Evidence map›Paper›PMID 33152285›Full record

Trial reportThe Lancet. Oncology2020

A multivariable prognostic score to guide systemic therapy in early-stage HER2-positive breast cancer: a retrospective study with an external evaluation.

Aleix Prat, Valentina Guarneri, Laia Paré, Gaia Griguolo, Tomás Pascual, Maria V Dieci, Núria Chic, Blanca González-Farré, Antonio Frassoldati, Esther Sanfeliu and 29 more

Open access · greenAbstract readClinical Trial, Phase III
In one paragraph

Trial report in The Lancet. Oncology, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 45 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
45citing papers in PubMed, 1 pooled it
4.1field-weighted citation impact, top 5% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

45 citing papers in PubMed, 1 synthesis or guideline pooled it, 72 citations in OpenAlex.

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  20. Management of early-stage HER2-positive breast cancer and attitudes towards HER2DX test in Spain: insights from a nationwide survey.Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico · 2024
    Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

39 authors at 19 institutions in 4 countries.

Aleix PratSOLTI Breast Cancer Research Group, Barcelona, Spain; Department of Medical Oncology, Hospital Clinic of Barcelona, Barcelona, Spain; Translational Genomics and Targeted Therapeutics in Solid Tumors, August Pi i Sunyer Biomedical Research Institute (IDIBAPS), Barcelona, Spain; Department of Medicine, University of Barcelona, Barcelona, Spain. Electronic address: alprat@clinic.cat.
Valentina GuarneriDepartment of Surgery, Oncology and Gastroenterology, University of Padova, Padova, Italy; Medical Oncology 2, Istituto Oncologico Veneto, IRCCS, Padova, Italy.
Laia ParéSOLTI Breast Cancer Research Group, Barcelona, Spain.
Gaia GriguoloDepartment of Surgery, Oncology and Gastroenterology, University of Padova, Padova, Italy; Medical Oncology 2, Istituto Oncologico Veneto, IRCCS, Padova, Italy.
Tomás PascualSOLTI Breast Cancer Research Group, Barcelona, Spain; Translational Genomics and Targeted Therapeutics in Solid Tumors, August Pi i Sunyer Biomedical Research Institute (IDIBAPS), Barcelona, Spain; Lineberger Comprehensive Cancer Center, Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
Maria V DieciDepartment of Surgery, Oncology and Gastroenterology, University of Padova, Padova, Italy; Medical Oncology 2, Istituto Oncologico Veneto, IRCCS, Padova, Italy.
Núria ChicSOLTI Breast Cancer Research Group, Barcelona, Spain; Department of Medical Oncology, Hospital Clinic of Barcelona, Barcelona, Spain; Translational Genomics and Targeted Therapeutics in Solid Tumors, August Pi i Sunyer Biomedical Research Institute (IDIBAPS), Barcelona, Spain.
Blanca González-FarréSOLTI Breast Cancer Research Group, Barcelona, Spain; Translational Genomics and Targeted Therapeutics in Solid Tumors, August Pi i Sunyer Biomedical Research Institute (IDIBAPS), Barcelona, Spain; Department of Pathology, Hospital Clinic of Barcelona, Barcelona, Spain.
Antonio FrassoldatiClinical Oncology, Department of Morphology, Surgery and Experimental Medicine, S Anna University Hospital, Ferrara, Italy.
Esther SanfeliuSOLTI Breast Cancer Research Group, Barcelona, Spain; Translational Genomics and Targeted Therapeutics in Solid Tumors, August Pi i Sunyer Biomedical Research Institute (IDIBAPS), Barcelona, Spain; Department of Pathology, Hospital Clinic of Barcelona, Barcelona, Spain.
Juan M CejalvoDepartment of Medical Oncology, Hospital Clínico Universitario of Valencia, Valencia, Spain.
Montserrat MuñozSOLTI Breast Cancer Research Group, Barcelona, Spain; Department of Medical Oncology, Hospital Clinic of Barcelona, Barcelona, Spain; Translational Genomics and Targeted Therapeutics in Solid Tumors, August Pi i Sunyer Biomedical Research Institute (IDIBAPS), Barcelona, Spain.
Giancarlo BisagniPathology Unit, Azienda Unità Sanitaria Locale-IRCCS di Reggio Emilia, Reggio Emilia, Emilia-Romagna, Italy.
Fara Brasó-MaristanySOLTI Breast Cancer Research Group, Barcelona, Spain; Translational Genomics and Targeted Therapeutics in Solid Tumors, August Pi i Sunyer Biomedical Research Institute (IDIBAPS), Barcelona, Spain.
Loredana UrsoMedical Oncology 2, Istituto Oncologico Veneto, IRCCS, Padova, Italy.
Maria VidalSOLTI Breast Cancer Research Group, Barcelona, Spain; Department of Medical Oncology, Hospital Clinic of Barcelona, Barcelona, Spain; Translational Genomics and Targeted Therapeutics in Solid Tumors, August Pi i Sunyer Biomedical Research Institute (IDIBAPS), Barcelona, Spain.
Alba A BrandesMedical Oncology, Azienda Unità Sanitaria Locale di Bologna-IRCCS Istituto delle Scienze Neurologiche, Bologna.
Barbara AdamoSOLTI Breast Cancer Research Group, Barcelona, Spain; Department of Medical Oncology, Hospital Clinic of Barcelona, Barcelona, Spain; Translational Genomics and Targeted Therapeutics in Solid Tumors, August Pi i Sunyer Biomedical Research Institute (IDIBAPS), Barcelona, Spain.
Antonino MusolinoDepartment of Medicine and Surgery, and the Medical Oncology and Breast Unit, University Hospital of Parma, Piacenza, Italy.
Federica MigliettaDepartment of Surgery, Oncology and Gastroenterology, University of Padova, Padova, Italy; Medical Oncology 2, Istituto Oncologico Veneto, IRCCS, Padova, Italy.
Benedetta ConteTranslational Genomics and Targeted Therapeutics in Solid Tumors, August Pi i Sunyer Biomedical Research Institute (IDIBAPS), Barcelona, Spain.
Mafalda OliveiraSOLTI Breast Cancer Research Group, Barcelona, Spain; Department of Medical Oncology, Vall d'Hebron University Hospital; Vall d'Hebron Institute of Oncology, Barcelona, Spain.
Cristina SauraSOLTI Breast Cancer Research Group, Barcelona, Spain; Department of Medical Oncology, Vall d'Hebron University Hospital; Vall d'Hebron Institute of Oncology, Barcelona, Spain.
Sònia PernasSOLTI Breast Cancer Research Group, Barcelona, Spain; Department of Medical Oncology, Institut Català d'Oncologia Hospitalet, Hospitalet de Llobregat, Spain.
Jesús AlarcónSOLTI Breast Cancer Research Group, Barcelona, Spain; Hospital Universitario Son Espases, Carretera de Valldemossa, Palma de Mallorca, Spain.
Antonio Llombart-CussacDepartment of Medical Oncology, Hospital Arnau de Vilanova, Valencia, Spain.
Javier CortésDepartment of Medical Oncology, Vall d'Hebron University Hospital; Vall d'Hebron Institute of Oncology, Barcelona, Spain; IOB Institute of Oncology, Quiron Group, Barcelona, Spain.
Luis MansoSOLTI Breast Cancer Research Group, Barcelona, Spain; Department of Medical Oncology, Hospital 12 de Octubre, Madrid, Spain.
Rafael LópezSOLTI Breast Cancer Research Group, Barcelona, Spain; Department of Medical Oncology, Complejo Universitario de Santiago de Compostela-CIBERONC, Santiago de Compostela, Spain.
Eva CiruelosSOLTI Breast Cancer Research Group, Barcelona, Spain; Department of Medical Oncology, Hospital 12 de Octubre, Madrid, Spain.
Francesco SchettiniSOLTI Breast Cancer Research Group, Barcelona, Spain; Translational Genomics and Targeted Therapeutics in Solid Tumors, August Pi i Sunyer Biomedical Research Institute (IDIBAPS), Barcelona, Spain; Department of Medical Oncology, University of Naples Federico II, Naples, Italy.
Patricia VillagrasaSOLTI Breast Cancer Research Group, Barcelona, Spain.
Lisa A CareyLineberger Comprehensive Cancer Center, Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
Charles M PerouLineberger Comprehensive Cancer Center, Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
Federico PiacentiniDepartment of Medical and Surgical Sciences, University of Modena and Reggio Emilia, Modena, Italy.
Roberto D'AmicoDepartment of Medical and Surgical Sciences, University of Modena and Reggio Emilia, Modena, Italy; Center for Genome Research, University of Modena and Reggio Emilia, Modena, Italy.
Enrico TagliaficoDepartment of Medical and Surgical Sciences, University of Modena and Reggio Emilia, Modena, Italy; Center for Genome Research, University of Modena and Reggio Emilia, Modena, Italy.
Joel S ParkerLineberger Comprehensive Cancer Center, Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
Pierfranco ConteDepartment of Surgery, Oncology and Gastroenterology, University of Padova, Padova, Italy; Medical Oncology 2, Istituto Oncologico Veneto, IRCCS, Padova, Italy; Department of Medical Oncology UO Oncologia Medica 2, IRCCS Ospedale Policlinico San Martino, Genova, Italy.
Consorci Institut D'Investigacions Biomediques August Pi I Sunyer · ESUniversity of North Carolina at Chapel Hill · USIstituti di Ricovero e Cura a Carattere Scientifico · ITUniversity of Modena and Reggio Emilia · ITVall d'Hebron Institute of OncologyHospital Clínic de Barcelona · ESIstituto Oncologico Veneto · ITResearch Institute Hospital 12 de Octubre · ESAzienda Sanitaria Unità Locale di Reggio Emilia · ITComplejo Hospitalario Universitario de Santiago · ESHospital Arnau de Vilanova · ESHospital Clínico Universitario de Valencia · ESHospital Universitario Son Espases · ESInstitut Català d'Oncologia · ESIstituto delle Scienze Neurologiche di Bologna · ITUniversitat de Barcelona · ESUniversity of Ferrara · ITUniversity of Padua · ITUniversity of Parma · IT

Funding

Optimizing prognostic and predictive algorithms using residual disease (RD) genomic biomarkers in HER2+ and TNBCR01CA229409 · NCI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI LISA A CAREY, CHARLES M PEROU · 2019 to 2026
$4.0M
UNC Lead Academic Participating SiteUG1CA233373 · NCI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI CAREY, LISA A, DEES, ELIZABETH CLAIRE · 2019 to 2025
$3.5M
NCI NIH HHS R01 CA229409NCI NIH HHS UG1 CA233373
6 · The paper itself

Abstract

backgroundIn early-stage HER2-positive breast cancer, escalation or de-escalation of systemic therapy is a controversial topic. As an aid to treatment decisions, we aimed to develop a prognostic assay that integrates multiple data types for predicting survival outcome in patients with newly diagnosed HER2-positive breast cancer.

methodsWe derived a combined prognostic model using retrospective clinical-pathological data on stromal tumour-infiltrating lymphocytes, PAM50 subtypes, and expression of 55 genes obtained from patients who participated in the Short-HER phase 3 trial. The trial enrolled patients with newly diagnosed, node-positive, HER2-positive breast cancer or, if node negative, with at least one risk factor (ie, tumour size >2 cm, histological grade 3, lymphovascular invasion, Ki67 >20%, age ≤35 years, or hormone receptor negativity), and randomly assigned them to adjuvant anthracycline plus taxane-based combinations with either 9 weeks or 1 year of trastuzumab. Trastuzumab was administered intravenously every 3 weeks (8 mg/kg loading dose at first cycle, and 6 mg/kg thereafter) for 18 doses or weekly (4 mg/kg loading dose in the first week, and 2 mg/kg thereafter) for 9 weeks, starting concomitantly with the first taxane dose. Median follow-up was 91·4 months (IQR 75·1-105·6). The primary objective of our study was to derive and evaluate a combined prognostic score associated with distant metastasis-free survival (the time between randomisation and distant recurrence or death before recurrence), an exploratory endpoint in Short-HER. Patient samples in the training dataset were split into a training set (n=290) and a testing set (n=145), balancing for event and treatment group. The training set was further stratified into 100 iterations of Monte-Carlo cross validation (MCCV). Cox proportional hazard models were fit to MCCV training samples using Elastic-Net. A maximum of 92 features were assessed. The final prognostic model was evaluated in an independent combined dataset of 267 patients with early-stage HER2-positive breast cancer treated with different neoadjuvant and adjuvant anti-HER2-based combinations and from four other studies (PAMELA, CHER-LOB, Hospital Clinic, and Padova) with disease-free survival outcome data.

findingsFrom Short-HER, data from 435 (35%) of 1254 patients for tumour size (T1 vs rest), nodal status (N0 vs rest), number of tumour-infiltrating lymphocytes (continuous variable), subtype (HER2-enriched and basal-like vs rest), and 13 genes composed the final model (named HER2DX). HER2DX was significantly associated with distant metastasis-free survival as a continuous variable (p<0·0001). HER2DX median score for quartiles 1-2 was identified as the cutoff to identify low-risk patients; and the score that distinguished quartile 3 from quartile 4 was the cutoff to distinguish medium-risk and high-risk populations. The 5-year distant metastasis-free survival of the low-risk, medium-risk, and high-risk populations were 98·1% (95% CI 96·3-99·9), 88·9% (83·2-95·0), and 73·9% (66·0-82·7), respectively (low-risk vs high-risk hazard ratio [HR] 0·04, 95% CI 0·0-0·1, p<0·0001). In the evaluation cohort, HER2DX was significantly associated with disease-free survival as a continuous variable (HR 2·77, 95% CI 1·4-5·6, p=0·0040) and as group categories (low-risk vs high-risk HR 0·27, 0·1-0·7, p=0·005). 5-year disease-free survival in the HER2DX low-risk group was 93·5% (89·0-98·3%) and in the high-risk group was 81·1% (71·5-92·1).

interpretationThe HER2DX combined prognostic score identifies patients with early-stage, HER2-positive breast cancer who might be candidates for escalated or de-escalated systemic treatment. Future clinical validation of HER2DX seems warranted to establish its use in different scenarios, especially in the neoadjuvant setting.

fundingInstituto Salud Carlos III, Save the Mama, Pas a Pas, Fundación Científica, Asociación Española Contra el Cáncer, Fundación SEOM, National Institutes of Health, Agenzia Italiana del Farmaco, International Agency for Research on Cancer, and the Veneto Institute of Oncology, and Italian Association for Cancer Research.

Indexed as

PrognosisAdultAgedAntibodies, Monoclonal, HumanizedAntineoplastic Combined Chemotherapy ProtocolsBiomarkers, TumorBreast NeoplasmsBridged-Ring CompoundsDisease-Free SurvivalErb-b2 Receptor Tyrosine KinasesFemaleGene Expression Regulation, NeoplasticHumansMiddle AgedNeoadjuvant TherapyNeoplasm Recurrence, LocalAntibodies, Monoclonal, HumanizedBiomarkers, TumorBridged-Ring CompoundsERBB2 protein, humanErb-b2 Receptor Tyrosine KinasestaxaneTaxoidsTrastuzumab

Identifiers

PMID33152285
PMCPMC8140650
OpenAlexW3094906946

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Read underepoch 390

Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.