identified to be higher in ILC than NST. This in silico finding was validated in cell line and organoid models. Loss of CDH1 was not sufficient to mediate this phenotype. Future studies should investigate the mechanisms for differential cAMP/PKA/CREB signaling and the potential for therapeutic targeting in patients with ILC.

Identifiants

pubmed: 39478577
doi: 10.1186/s13058-024-01900-y
pii: 10.1186/s13058-024-01900-y
doi:

Substances chimiques

Cyclic AMP Response Element-Binding Protein 0
Cyclic AMP E0399OZS9N
Cyclic AMP-Dependent Protein Kinases EC 2.7.11.11
CREB1 protein, human 0
Biomarkers, Tumor 0

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

149

Informations de copyright

© 2024. The Author(s).

Références

Oesterreich S, Nasrazadani A, Zou J, et al. Clinicopathological features and outcomes comparing patients with invasive ductal and lobular breast cancer. JNCI J National Cancer Inst. 2022;114(11):1511–22. https://doi.org/10.1093/jnci/djac157 .
doi: 10.1093/jnci/djac157
Mathew A, Rajagopal PS, Villgran V, et al. Distinct pattern of metastases in patients with invasive lobular carcinoma of the breast. Geburtshilfe Frauenheilkd. 2017;77(6):660–6. https://doi.org/10.1055/s-0043-109374 .
doi: 10.1055/s-0043-109374 pubmed: 28757653
Inoue M, Nakagomi H, Nakada H, et al. Specific sites of metastases in invasive lobular carcinoma: a retrospective cohort study of metastatic breast cancer. Breast Cancer. 2017;24(5):667–72. https://doi.org/10.1007/s12282-017-0753-4 .
doi: 10.1007/s12282-017-0753-4 pubmed: 28108967
Ciriello G, Gatza ML, Beck AH, et al. Comprehensive molecular portraits of invasive lobular breast cancer. Cell. 2015;163(2):506–19. https://doi.org/10.1016/j.cell.2015.09.033 .
doi: 10.1016/j.cell.2015.09.033 pubmed: 26451490
Elangovan A, Hooda J, Savariau L, et al. Loss of E-cadherin induces IGF1R activation and reveals a targetable pathway in invasive lobular breast carcinoma. Mol Cancer Res. 2022;20(9):1405–19. https://doi.org/10.1158/1541-7786.MCR-22-0090 .
doi: 10.1158/1541-7786.MCR-22-0090 pubmed: 35665642
Barroso-Sousa R, Metzger-Filho O. Differences between invasive lobular and invasive ductal carcinoma of the breast: results and therapeutic implications. Ther Adv Med Oncol. 2016;8(4):261–6. https://doi.org/10.1177/1758834016644156 .
doi: 10.1177/1758834016644156 pubmed: 27482285
Boughey JC, Wagner J, Garrett BJ, et al. Neoadjuvant chemotherapy in invasive lobular carcinoma may not improve rates of breast conservation. Ann Surg Oncol. 2009;16(6):1606–11. https://doi.org/10.1245/s10434-009-0402-z .
doi: 10.1245/s10434-009-0402-z pubmed: 19280264 pmcid: 4338983
Saal LH, Vallon-Christersson J, Häkkinen J, et al. The Sweden Cancerome Analysis Network - Breast (SCAN-B) Initiative: a large-scale multicenter infrastructure towards implementation of breast cancer genomic analyses in the clinical routine. Genome Med. 2015;7(1):20. https://doi.org/10.1186/s13073-015-0131-9 .
doi: 10.1186/s13073-015-0131-9 pubmed: 25722745 pmcid: 4341872
Du T, Zhu L, Levine KM, et al. Invasive lobular and ductal breast carcinoma differ in immune response, protein translation efficiency and metabolism. Sci Rep. 2018;8(1):7205. https://doi.org/10.1038/s41598-018-25357-0 .
doi: 10.1038/s41598-018-25357-0 pubmed: 29739984
Zhang H, Kong Q, Wang J, Jiang Y, Hua H. Complex roles of cAMP–PKA–CREB signaling in cancer. Exp Hematol Oncol. 2020;9(1):32. https://doi.org/10.1186/s40164-020-00191-1 .
doi: 10.1186/s40164-020-00191-1 pubmed: 33292604
Xiao X, Li BX, Mitton B, Ikeda A, Sakamoto KM. Targeting CREB for cancer therapy: friend or foe. Curr Cancer Drug Targets. 2010;10(4):384–91. https://doi.org/10.2174/156800910791208535 .
doi: 10.2174/156800910791208535 pubmed: 20370681
Dalal H, Dahlgren M, Gladchuk S, Brueffer C, Gruvberger-Saal SK, Saal LH. Clinical associations of ESR2 (estrogen receptor beta) expression across thousands of primary breast tumors. Sci Rep. 2022;12(1):4696. https://doi.org/10.1038/s41598-022-08210-3 .
doi: 10.1038/s41598-022-08210-3 pubmed: 35304506
Brueffer C, Gladchuk S, Winter C, et al. The mutational landscape of the SCAN-B real-world primary breast cancer transcriptome. EMBO Mol Med. 2020;12(10): e12118. https://doi.org/10.15252/emmm.202012118 .
doi: 10.15252/emmm.202012118 pubmed: 32926574
Rahman M, Jackson LK, Johnson WE, Li DY, Bild AH, Piccolo SR. Alternative preprocessing of RNA-Sequencing data in The Cancer Genome Atlas leads to improved analysis results. Bioinformatics. 2015;31(22):3666–72. https://doi.org/10.1093/bioinformatics/btv377 .
doi: 10.1093/bioinformatics/btv377 pubmed: 26209429
Yoshihara K, Shahmoradgoli M, Martínez E, et al. Inferring tumour purity and stromal and immune cell admixture from expression data. Nat Commun. 2013;4(1):2612. https://doi.org/10.1038/ncomms3612 .
doi: 10.1038/ncomms3612 pubmed: 24113773
KEGG PATHWAY Database ( https://www.genome.jp/pathway/hsa04024 )
GSEA-MSigDB ( https://www.gsea-msigdb.org/gsea/msigdb/cards/REACTOME_PKA_MEDIATED_PHOSPHORYLATION_OF_CREB )
GSEA-MSigDB ( https://www.gsea-msigdb.org/gsea/msigdb/cards/GOBP_CELLULAR_RESPONSE_TO_CAMP )
GSEA-MSigDB ( https://www.gsea-msigdb.org/gsea/msigdb/cards/GOBP_REGULATION_OF_CAMP_MEDIATED_SIGNALING )
Levine KM, Priedigkeit N, Basudan A, et al. FGFR4 overexpression and hotspot mutations in metastatic ER+ breast cancer are enriched in the lobular subtype. NPJ Breast Cancer. 2019;5:19. https://doi.org/10.1038/s41523-019-0114-x .
doi: 10.1038/s41523-019-0114-x pubmed: 31263748
Marcotte R, Sayad A, Brown KR, et al. Functional genomic landscape of human breast cancer drivers, vulnerabilities, and resistance. Cell. 2016;164(1–2):293–309. https://doi.org/10.1016/j.cell.2015.11.062 .
doi: 10.1016/j.cell.2015.11.062 pubmed: 26771497
Sflomos G, Schipper K, Koorman T, et al. Atlas of lobular breast cancer models: challenges and strategic directions. Cancers (Basel). 2021;13(21):5396. https://doi.org/10.3390/cancers13215396 .
doi: 10.3390/cancers13215396 pubmed: 34771558
Elangovan A, Bossart EA, Basudan A, et al. Abstract P5–12–03: Wcrc-25: a novel luminal invasive lobular carcinoma cell line model. Cancer Res. 2022. https://doi.org/10.1158/1538-7445.SABCS21-P5-12-03 .
doi: 10.1158/1538-7445.SABCS21-P5-12-03
Neve RM, Chin K, Fridlyand J, et al. A collection of breast cancer cell lines for the study of functionally distinct cancer subtypes. Cancer Cell. 2006;10(6):515–27. https://doi.org/10.1016/j.ccr.2006.10.008 .
doi: 10.1016/j.ccr.2006.10.008 pubmed: 17157791
Jambal P, Badtke MM, Harrell JC, et al. Estrogen switches pure mucinous breast cancer to invasive lobular carcinoma with mucinous features. Breast Cancer Res Treat. 2013;137(2):431–48. https://doi.org/10.1007/s10549-012-2377-x .
doi: 10.1007/s10549-012-2377-x pubmed: 23247610
Du T, Sikora MJ, Levine KM, et al. Key regulators of lipid metabolism drive endocrine resistance in invasive lobular breast cancer. Breast Cancer Res. 2018;20(1):106. https://doi.org/10.1186/s13058-018-1041-8 .
doi: 10.1186/s13058-018-1041-8 pubmed: 30180878
Sachs N, de Ligt J, Kopper O, et al. A living biobank of breast cancer organoids captures disease heterogeneity. Cell. 2018;172(1–2):373-386.e10. https://doi.org/10.1016/j.cell.2017.11.010 .
doi: 10.1016/j.cell.2017.11.010 pubmed: 29224780
Ding K, Chen F, Priedigkeit N, et al. Single cell heterogeneity and evolution of breast cancer bone metastasis and organoids reveals therapeutic targets for precision medicine. Ann Oncol. 2022;33(10):1085–8. https://doi.org/10.1016/j.annonc.2022.06.005 .
doi: 10.1016/j.annonc.2022.06.005 pubmed: 35764274
Nagle AM, Levine KM, Tasdemir N, et al. Loss of E-cadherin enhances IGF1-IGF1R pathway activation and sensitizes breast cancers to Anti-IGF1R/InsR inhibitors. Clin Cancer Res. 2018;24(20):5165–77. https://doi.org/10.1158/1078-0432.CCR-18-0279 .
doi: 10.1158/1078-0432.CCR-18-0279 pubmed: 29941485
Tomlinson VA, Newbery HJ, Wray NR, et al. Translation elongation factor eEF1A2 is a potential oncoprotein that is overexpressed in two-thirds of breast tumours. BMC Cancer. 2005;5:113. https://doi.org/10.1186/1471-2407-5-113 .
doi: 10.1186/1471-2407-5-113 pubmed: 16156888
Cha YJ, Kim HM, Koo JS. Expression of lipid metabolism-related proteins differs between invasive lobular carcinoma and invasive ductal carcinoma. Int J Mol Sci. 2017;18(1):232. https://doi.org/10.3390/ijms18010232 .
doi: 10.3390/ijms18010232 pubmed: 28124996
Rätze MAK, Koorman T, Sijnesael T, et al. Loss of E-cadherin leads to Id2-dependent inhibition of cell cycle progression in metastatic lobular breast cancer. Oncogene. 2022;41(21):2932–44. https://doi.org/10.1038/s41388-022-02314-w .
doi: 10.1038/s41388-022-02314-w pubmed: 35437308
Tasdemir N, Ding K, Savariau L, et al. Proteomic and transcriptomic profiling identifies mediators of anchorage-independent growth and roles of inhibitor of differentiation proteins in invasive lobular carcinoma. Sci Rep. 2020;10(1):11487. https://doi.org/10.1038/s41598-020-68141-9 .
doi: 10.1038/s41598-020-68141-9 pubmed: 32661241
Abduljabbar R, Al-Kaabi MM, Negm OH, et al. Prognostic and biological significance of peroxisome proliferator-activated receptor-gamma in luminal breast cancer. Breast Cancer Res Treat. 2015;150(3):511–22. https://doi.org/10.1007/s10549-015-3348-9 .
doi: 10.1007/s10549-015-3348-9 pubmed: 25794775
Watkins G, Douglas-Jones A, Mansel RE, Jiang WG. The localisation and reduction of nuclear staining of PPARgamma and PGC-1 in human breast cancer. Oncol Rep. 2004;12(2):483–8.
pubmed: 15254719
Sflomos G, Battista L, Aouad P, et al. Intraductal xenografts show lobular carcinoma cells rely on their own extracellular matrix and LOXL1. EMBO Mol Med. 2021;13(3): e13180. https://doi.org/10.15252/emmm.202013180 .
doi: 10.15252/emmm.202013180 pubmed: 33616307
Nyante SJ, Wang T, Tan X, Ozdowski EF, Lawton TJ. Quantitative expression of MMPs 2, 9, 14, and collagen IV in LCIS and paired normal breast tissue. Sci Rep. 2019;9(1):13432. https://doi.org/10.1038/s41598-019-48602-6 .
doi: 10.1038/s41598-019-48602-6 pubmed: 31530842
Zhao H, Langerød A, Ji Y, et al. Different gene expression patterns in invasive lobular and ductal carcinomas of the breast. Mol Biol Cell. 2004;15(6):2523–36. https://doi.org/10.1091/mbc.e03-11-0786 .
doi: 10.1091/mbc.e03-11-0786 pubmed: 15034139
Weigelt B, Geyer FC, Natrajan R, et al. 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. J Pathol. 2010;220(1):45–57. https://doi.org/10.1002/path.2629 .
doi: 10.1002/path.2629 pubmed: 19877120
Perrone G, Altomare V, Zagami M, et al. Caveolin-1 expression in human breast lobular cancer progression. Mod Pathol. 2009;22(1):71–8. https://doi.org/10.1038/modpathol.2008.154 .
doi: 10.1038/modpathol.2008.154 pubmed: 18836420
Seamon KB, Padgett W, Daly JW. Forskolin: unique diterpene activator of adenylate cyclase in membranes and in intact cells. Proc Natl Acad Sci U S A. 1981;78(6):3363–7.
doi: 10.1073/pnas.78.6.3363 pubmed: 6267587
Sapio L, Gallo M, Illiano M, et al. The natural cAMP elevating compound forskolin in cancer therapy: is it time? J Cell Physiol. 2017;232(5):922–7. https://doi.org/10.1002/jcp.25650 .
doi: 10.1002/jcp.25650 pubmed: 27739063
Illiano M, Sapio L, Salzillo A, et al. Forskolin improves sensitivity to doxorubicin of triple negative breast cancer cells via Protein Kinase A-mediated ERK1/2 inhibition. Biochem Pharmacol. 2018;152:104–13. https://doi.org/10.1016/j.bcp.2018.03.023 .
doi: 10.1016/j.bcp.2018.03.023 pubmed: 29574069
Sola-Penna M, Paixão LP, Branco JR, et al. Serotonin activates glycolysis and mitochondria biogenesis in human breast cancer cells through activation of the Jak1/STAT3/ERK1/2 and adenylate cyclase/PKA, respectively. Br J Cancer. 2020;122(2):194–208. https://doi.org/10.1038/s41416-019-0640-1 .
doi: 10.1038/s41416-019-0640-1 pubmed: 31819176
Yu T, Yang G, Hou Y, et al. Cytoplasmic GPER translocation in cancer-associated fibroblasts mediates cAMP/PKA/CREB/glycolytic axis to confer tumor cells with multidrug resistance. Oncogene. 2017;36(15):2131–45. https://doi.org/10.1038/onc.2016.370 .
doi: 10.1038/onc.2016.370 pubmed: 27721408
Hogan MP, Goldman DA, Dashevsky B, et al. Comparison of 18F-FDG PET/CT for systemic staging of newly diagnosed invasive lobular carcinoma versus invasive ductal carcinoma. J Nucl Med. 2015;56(11):1674–80. https://doi.org/10.2967/jnumed.115.161455 .
doi: 10.2967/jnumed.115.161455 pubmed: 26294295
Kim S, Ha JM, Yun SJ, et al. Transcriptional activation of peroxisome proliferator-activated receptor-gamma requires activation of both protein kinase A and Akt during adipocyte differentiation. Biochem Biophys Res Commun. 2010;399(1):55–9. https://doi.org/10.1016/j.bbrc.2010.07.038 .
doi: 10.1016/j.bbrc.2010.07.038 pubmed: 20638365
Singh S, Simpson RL, Bennett RG. Relaxin activates peroxisome proliferator-activated receptor γ (PPARγ) through a pathway involving PPARγ coactivator 1α (PGC1α). J Biol Chem. 2015;290(2):950–9. https://doi.org/10.1074/jbc.M114.589325 .
doi: 10.1074/jbc.M114.589325 pubmed: 25389293
Namkoong S, Kim CK, Cho YL, et al. Forskolin increases angiogenesis through the coordinated cross-talk of PKA-dependent VEGF expression and Epac-mediated PI3K/Akt/eNOS signaling. Cell Signal. 2009;21(6):906–15. https://doi.org/10.1016/j.cellsig.2009.01.038 .
doi: 10.1016/j.cellsig.2009.01.038 pubmed: 19385062
Cheng X, Ji Z, Tsalkova T, Mei F. Epac and PKA: a tale of two intracellular cAMP receptors. Acta Biochim Biophys Sin (Shanghai). 2008;40(7):651–62. https://doi.org/10.1111/j.1745-7270.2008.00438.x .
doi: 10.1111/j.1745-7270.2008.00438.x pubmed: 18604457
Kumar N, Gupta S, Dabral S, Singh S, Sehrawat S. Role of exchange protein directly activated by cAMP (EPAC1) in breast cancer cell migration and apoptosis. Mol Cell Biochem. 2017;430(1):115–25. https://doi.org/10.1007/s11010-017-2959-3 .
doi: 10.1007/s11010-017-2959-3 pubmed: 28210903
Dhillon AS, Pollock C, Steen H, Shaw PE, Mischak H, Kolch W. Cyclic AMP-dependent kinase regulates Raf-1 kinase mainly by phosphorylation of serine 259. Mol Cell Biol. 2002;22(10):3237–46. https://doi.org/10.1128/MCB.22.10.3237-3246.2002 .
doi: 10.1128/MCB.22.10.3237-3246.2002 pubmed: 11971957
Zhang L, Zambon AC, Vranizan K, Pothula K, Conklin BR, Insel PA. Gene expression signatures of cAMP/protein kinase A (PKA)-promoted, mitochondrial-dependent apoptosis. Comparative analysis of wild-type and cAMP-deathless S49 lymphoma cells. J Biol Chem. 2008;283(7):4304–13. https://doi.org/10.1074/jbc.M708673200 .
doi: 10.1074/jbc.M708673200 pubmed: 18048352
Pattabiraman DR, Bierie B, Kober KI, et al. Activation of PKA leads to mesenchymal-to-epithelial transition and loss of tumor-initiating ability. Science. 2016. https://doi.org/10.1126/science.aad3680 .
doi: 10.1126/science.aad3680 pubmed: 26941323
Misra UK, Pizzo SV. Epac1-induced cellular proliferation in prostate cancer cells is mediated by B-Raf/ERK and mTOR signaling cascades. J Cell Biochem. 2009;108(4):998–1011. https://doi.org/10.1002/jcb.22333 .
doi: 10.1002/jcb.22333 pubmed: 19725049

Auteurs

Susrutha Puthanmadhom Narayanan (S)

Division of Oncology, Washington University, St Louis, MO, USA.

Abdalla M Wedn (AM)

Womens Cancer Research Center at UPMC Hillman Cancer Center and Magee Women's Research Institute, Pittsburgh, PA, USA.
Department of Pharmacology & Chemical Biology, University of Pittsburgh, Pittsburgh, PA, USA.

Osama Shiraz Shah (OS)

Womens Cancer Research Center at UPMC Hillman Cancer Center and Magee Women's Research Institute, Pittsburgh, PA, USA.

Jian Chen (J)

Womens Cancer Research Center at UPMC Hillman Cancer Center and Magee Women's Research Institute, Pittsburgh, PA, USA.

Daniel D Brown (DD)

Institute for Precision Medicine, University of Pittsburgh, Pittsburgh, PA, USA.

Priscilla F McAuliffe (PF)

Division of Surgical Oncology, Department of Surgery, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.

Steffi Oesterreich (S)

Womens Cancer Research Center at UPMC Hillman Cancer Center and Magee Women's Research Institute, Pittsburgh, PA, USA. oesterreichs@upmc.edu.
Department of Pharmacology & Chemical Biology, University of Pittsburgh, Pittsburgh, PA, USA. oesterreichs@upmc.edu.

Adrian V Lee (AV)

Womens Cancer Research Center at UPMC Hillman Cancer Center and Magee Women's Research Institute, Pittsburgh, PA, USA. leeav@upmc.edu.
Institute for Precision Medicine, University of Pittsburgh, Pittsburgh, PA, USA. leeav@upmc.edu.
Department of Pharmacology & Chemical Biology, University of Pittsburgh, Pittsburgh, PA, USA. leeav@upmc.edu.

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