keyword
https://read.qxmd.com/read/38658129/stable-feature-selection-utilizing-graph-convolutional-neural-network-and-layer-wise-relevance-propagation-for-biomarker-discovery-in-breast-cancer
#1
JOURNAL ARTICLE
Hryhorii Chereda, Andreas Leha, Tim Beißbarth
High-throughput technologies are becoming increasingly important in discovering prognostic biomarkers and in identifying novel drug targets. With Mammaprint, Oncotype DX, and many other prognostic molecular signatures breast cancer is one of the paradigmatic examples of the utility of high-throughput data to deliver prognostic biomarkers, that can be represented in a form of a rather short gene list. Such gene lists can be obtained as a set of features (genes) that are important for the decisions of a Machine Learning (ML) method applied to high-dimensional gene expression data...
May 2024: Artificial Intelligence in Medicine
https://read.qxmd.com/read/38657322/enhancing-clinical-decision-support-with-genomic-tools-in-breast-cancer-a-scottish-perspective
#2
JOURNAL ARTICLE
A L Peters, P S Hall, L B Jordan, F Y Soh, L Hannington, S Makaranka, G Urquhart, M Vallet, D Cartwright, H Marashi, B Elsberger
INTRODUCTION: The Oncotype DX Breast RS test has been adopted in Scotland and has been the subject of a large population-based study by a Scottish Consensus Group to assess the uptake of the recurrence score (RS), evaluate co-variates associated with the RS and to analyse the effect it may have had on clinical practice. MATERIALS & METHODS: Pan-Scotland study between August 2018-August 2021 evaluating 833 patients who had a RS test performed as part of their diagnostic pathway...
April 13, 2024: Breast: Official Journal of the European Society of Mastology
https://read.qxmd.com/read/38656833/gene-expression-assays-to-tailor-adjuvant-endocrine-therapy-for-hr-her2-breast-cancer
#3
JOURNAL ARTICLE
Michele Bottosso, Federica Miglietta, Grazia Maria Vernaci, Tommaso Giarratano, Maria Vittoria Dieci, Valentina Guarneri, Gaia Griguolo
Adjuvant endocrine therapy represents the standard of care for almost all HR+/HER2- breast cancers and different agents and durations are currently available. In this context, the tailoring and optimization of adjuvant endocrine treatment by reducing unnecessary toxic treatment while taking into account the biological heterogeneity of HR+/HER2- breast cancer represents a clinical priority. There is therefore a significant need for the integration of biological biomarkers in the choice of adjuvant endocrine therapy beyond currently used clinicopathological characteristics...
April 24, 2024: Clinical Cancer Research
https://read.qxmd.com/read/38614979/racial-ethnic-differences-in-21-gene-recurrence-score-and-survival-among-patients-with-estrogen-receptor-positive-breast-cancer
#4
JOURNAL ARTICLE
Jasmin Gill, Keerti Yendamuri, Udit Chatterjee, Song Yao, Oluwadamilola T Oladeru, Anurag K Singh, Sung Jun Ma
BACKGROUND: Despite numerous studies on racial/ethnic disparities among patients with breast cancer, there is a paucity of literature evaluating racial/ethnic differences in 21-gene recurrence score (RS) and survival differences stratified by RS risk categories. We thus performed an observational cohort study to examine racial/ethnic disparities in the context of RS. METHODS: The National Cancer Database (NCDB) was queried for female patients diagnosed between 2006 and 2018 with estrogen receptor (ER)-positive, pT1-3N0-1aM0 breast cancer who received surgery followed by adjuvant endocrine therapy and had RS data available...
April 13, 2024: BMC Cancer
https://read.qxmd.com/read/38568689/socioecologic-factors-and-racial-differences-in-breast-cancer-multigene-prognostic-scores-in-us-women
#5
JOURNAL ARTICLE
Ashwini Z Parab, Angela Kong, Todd A Lee, Kibum Kim, Edith A Nutescu, Kristen C Malecki, Kent F Hoskins, Gregory S Calip
IMPORTANCE: Disproportionately aggressive tumor biology among non-Hispanic Black women with early-stage, estrogen receptor (ER)-positive breast cancer contributes to racial disparities in breast cancer mortality. It is unclear whether socioecologic factors underlie racial differences in breast tumor biology. OBJECTIVE: To examine individual-level (insurance status) and contextual (area-level socioeconomic position and rural or urban residence) factors as possible mediators of racial and ethnic differences in the prevalence of ER-positive breast tumors with aggressive biology, as indicated by a high-risk gene expression profile...
April 1, 2024: JAMA Network Open
https://read.qxmd.com/read/38545788/zip-code-to-genomic-code-neighborhood-disadvantage-aggressive-breast-cancer-biology-and-breast-cancer-outcomes
#6
JOURNAL ARTICLE
Neha Goel, Alexandra E Hernandez, Michael H Antoni, Susan Kesmodel, Paulo S Pinheiro, Erin Kobetz, Nipun Merchant, Steve Cole
OBJECTIVE: To determine the association between objective (geospatial) and subjective (perceived) measures of neighborhood disadvantage (ND) and aggressive breast cancer (BCa) tumor biology, defined using validated social adversity-associated transcription factor (TF) activity and clinical outcomes. SUMMARY BACKGROUND DATA: ND is associated with shorter BCa recurrence-free survival (RFS), independent of individual, tumor, and treatment characteristics, suggesting potential unaccounted biological mechanisms by which ND influences RFS...
March 28, 2024: Annals of Surgery
https://read.qxmd.com/read/38534929/does-pre-emptive-availability-of-predict-2-1-results-change-ordering-practices-for-oncotype-dx-a-multi-center-prospective-cohort-study
#7
JOURNAL ARTICLE
Arif Ali Awan, Deanna Saunders, Gregory Pond, Caroline Hamm, Nadia Califaretti, Mihaela Mates, Vikaash Kumar, Mohammed F K Ibrahim, Ana-Alicia Beltran-Bless, Lisa Vandermeer, John Hilton, Mark Clemons
For early-stage hormone receptor (HR)-positive and HER2-negative breast cancer, tools to estimate treatment benefit include free and publicly available algorithms (e.g., PREDICT 2.1) and expensive molecular assays (e.g., Oncotype DX). There remains a need to identify patients who de-rive the most benefit from molecular assays and where this test may be of poor value. In this multicenter prospective cohort study, we evaluated whether use of PREDICT 2.1 would impact physician decision making. For the first 6 months of the study, data on physician use of both PREDICT 2...
February 27, 2024: Current Oncology
https://read.qxmd.com/read/38525718/tissue-based-genomic-testing-in-prostate-cancer-10-year-analysis-of-national-trends-on-the-use-of-prolaris-decipher-promark-and-oncotype-dx
#8
JOURNAL ARTICLE
Eugenio Bologna, Francesco Ditonno, Leslie Claire Licari, Antonio Franco, Celeste Manfredi, Spencer Mossack, Savio Domenico Pandolfo, Cosimo De Nunzio, Giuseppe Simone, Costantino Leonardo, Giorgio Franco
BACKGROUND: Prostate cancer (PCa) management is moving towards patient-tailored strategies. Advances in molecular and genetic profiling of tumor tissues, integrated with clinical risk assessments, provide deeper insights into disease aggressiveness. This study aims to offer a comprehensive overview of the pivotal genomic tests supporting PCa treatment decisions, analyzing-through real-world data-trends in their use and the growth of supporting literature evidence. METHODS: A retrospective analysis was conducted using the extensive PearlDiver™ Mariner database, which contains de-identified patient records, in compliance with the Health Insurance Portability and Accountability Act (HIPAA)...
March 19, 2024: Clinics and Practice
https://read.qxmd.com/read/38520994/is-oncotype-dx-testing-informative-for-breast-cancers-with-low-er-expression-a-retrospective-review-from-a-biomarker-testing-referral-center
#9
JOURNAL ARTICLE
John Loggie, Penelope J Barnes, Michael D Carter, Daniel Rayson, Gillian C Bethune
PURPOSE: It remains unclear whether patients with HER2-negative, low-estrogen receptor (ER-low)-positive early breast cancer (BC) benefit from Oncotype DX® (ODX) testing. METHODS: We conducted a retrospective review of cases referred for ODX testing over a seven-year period from a breast biomarker testing referral center (n = 854). For each case, we recorded the ODX Recurrence Score (RS) along with percentage of ER nuclear positivity and staining intensity on immunohistochemistry...
March 19, 2024: Breast: Official Journal of the European Society of Mastology
https://read.qxmd.com/read/38517602/racial-disparities-in-initiation-of-chemotherapy-among-breast-cancer-patients-with-discretionary-treatment-indication-in-the-state-of-georgia
#10
JOURNAL ARTICLE
Lindsay J Collin, Jade Jones, Rebecca Nash, Jeffrey M Switchenko, Kevin C Ward, Lauren E McCullough
PURPOSE: The majority of breast cancer patients are diagnosed with early-stage estrogen receptor (ER) positive disease. Despite effective treatments for these cancers, Black women have higher mortality than White women. We investigated demographic and clinical factors associated with receipt of chemotherapy among those with a discretionary indication who are at risk for overtreatment. METHODS: Using Georgia Cancer Registry data, we identified females diagnosed with ER positive breast cancer who had a discretionary indication for chemotherapy (2010-2017)...
March 22, 2024: Breast Cancer Research and Treatment
https://read.qxmd.com/read/38516286/oncotype-dx-in-breast-cancer-management-insights-and-outcomes-from-the-united-arab-emirates
#11
JOURNAL ARTICLE
Mouza A Ameri, Nandan M Shanbhag, Abdulrahman Bin Sumaida, Jawaher Ansari, Diaeddine A Trad, Emad A Dawoud, Khalid Balaraj
Introduction Breast cancer remains the most significant cancer affecting women worldwide, with an increasing incidence, especially in developing regions. The introduction of genomic tests like Oncotype DX has revolutionized personalized treatment, allowing for more tailored approaches to therapy. This study focuses on the United Arab Emirates (UAE), where breast cancer is the leading cause of cancer-related deaths among women, aiming to assess the predictive accuracy of the Oncotype DX test in categorizing patients based on recurrence risk...
March 2024: Curēus
https://read.qxmd.com/read/38489298/a-randomised-controlled-trial-of-pre-operative-oncotype-dx-testing-in-early-stage-breast-cancer-pre-dx-study-study-protocol
#12
JOURNAL ARTICLE
Matthew Northgraves, Judith Cohen, James Harvey, Chao Huang, Carlo Palmieri, Sarah Pinder, Pankaj Roy, Sarah Reynia, Marta Soares, Henry Cain
BACKGROUND: The Oncotype DX® Breast Recurrence Score assay can guide recommendations made to patients with oestrogen receptor positive (ER+), human epidermal growth factor receptor 2 negative (HER2-) breast cancer regarding post-surgery adjuvant therapy. Standard practice is to order the test in the post-operative setting on a specimen from the excised invasive carcinoma. However, it has been shown to be technically possible to perform the test on the diagnostic core biopsy. By testing the diagnostic core biopsy in the pre-operative setting, the wait for excised invasive carcinoma Recurrence Score results could be reduced allowing patients to be more accurately counselled regarding their treatment pathway sooner with any adjuvant treatment recommendations expedited...
2024: PloS One
https://read.qxmd.com/read/38451415/correlation-between-postoperative-treatment-selection-and-prognosis-determined-using-the-oncotype-dx%C3%A2-test-data-a-retrospective-multicenter-study-in-japan
#13
JOURNAL ARTICLE
Yasue Tsuchida, Naoki Niikura, Takashi Chishima, Mari Mizuno, Takahiko Kawate, Hiromi Fuchikami, Yasuo Miyoshi, Takehiko Sakai, Haruru Kotani, Naoto Kondo, Naoki Hayashi
PURPOSE: Oncotype DX® is a frequently used multigene assay for hormone receptor-positive breast cancers. However, limited evidence is available regarding its application in Japan owing to the lack of insurance coverage. Therefore, we conducted this large-scale, retrospective study by collecting data from nine Japanese institutes and assessed postoperative treatment choice and prognosis by using Oncotype DX®. METHODS: Six hundred thirty-two patients who underwent breast surgery and whose recurrence score (RS) data were available were included...
March 7, 2024: Breast Cancer: the Journal of the Japanese Breast Cancer Society
https://read.qxmd.com/read/38439804/the-role-of-modern-parameters-and-their-relationship-with-recurrence-risk-as-assessed-by-oncotype-dx-real-world-evidence
#14
JOURNAL ARTICLE
Dana Narvaez, Jorge Nadal, Adrian Nervo, Victoria Costanzo, Claudio Paletta, Fernando Petracci, Sergio Rivero, Alexis Ostinelli, Federico Coló, Loza Martín, Veronica Fabiano, Luciana Sabatini, Azul Perazzolo, Mora Amat, Matias Chacon, Federico Waisberg
Genomic analysis through various platforms is an essential tool for determining prognosis and treatment in a significant subgroup of early-stage breast cancer patients with hormone receptor-positive and human epidermal growth factor receptor 2 (HER2)-negative status. Additionally, combined clinical and pathological characteristics can accurately predict the recurrence score (RS), as demonstrated by the University of Tennessee risk nomogram. In this study, we aimed to identify classical clinical-pathological factors associated with high RS in a local population, including modern parameters such as current abemaciclib treatment recommendations, HER2-low status, different Ki-67 cutoff values, and samples obtained from secondary primary tumours...
2024: Ecancermedicalscience
https://read.qxmd.com/read/38436289/a-cost-consequence-model-of-using-the-21-gene-assay-to-identify-patients-with-early-stage-node-positive-breast-cancer-who-benefit-from-adjuvant-chemotherapy-in-the-netherlands
#15
JOURNAL ARTICLE
Martijn J H G Simons, Peter M Machielsen, Jelle A Spoorendonk, Tim Ignacio, Pieter B Drost, Tim Jacobs, Felix E deJongh
INTRODUCTION: Patients with early-stage hormone receptor positive, human epidermal growth factor receptor-2 (HER2) negative invasive breast cancer with 1-3 positive lymph nodes (N1) often undergo surgical excisions followed by adjuvant chemotherapy (ACT). Many patients have no benefit from ACT and receive unnecessary, costly treatment often associated with short- and long-term adverse events (AEs). Gene expression profiling (GEP) assays, such as the 21-gene assay (i.e., the Oncotype DX assay), can identify patients at higher risk for recurrence who may benefit from ACT...
March 4, 2024: Journal of Medical Economics
https://read.qxmd.com/read/38398165/prediction-of-a-multi-gene-assay-oncotype-dx-and-mammaprint-recurrence-risk-group-using-machine-learning-in-estrogen-receptor-positive-her2-negative-breast-cancer-the-brain-study
#16
JOURNAL ARTICLE
Jung-Hwan Ji, Sung Gwe Ahn, Youngbum Yoo, Shin-Young Park, Joo-Heung Kim, Ji-Yeong Jeong, Seho Park, Ilkyun Lee
This study aimed to develop a machine learning-based prediction model for predicting multi-gene assay (MGA) risk categories. Patients with estrogen receptor-positive (ER+)/HER2- breast cancer who had undergone Oncotype DX (ODX) or MammaPrint (MMP) were used to develop the prediction model. The development cohort consisted of a total of 2565 patients including 2039 patients tested with ODX and 526 patients tested with MMP. The MMP risk prediction model utilized a single XGBoost model, and the ODX risk prediction model utilized combined LightGBM, CatBoost, and XGBoost models through soft voting...
February 13, 2024: Cancers
https://read.qxmd.com/read/38384494/budget-impact-of-the-oncotype-dx-breast-recurrence-score-%C3%A2-test-in-patients-with-early-primary-hormone-receptor-positive-her2-negative-node-positive-breast-cancer-in-germany
#17
JOURNAL ARTICLE
Michael Patrick Lux, Christof Minartz, Harald Müller-Huesmann, Marianar Felicia Sandor, Sabine Radeck-Knorre, Aljoscha Steffen Neubauer
BACKGROUND: Gene expression tests can inform decisions on whether to recommend or omit chemotherapy for patients with early HR+, HER2- breast cancer. The benefit of these tests is well established and fully reimbursed by sickness funds for lymph node-negative (pN0) patients in Germany. A budget impact model was built to evaluate the effect of using the Oncotype DX Breast Recurrence Score® test also for node-positive (pN1: 1-3 positive lymph nodes) patients. METHODS: The prospective randomized clinical trial, RxPONDER, defined conditions (Recurrence Score result 0-25 for postmenopausal patients with 1-3 positive lymph nodes) under which omitting chemotherapy does not significantly impact invasive disease-free survival with results currently reported for 5-year follow-up...
February 2024: Breast Care
https://read.qxmd.com/read/38367283/21-gene-recurrence-score-in-predicting-the-outcome-of-postoperative-radiotherapy-in-t1-2n1-luminal-breast-cancer-after-breast-conserving-surgery
#18
JOURNAL ARTICLE
Shang-Jin Xie, Run-Jie Wang, San-Gang Wu, Fu-Xing Zhang
BACKGROUND: In those with one to three positive lymph nodes (N1) breast cancer (BC), the 21-gene recurrence score (RS) classification can be referred for decision-making on adjuvant chemotherapy. This study aimed to investigate the effect of RS in predicting the survival benefit of postoperative radiotherapy (PORT) in T1-2N1 BC with estrogen receptor-positive and human epidermal growth factor receptor 2-negative disease after breast-conserving surgery (BCS). METHODS: We included patients with BC and available RS data from the Surveillance, Epidemiology, and End Results Oncotype DX database...
April 2024: Breast: Official Journal of the European Society of Mastology
https://read.qxmd.com/read/38359680/anatomy-versus-biology-what-guides-chemotherapy-decisions-in-older-patients-with-breast-cancer
#19
JOURNAL ARTICLE
Sydney M Record, Samantha M Thomas, William M Tian, Astrid Botty van den Bruele, Akiko Chiba, Gayle DiLalla, Maggie L DiNome, Gretchen Kimmick, Laura H Rosenberger, Hannah E Woriax, E Shelley Hwang, Jennifer K Plichta
INTRODUCTION: With the increasing utilization of genomic assays, such as the Oncotype DX recurrence score (RS), the relevance of anatomic staging has been questioned for select older patients with breast cancer. We sought to evaluate differences in chemotherapy receipt and/or survival among older patients based on RS and sentinel lymph node biopsy (SLNB) receipt/result. METHODS: Patients aged ≥ 65 diagnosed with pT1-2/cN0/M0 hormone-receptor-positive (HR+)/HER2-breast cancer (2010-2019) were selected from the National Cancer Database...
February 14, 2024: Journal of Surgical Research
https://read.qxmd.com/read/38350748/axillary-nodal-disease-burden-is-not-associated-with-an-elevated-21-gene-recurrence-score-in-post-menopausal-women-presenting-with-a-clinically-negative-axilla
#20
JOURNAL ARTICLE
Astrid Botty van den Bruele, Morgan A Paul, Samantha M Thomas, Sarah L Sammons, Maggie L DiNome, Jennifer K Plichta, Sydney M Record, Hannah Woriax, Akiko Chiba, Laura H Rosenberger, E Shelley Hwang
BACKGROUND: The predictive and prognostic value of the recurrence score (RS) has emphasized the importance of tumor biology and has reduced the prognostic implications of limited nodal burden in post-menopausal women with HR+/HER2-invasive breast cancer (IBC). It is unclear whether routine axillary staging has a continued role in the management of small, clinically node negative (cN0) HR+/HER2- IBC. We sought to estimate the association of RS with pN stage. METHODS: Patients >50yo diagnosed with cN0, HR+/HER2- IBC (2015-2019) with an available RS were identified from the National Cancer Database...
February 6, 2024: American Journal of Surgery
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