Low-Frequency Mutational Heterogeneity of Invasive Ductal Carcinoma Subtypes: Information to Direct Precision Oncology
Abstract
Information regarding the role of low-frequency hotspot cancer-driver mutations (CDMs) in breast carcinogenesis and therapeutic response is limited. Using the sensitive and quantitative Allele-specific Competitor Blocker PCR (ACB-PCR) approach, mutant fractions (MFs) of six CDMs (PIK3CA H1047R and E545K, KRAS G12D and G12V, HRAS G12D, and BRAF V600E) were quantified in invasive ductal carcinomas (IDCs; including ~20 samples per subtype). Measurable levels (i.e., ≥ 1 × 10-5, the lowest ACB-PCR standard employed) of the PIK3CA H1047R, PIK3CA E545K, KRAS G12D, KRAS G12V, HRAS G12D, and BRAF V600E mutations were observed in 34/81 (42%), 29/81 (36%), 51/81 (63%), 9/81 (11%), 70/81 (86%), and 48/81 (59%) of IDCs, respectively. Correlation analysis using available clinicopathological information revealed that PIK3CA H1047R and BRAF V600E MFs correlate positively with maximum tumor dimension. Analysis of IDC subtypes revealed minor mutant subpopulations of critical genes in the MAP kinase pathway (KRAS, HRAS, and BRAF) were prevalent across IDC subtypes. Few triple-negative breast cancers (TNBCs) had appreciable levels of PIK3CA mutation, suggesting that individuals with TNBC may be less responsive to inhibitors of the PI3K/AKT/mTOR pathway. These results suggest that low-frequency hotspot CDMs contribute significantly to the intertumoral and intratumoral genetic heterogeneity of IDCs, which has the potentialmore »
- Authors:
-
- U.S. Food and Drug Administration (FDA),Jefferson, AR (United States). Division of Genetic and Molecular Toxicology, National Center for Toxicological Research
- U.S. Food and Drug Administration (FDA),Jefferson, AR (United States). Div. of Bioinformatics and Biostatistics, National Center for Toxicological Research
- Publication Date:
- Research Org.:
- Oak Ridge Institute for Science and Education (ORISE), Oak Ridge, TN (United States)
- Sponsoring Org.:
- USDOE; US Food and Drug Administration
- OSTI Identifier:
- 1628383
- Grant/Contract Number:
- SC0014664
- Resource Type:
- Accepted Manuscript
- Journal Name:
- International Journal of Molecular Sciences (Online)
- Additional Journal Information:
- Journal Name: International Journal of Molecular Sciences (Online); Journal Volume: 20; Journal Issue: 5; Journal ID: ISSN 1422-0067
- Publisher:
- MDPI
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 59 BASIC BIOLOGICAL SCIENCES; Biochemistry & Molecular Biology; Chemistry; invasive ductal carcinoma; breast cancer; mutation; cancer-driver; triple-negative breast cancer; TNBC; heterogeneity; PIK3CA; subclonal
Citation Formats
Myers, Meagan, McKim, Karen, Banda, Malathi, George, Nysia, and Parsons, Barbara. Low-Frequency Mutational Heterogeneity of Invasive Ductal Carcinoma Subtypes: Information to Direct Precision Oncology. United States: N. p., 2019.
Web. doi:10.3390/ijms20051011.
Myers, Meagan, McKim, Karen, Banda, Malathi, George, Nysia, & Parsons, Barbara. Low-Frequency Mutational Heterogeneity of Invasive Ductal Carcinoma Subtypes: Information to Direct Precision Oncology. United States. https://doi.org/10.3390/ijms20051011
Myers, Meagan, McKim, Karen, Banda, Malathi, George, Nysia, and Parsons, Barbara. Tue .
"Low-Frequency Mutational Heterogeneity of Invasive Ductal Carcinoma Subtypes: Information to Direct Precision Oncology". United States. https://doi.org/10.3390/ijms20051011. https://www.osti.gov/servlets/purl/1628383.
@article{osti_1628383,
title = {Low-Frequency Mutational Heterogeneity of Invasive Ductal Carcinoma Subtypes: Information to Direct Precision Oncology},
author = {Myers, Meagan and McKim, Karen and Banda, Malathi and George, Nysia and Parsons, Barbara},
abstractNote = {Information regarding the role of low-frequency hotspot cancer-driver mutations (CDMs) in breast carcinogenesis and therapeutic response is limited. Using the sensitive and quantitative Allele-specific Competitor Blocker PCR (ACB-PCR) approach, mutant fractions (MFs) of six CDMs (PIK3CA H1047R and E545K, KRAS G12D and G12V, HRAS G12D, and BRAF V600E) were quantified in invasive ductal carcinomas (IDCs; including ~20 samples per subtype). Measurable levels (i.e., ≥ 1 × 10-5, the lowest ACB-PCR standard employed) of the PIK3CA H1047R, PIK3CA E545K, KRAS G12D, KRAS G12V, HRAS G12D, and BRAF V600E mutations were observed in 34/81 (42%), 29/81 (36%), 51/81 (63%), 9/81 (11%), 70/81 (86%), and 48/81 (59%) of IDCs, respectively. Correlation analysis using available clinicopathological information revealed that PIK3CA H1047R and BRAF V600E MFs correlate positively with maximum tumor dimension. Analysis of IDC subtypes revealed minor mutant subpopulations of critical genes in the MAP kinase pathway (KRAS, HRAS, and BRAF) were prevalent across IDC subtypes. Few triple-negative breast cancers (TNBCs) had appreciable levels of PIK3CA mutation, suggesting that individuals with TNBC may be less responsive to inhibitors of the PI3K/AKT/mTOR pathway. These results suggest that low-frequency hotspot CDMs contribute significantly to the intertumoral and intratumoral genetic heterogeneity of IDCs, which has the potential to impact precision oncology approaches.},
doi = {10.3390/ijms20051011},
journal = {International Journal of Molecular Sciences (Online)},
number = 5,
volume = 20,
place = {United States},
year = {Tue Feb 26 00:00:00 EST 2019},
month = {Tue Feb 26 00:00:00 EST 2019}
}
Figures / Tables:
Works referenced in this record:
Pattern of metastatic spread in triple-negative breast cancer
journal, June 2008
- Dent, Rebecca; Hanna, Wedad M.; Trudeau, Maureen
- Breast Cancer Research and Treatment, Vol. 115, Issue 2
Breast Cancer Heterogeneity Examined by High-Sensitivity Quantification of PIK3CA, KRAS, HRAS, and BRAF Mutations in Normal Breast and Ductal Carcinomas
journal, April 2016
- Myers, Meagan B.; Banda, Malathi; McKim, Karen L.
- Neoplasia, Vol. 18, Issue 4
Triple-negative breast cancer: Molecular features, pathogenesis, treatment and current lines of research
journal, May 2010
- Bosch, Ana; Eroles, Pilar; Zaragoza, Rosa
- Cancer Treatment Reviews, Vol. 36, Issue 3
Recommendations for Human Epidermal Growth Factor Receptor 2 Testing in Breast Cancer: American Society of Clinical Oncology/College of American Pathologists Clinical Practice Guideline Update
journal, November 2013
- Wolff, Antonio C.; Hammond, M. Elizabeth H.; Hicks, David G.
- Journal of Clinical Oncology, Vol. 31, Issue 31
Age-related remodelling of oesophageal epithelia by mutated cancer drivers
journal, January 2019
- Yokoyama, Akira; Kakiuchi, Nobuyuki; Yoshizato, Tetsuichi
- Nature, Vol. 565, Issue 7739
Acquired BRAF inhibitor resistance: A multicenter meta-analysis of the spectrum and frequencies, clinical behaviour, and phenotypic associations of resistance mechanisms
journal, December 2015
- Johnson, Douglas B.; Menzies, Alexander M.; Zimmer, Lisa
- European Journal of Cancer, Vol. 51, Issue 18
A review of the ethnic differences in breast cancer
journal, September 2006
- Bowen, Rl; Stebbing, J.; Jones, Lj
- Pharmacogenomics, Vol. 7, Issue 6
High burden and pervasive positive selection of somatic mutations in normal human skin
journal, May 2015
- Martincorena, I.; Roshan, A.; Gerstung, M.
- Science, Vol. 348, Issue 6237
Triple-Negative Breast Cancer: Clinical Features and Patterns of Recurrence
journal, August 2007
- Dent, R.; Trudeau, M.; Pritchard, K. I.
- Clinical Cancer Research, Vol. 13, Issue 15
Contribution of KRAS mutations and c.2369C > T (p.T790M) EGFR to acquired resistance to EGFR-TKIs in EGFR mutant NSCLC: a study on circulating tumor DNA
journal, January 2016
- Del Re, Marzia; Tiseo, Marcello; Bordi, Paola
- Oncotarget, Vol. 8, Issue 8
American Society of Clinical Oncology/College of American Pathologists Guideline Recommendations for Immunohistochemical Testing of Estrogen and Progesterone Receptors in Breast Cancer
journal, June 2010
- Hammond, M. Elizabeth H.; Hayes, Daniel F.; Dowsett, Mitch
- Journal of Clinical Oncology, Vol. 28, Issue 16
Ipatasertib plus paclitaxel versus placebo plus paclitaxel as first-line therapy for metastatic triple-negative breast cancer (LOTUS): a multicentre, randomised, double-blind, placebo-controlled, phase 2 trial
journal, October 2017
- Kim, Sung-Bae; Dent, Rebecca; Im, Seock-Ah
- The Lancet Oncology, Vol. 18, Issue 10
Tumour Heterogeneity of Breast Cancer: From Morphology to Personalised Medicine
journal, January 2018
- Aleskandarany, Mohammed A.; Vandenberghe, Michel E.; Marchiò, Caterina
- Pathobiology, Vol. 85, Issue 1-2
High-throughput oncogene mutation profiling in human cancer
journal, February 2007
- Thomas, Roman K.; Baker, Alissa C.; DeBiasi, Ralph M.
- Nature Genetics, Vol. 39, Issue 3
The predictive and prognostic role of phosphatase phosphoinositol-3 (PI3) kinase (PIK3CA) mutation in HER2-positive breast cancer receiving HER2-targeted therapy: a meta-analysis
journal, June 2015
- Ibrahim, Ezzeldin M.; Kazkaz, Ghieth A.; Al-Mansour, Mubarak M.
- Breast Cancer Research and Treatment, Vol. 152, Issue 3
Variation in organ-specific PIK3CA and KRAS mutant levels in normal human tissues correlates with mutation prevalence in corresponding carcinomas: Tissue-Specific Properties of Hotspot Cancer-Driver Mutations
journal, July 2017
- Parsons, Barbara L.; McKim, Karen L.; Myers, Meagan B.
- Environmental and Molecular Mutagenesis, Vol. 58, Issue 7
Frequent mutation of the p53 gene in human esophageal cancer.
journal, December 1990
- Hollstein, M. C.; Metcalf, R. A.; Welsh, J. A.
- Proceedings of the National Academy of Sciences, Vol. 87, Issue 24
Triple-negative breast cancer—current status and future directions
journal, December 2009
- Gluz, O.; Liedtke, C.; Gottschalk, N.
- Annals of Oncology, Vol. 20, Issue 12
Somatic mutant clones colonize the human esophagus with age
journal, October 2018
- Martincorena, Iñigo; Fowler, Joanna C.; Wabik, Agnieszka
- Science, Vol. 362, Issue 6417
Genetically engineered mouse models of PI3K signaling in breast cancer
journal, February 2013
- Klarenbeek, Sjoerd; van Miltenburg, Martine H.; Jonkers, Jos
- Molecular Oncology, Vol. 7, Issue 2
Breast Cancer Incidence in Black and White Women Stratified by Estrogen and Progesterone Receptor Statuses
journal, November 2012
- Gleason, Michael X.; Mdzinarishvili, Tengiz; Sherman, Simon
- PLoS ONE, Vol. 7, Issue 11
Aging and the rise of somatic cancer-associated mutations in normal tissues
journal, January 2018
- Risques, Rosa Ana; Kennedy, Scott R.
- PLOS Genetics, Vol. 14, Issue 1
Triple-negative breast cancer: challenges and opportunities of a heterogeneous disease
journal, May 2016
- Bianchini, Giampaolo; Balko, Justin M.; Mayer, Ingrid A.
- Nature Reviews Clinical Oncology, Vol. 13, Issue 11
Analysis of p53 mutations in histologically normal lung tissues and lung tumors from non-small cell lung cancer patients: p53 MUTATIONS IN NORMAL-APPEARING LUNG TISSUE
journal, December 2008
- Gao, Weimin; Mady, Hussam H.; Melhem, Mona F.
- Molecular Carcinogenesis, Vol. 48, Issue 7
A subset of papillary thyroid carcinomas contain KRAS mutant subpopulations at levels above normal thyroid: KRAS MUTANT FRACTION IN PAPILLARY THYROID TUMORS
journal, August 2012
- Myers, Meagan B.; McKim, Karen L.; Parsons, Barbara L.
- Molecular Carcinogenesis, Vol. 53, Issue 2
The molecular evolution of acquired resistance to targeted EGFR blockade in colorectal cancers
journal, June 2012
- Diaz Jr, Luis A.; Williams, Richard T.; Wu, Jian
- Nature, Vol. 486, Issue 7404
Improved Survival with Vemurafenib in Melanoma with BRAF V600E Mutation
journal, June 2011
- Chapman, Paul B.; Hauschild, Axel; Robert, Caroline
- New England Journal of Medicine, Vol. 364, Issue 26
KRAS mutant tumor subpopulations can subvert durable responses to personalized cancer treatments
journal, March 2013
- Parsons, Barbara L.; Myers, Meagan B.
- Personalized Medicine, Vol. 10, Issue 2
Triple-negative breast cancers are increased in black women regardless of age or body mass index
journal, March 2009
- Stead, Lesley A.; Lash, Timothy L.; Sobieraj, Jerome E.
- Breast Cancer Research, Vol. 11, Issue 2
Evaluation of the association of PIK3CA mutations and PTEN loss with efficacy of trastuzumab therapy in metastatic breast cancer
journal, May 2011
- Razis, E.; Bobos, M.; Kotoula, V.
- Breast Cancer Research and Treatment, Vol. 128, Issue 2
ACB-PCR Quantification of K- RAS Codon 12 GAT and GTT Mutant Fraction in Colon Tumor and Non-Tumor Tissue
journal, April 2010
- Parsons, Barbara L.; Marchant-Miros, Kathryn E.; Delongchamp, Robert R.
- Cancer Investigation, Vol. 28, Issue 4
Differences in Breast Cancer Stage at Diagnosis and Cancer-Specific Survival by Race and Ethnicity in the United States
journal, January 2015
- Iqbal, Javaid; Ginsburg, Ophira; Rochon, Paula A.
- JAMA, Vol. 313, Issue 2
Multiclonal tumor origin: Evidence and implications
journal, July 2018
- Parsons, Barbara L.
- Mutation Research/Reviews in Mutation Research, Vol. 777
Race, Breast Cancer Subtypes, and Survival in the Carolina Breast Cancer Study
journal, June 2006
- Carey, Lisa A.; Perou, Charles M.; Livasy, Chad A.
- JAMA, Vol. 295, Issue 21
Hotspot oncomutations: implications for personalized cancer treatment
journal, July 2012
- Myers, Meagan B.; Wang, Yiying; McKim, Karen L.
- Expert Review of Molecular Diagnostics, Vol. 12, Issue 6
Breast cancer intratumour heterogeneity: current status and clinical implications
journal, July 2018
- Joseph, Chitra; Papadaki, Athanasia; Althobiti, Maryam
- Histopathology, Vol. 73, Issue 5
Low-frequency KRAS mutations are prevalent in lung adenocarcinomas
journal, March 2015
- Myers, Meagan B.; McKim, Karen L.; Meng, Fanxue
- Personalized Medicine, Vol. 12, Issue 2
A subset of papillary thyroid carcinomas contain KRAS mutant subpopulations at levels above normal thyroid: KRAS MUTANT FRACTION IN PAPILLARY THYROID TUMORS
journal, August 2012
- Myers, Meagan B.; McKim, Karen L.; Parsons, Barbara L.
- Molecular Carcinogenesis, Vol. 53, Issue 2
Pattern of metastatic spread in triple-negative breast cancer
journal, June 2008
- Dent, Rebecca; Hanna, Wedad M.; Trudeau, Maureen
- Breast Cancer Research and Treatment, Vol. 115, Issue 2
Evaluation of the association of PIK3CA mutations and PTEN loss with efficacy of trastuzumab therapy in metastatic breast cancer
journal, May 2011
- Razis, E.; Bobos, M.; Kotoula, V.
- Breast Cancer Research and Treatment, Vol. 128, Issue 2
The predictive and prognostic role of phosphatase phosphoinositol-3 (PI3) kinase (PIK3CA) mutation in HER2-positive breast cancer receiving HER2-targeted therapy: a meta-analysis
journal, June 2015
- Ibrahim, Ezzeldin M.; Kazkaz, Ghieth A.; Al-Mansour, Mubarak M.
- Breast Cancer Research and Treatment, Vol. 152, Issue 3
Triple-negative breast cancer: Molecular features, pathogenesis, treatment and current lines of research
journal, May 2010
- Bosch, Ana; Eroles, Pilar; Zaragoza, Rosa
- Cancer Treatment Reviews, Vol. 36, Issue 3
Acquired BRAF inhibitor resistance: A multicenter meta-analysis of the spectrum and frequencies, clinical behaviour, and phenotypic associations of resistance mechanisms
journal, December 2015
- Johnson, Douglas B.; Menzies, Alexander M.; Zimmer, Lisa
- European Journal of Cancer, Vol. 51, Issue 18
Genetically engineered mouse models of PI3K signaling in breast cancer
journal, February 2013
- Klarenbeek, Sjoerd; van Miltenburg, Martine H.; Jonkers, Jos
- Molecular Oncology, Vol. 7, Issue 2
Multiclonal tumor origin: Evidence and implications
journal, July 2018
- Parsons, Barbara L.
- Mutation Research/Reviews in Mutation Research, Vol. 777
Breast Cancer Heterogeneity Examined by High-Sensitivity Quantification of PIK3CA, KRAS, HRAS, and BRAF Mutations in Normal Breast and Ductal Carcinomas
journal, April 2016
- Myers, Meagan B.; Banda, Malathi; McKim, Karen L.
- Neoplasia, Vol. 18, Issue 4
The molecular evolution of acquired resistance to targeted EGFR blockade in colorectal cancers
journal, June 2012
- Diaz Jr, Luis A.; Williams, Richard T.; Wu, Jian
- Nature, Vol. 486, Issue 7404
High-throughput oncogene mutation profiling in human cancer
journal, February 2007
- Thomas, Roman K.; Baker, Alissa C.; DeBiasi, Ralph M.
- Nature Genetics, Vol. 39, Issue 3
Frequent mutation of the p53 gene in human esophageal cancer.
journal, December 1990
- Hollstein, M. C.; Metcalf, R. A.; Welsh, J. A.
- Proceedings of the National Academy of Sciences, Vol. 87, Issue 24
Breast cancer intratumour heterogeneity: current status and clinical implications
journal, July 2018
- Joseph, Chitra; Papadaki, Athanasia; Althobiti, Maryam
- Histopathology, Vol. 73, Issue 5
High burden and pervasive positive selection of somatic mutations in normal human skin
journal, May 2015
- Martincorena, I.; Roshan, A.; Gerstung, M.
- Science, Vol. 348, Issue 6237
PIK3CA Mutation H1047R Is Associated with Response to PI3K/AKT/mTOR Signaling Pathway Inhibitors in Early-Phase Clinical Trials
journal, October 2012
- Janku, Filip; Wheler, Jennifer J.; Naing, Aung
- Cancer Research, Vol. 73, Issue 1
CCR 20th Anniversary Commentary: Triple-Negative Breast Cancer in 2015—Still in the Ballpark
journal, August 2015
- Narod, Steven A.; Dent, Rebecca A.; Foulkes, William D.
- Clinical Cancer Research, Vol. 21, Issue 17
PIK3CA Mutations in Patients with Advanced Cancers Treated with PI3K/AKT/mTOR Axis Inhibitors
journal, January 2011
- Janku, F.; Tsimberidou, A. M.; Garrido-Laguna, I.
- Molecular Cancer Therapeutics, Vol. 10, Issue 3
Tumour Heterogeneity of Breast Cancer: From Morphology to Personalised Medicine
journal, January 2018
- Aleskandarany, Mohammed A.; Vandenberghe, Michel E.; Marchiò, Caterina
- Pathobiology, Vol. 85, Issue 1-2
Identification of human triple-negative breast cancer subtypes and preclinical models for selection of targeted therapies
journal, July 2011
- Lehmann, Brian D.; Bauer, Joshua A.; Chen, Xi
- Journal of Clinical Investigation, Vol. 121, Issue 7
Triple-negative breast cancers are increased in black women regardless of age or body mass index
journal, March 2009
- Stead, Lesley A.; Lash, Timothy L.; Sobieraj, Jerome E.
- Breast Cancer Research, Vol. 11, Issue 2
Breast Cancer Incidence in Black and White Women Stratified by Estrogen and Progesterone Receptor Statuses
journal, November 2012
- Gleason, Michael X.; Mdzinarishvili, Tengiz; Sherman, Simon
- PLoS ONE, Vol. 7, Issue 11
Hotspot oncomutations: implications for personalized cancer treatment
journal, July 2012
- Myers, Meagan B.; Wang, Yiying; McKim, Karen L.
- Expert Review of Molecular Diagnostics, Vol. 12, Issue 6
Race, Breast Cancer Subtypes, and Survival in the Carolina Breast Cancer Study
text, January 2006
- C. U., Cheang, Maggie; M., Perou, Charles; Melissa, Troester,
- The University of North Carolina at Chapel Hill University Libraries
Contribution of KRAS mutations and c.2369C > T (p.T790M) EGFR to acquired resistance to EGFR-TKIs in EGFR mutant NSCLC: a study on circulating tumor DNA
journal, January 2016
- Del Re, Marzia; Tiseo, Marcello; Bordi, Paola
- Oncotarget, Vol. 8, Issue 8
Targeted therapies with companion diagnostics in the management of breast cancer: current perspectives
journal, January 2016
- Myers, Meagan
- Pharmacogenomics and Personalized Medicine
A review of the ethnic differences in breast cancer
journal, September 2006
- Bowen, Rl; Stebbing, J.; Jones, Lj
- Pharmacogenomics, Vol. 7, Issue 6
KRAS mutant tumor subpopulations can subvert durable responses to personalized cancer treatments
journal, March 2013
- Parsons, Barbara L.; Myers, Meagan B.
- Personalized Medicine, Vol. 10, Issue 2
Low-frequency KRAS mutations are prevalent in lung adenocarcinomas
journal, March 2015
- Myers, Meagan B.; McKim, Karen L.; Meng, Fanxue
- Personalized Medicine, Vol. 12, Issue 2
ACB-PCR Quantification of K-RASCodon 12 GAT and GTT Mutant Fraction in Colon Tumor and Non-Tumor Tissue
journal, May 2010
- Parsons, Barbara L.; Marchant-Miros, Kathryn E.; Delongchamp, Robert R.
- Cancer Investigation, Vol. 28, Issue 4
Works referencing / citing this record:
Rationale and Roadmap for Developing Panels of Hotspot Cancer Driver Gene Mutations as Biomarkers of Cancer Risk
journal, October 2019
- Harris, Kelly L.; Myers, Meagan B.; McKim, Karen L.
- Environmental and Molecular Mutagenesis, Vol. 61, Issue 1
Figures / Tables found in this record: