Annuska M Glas - Academia.edu (original) (raw)

Papers by Annuska M Glas

Research paper thumbnail of IMMUNOBIOLOGY B-cell–autonomous somatic mutation deficit following bone marrow transplant

Hematopoietic stem cell transplantation is characterized by a prolonged period of humoral immunod... more Hematopoietic stem cell transplantation is characterized by a prolonged period of humoral immunodeficiency. We have previously shown that the deficiencies are probably not due to the failure to utilize the appropriate V regions in the preimmune repertoire. However, a striking observation, which correlated with the absence of immunoglobulin IgD � cells and was consistent with a defect in

Research paper thumbnail of Molecular portraits and 70-gene prognosis signature are preserved throughout the metastatic process of breast cancer. Cancer Res

Updated Version Access the most recent version of this article at: doi: 10.1158/0008-5472.CAN-05-... more Updated Version Access the most recent version of this article at: doi: 10.1158/0008-5472.CAN-05-2553

Research paper thumbnail of Clinical Utility of the 70-gene MammaPrint Profile in a Japanese Population

Objective: van’t Veer and colleagues developed a 70-gene prognosis profile known as MammaPrint to... more Objective: van’t Veer and colleagues developed a 70-gene prognosis profile known as MammaPrint to identify breast cancer patients who were at low risk of developing metastases. We evaluated the prognostic value of the 70-gene MammaPrint profile in Japanese women with node-negative breast cancer. Methods: Frozen tumour samples from 102 eligible node-negative breast cancer patients aged 70 or younger were characterized with the MammaPrint array. The patients were treated with breast-conserving therapy or mastectomy with axillary lymph node dissection between December 1998 and August 2001. About 73 percent received adjuvant hormonal therapy and 28 percent received adjuvant chemotherapy. The gene expression profiles obtained by MammaPrint classified the patients as high- or low-genomic risk. The median follow-up was 7.1 years. Results: Among the 102 patients, 20 (20%) were classified as low-genomic risk and 82 (80%) were classified as high-genomic risk. The probability of distant metast...

Research paper thumbnail of High concordance of 70‐gene recurrence risk signature and 80‐gene molecular subtyping signature between core needle biopsy and surgical resection specimens in early‐stage breast cancer

Journal of Surgical Oncology

Research paper thumbnail of High concordance of 70-gene recurrence risk signature and 80-gene molecular subtyping signature between core needle biopsy and surgical resected specimen in early-stage breast cancer

IntroductionWith an increase in neoadjuvant therapy recommendations for most early-stage breast c... more IntroductionWith an increase in neoadjuvant therapy recommendations for most early-stage breast cancer patients due to the COVID-19 pandemic, it has become increasingly imperative to ensure that molecular diagnostic assays provide reliable results from preoperative core needle biopsies. Therefore, the objective of this study was to determine the concordance of MammaPrint results (70-gene signature) and BluePrint results (80-gene signature) between core needle biopsies (CNB) and surgical resection (SR) specimens using prospectively collected matched tissues from patients enrolled in the FLEX trial (NCT03053193).MethodsWe analyzed 113 matched CNB and SR tumor specimens from women with early-stage breast cancer enrolled in the FLEX trial. Each patient enrolled in the trial receives a MammaPrint recurrence risk classification test with or without BluePrint molecular subtyping. Concordance of MammaPrint is reported using overall percentage agreement, positive predictive value (PPV, High ...

Research paper thumbnail of VH contribution to the human antibody repertoire

Research paper thumbnail of Imaging , Diagnosis , Prognosis Microarray-Based Determination of Estrogen Receptor , Progesterone Receptor , and HER 2 Receptor Status in Breast Cancer

Purpose: The level of estrogen receptor (ER), progesterone receptor (PR), and HER2 aids in the de... more Purpose: The level of estrogen receptor (ER), progesterone receptor (PR), and HER2 aids in the determination of prognosis and treatment of breast cancer. Immunohistochemistry is currently the predominant method for assessment, but differences in methods and interpretation can substantially affect the accuracy, resulting in misclassification. Here, we investigated the association of microarray-based mRNA expression levels compared with immunohistochemistry. Experimental Design: Microarray mRNA quantification of ER, PR, and HER2 was done by the developed TargetPrint test and compared with immunohistochemical assessment for breast tumors from 636 patients. Immunohistochemistry was done in a central laboratory and in an independent reference laboratory according to American Society of Clinical Oncology/College of American Pathologists guidelines for 100 cases. For HER2 immunohistochemistry 2+ cases, additional chromogenic in situ hybridization (CISH) was used to determine the final stat...

Research paper thumbnail of 70-gene signature as an aid for treatment decisions in early breast cancer: updated results of the phase 3 randomised MINDACT trial with an exploratory analysis by age

The Lancet Oncology

Background The MINDACT trial showed excellent 5-year distant metastasis-free survival of 94•7% (9... more Background The MINDACT trial showed excellent 5-year distant metastasis-free survival of 94•7% (95% CI 92•5-96•2) in patients with breast cancer of high clinical and low genomic risk who did not receive chemotherapy. We present long-term follow-up results together with an exploratory analysis by age. Methods MINDACT was a multicentre, randomised, phase 3 trial done in 112 academic and community hospitals in nine European countries. Patients aged 18-70 years, with histologically confirmed primary invasive breast cancer (stage T1, T2, or operable T3) with up to three positive lymph nodes, no distant metastases, and a WHO performance status of 0-1 were enrolled and their genomic risk (using the MammaPrint 70-gene signature) and clinical risk (using a modified version of Adjuvant! Online) were determined. Patients with low clinical and low genomic risk results did not receive chemotherapy, and patients with high clinical and high genomic risk did receive chemotherapy (mostly anthracycline-based or taxane-based, or a combination thereof). Patients with discordant risk results (ie, patients with high clinical risk but low genomic risk, and those with low clinical risk but high genomic risk) were randomly assigned (1:1) to receive chemotherapy or not based on either the clinical risk or the genomic risk. Randomisation was done centrally and used a minimisation technique that was stratified by institution, risk group, and clinicalpathological characteristics. Treatment allocation was not masked. The primary endpoint was to test whether the distant metastasis-free survival rate at 5 years in patients with high clinical risk and low genomic risk not receiving chemotherapy had a lower boundary of the 95% CI above the predefined non-inferiority boundary of 92%. In the primary test population of patients with high clinical risk and low genomic risk who adhered to the treatment allocation of no chemotherapy and had no change in risk post-enrolment. Here, we present updated follow-up as well as an exploratory analysis of a potential age effect (≤50 years vs >50 years) and an analysis by nodal status for patients with hormone receptor-positive and HER2-negative disease. These analyses were done in the intention-to-treat population. This study is registered with ClinicalTrials.gov, NCT00433589, and the European Clinical Trials database, EudraCT2005-002625-31. Recruitment is complete and further long-term follow-up is ongoing.

Research paper thumbnail of 220P Annotating MammaPrint and BluePrint gene profile to the Hallmarks of cancer and understanding the biology of MammaPrint extreme risk groups

Research paper thumbnail of 70-Gene Signature as an Aid to Treatment Decisions in Early Breast Cancer: Updated Results MINDACT

SSRN Electronic Journal

Background: The MINDACT trial showed excellent 5-year distant metastasis-free survival (DMFS) of ... more Background: The MINDACT trial showed excellent 5-year distant metastasis-free survival (DMFS) of 94·7% (95%CI 92·5-96·2) in clinical high (C-High)/genomic low (G-Low) risk patients who did not receive chemotherapy. Long-term follow-up is presented. Methods: 6693 patients were enrolled 2007 to 2011. We reassessed DMFS rate at 5 years in C-High/G-Low patients not receiving chemotherapy (n=644) (primary analysis), updated DMFS and overall survival in C-High/G-Low patients receiving chemotherapy or not (n=749 and 748, respectively) (secondary analysis), and examined a potential age effect ( 50y) for women with HR+/HER2- disease. Findings: At a median follow-up of 8·7 years, the updated 5-year DMFS rate for C-High/G-Low patients receiving no chemotherapy is 95·1% (95%CI 93·1-96·6), above the predefined non-inferiority boundary of 92%, proving MINDACT as a positive de-escalation trial.The 5-year and 8-year outcome of C-High/G-Low patients show a respective 0·9% (SE ±1·1) 2·6% (SE ±1·6) difference in DMFS for chemotherapy versus no chemotherapy (HR 0·66; 95%CI 0·48-0·92), without differences in overall survival (95·7% vs 94·3%).The same comparisons confined to HR+/HER2- disease (91% of patients) generate different gain estimates from chemotherapy administration for DMFS according to age: 5% (SE ±2·8%) in women ≤50 years versus 0·2% (SE ±2·3%) in women > 50 years. Interpretation: The clinical utility of a low risk 70-gene signature for foregoing adjuvant chemotherapy in the presence of a high clinical risk (and up to 3 positive nodes) remains proven. In C-high/G-low patients > 50 years chemotherapy did not improve outcome across the whole follow-up trajectory. At longer follow-up in younger women, while underpowered, a clinically relevant benefit of about 5% was observed, possibly due to chemotherapy-induced ovarian function suppression, and should be part of informed, shared decision-making. Trial Registration: ClinicalTrials.gov number, NTC00433589; EudraCT number, 2005-002625-31. Funding Statement: Funded by the European Commission Sixth Framework Programme and other grants. Declaration of Interests: None to declare. Ethics Approval Statement: All patients gave written informed consent. The ethics committees of all participating sites approved the study, which involved collaboration of seven member groups under the Breast International Group umbrella.

Research paper thumbnail of BluePrint molecular subtyping recognizes single and dual subtype tumors with consequences for therapeutic guidance

European Journal of Cancer

Research paper thumbnail of Controlling technical variation amongst 6693 patient microarrays of the randomized MINDACT trial

Communications Biology

Gene expression data obtained in large studies hold great promises for discovering disease signat... more Gene expression data obtained in large studies hold great promises for discovering disease signatures or subtypes through data analysis. It is also prone to technical variation, whose removal is essential to avoid spurious discoveries. Because this variation is not always known and can be confounded with biological signals, its removal is a challenging task. Here we provide a step-wise procedure and comprehensive analysis of the MINDACT microarray dataset. The MINDACT trial enrolled 6693 breast cancer patients and prospectively validated the gene expression signature MammaPrint for outcome prediction. The study also yielded a full-transcriptome microarray for each tumor. We show for the first time in such a large dataset how technical variation can be removed while retaining expected biological signals. Because of its unprecedented size, we hope the resulting adjusted dataset will be an invaluable tool to discover or test gene expression signatures and to advance our understanding o...

Research paper thumbnail of Investigating the concordance in molecular subtypes of primary colorectal tumors and their matched synchronous liver metastasis

International Journal of Cancer, Apr 24, 2020

To date, no systematic analyses are available assessing concordance of molecular classifications ... more To date, no systematic analyses are available assessing concordance of molecular classifications between primary tumors (PT) and matched liver metastases (LM) of metastatic colorectal cancer (mCRC). We investigated concordance between PT and

Research paper thumbnail of Gene Expression Profiling Can Predict Responsiveness to Chemotherapy in Patients with Transformation of Follicular Lymphoma

Blood

Background. Transformation to diffuse large cell lymphoma (DLCL) is a frequent event in patients ... more Background. Transformation to diffuse large cell lymphoma (DLCL) is a frequent event in patients with follicular lymphoma (FL), occurring in approximately 30–50% of patients. Upon transformation the prognosis of these patients is dismal, with a median overall survival of 1–2 years. However, a subset of patients does respond to aggressive chemotherapy regimens, including autologous stem cell transplantation and can achieve long-term disease-free survival. Currently, there are no prognostic factors reliably predicting response to treatment. We used gene expression profiling to identify a profile which can predict responsiveness to chemotherapy and long-term survival at transformation. Patients and methods. From the pathology archives of the 4 participating institutions, 46 cases with transformation of FL were identified for whom frozen tissue was available. 11 cases were excluded from the analysis: 4 because of insufficient clinical information and 7 because the patients were not trea...

Research paper thumbnail of Decentralization of Next-Generation RNA Sequencing-Based MammaPrint® and BluePrint® Kit at University Hospitals Leuven and Curie Institute Paris

Translational Oncology

A previously developed and centrally validated MammaPrint® (MP) and BluePrint® (BP) targeted RNA ... more A previously developed and centrally validated MammaPrint® (MP) and BluePrint® (BP) targeted RNA nextgeneration sequencing (NGS) kit was implemented and validated in two large academic European hospitals. Additionally, breast cancer molecular subtypes by MP and BP RNA sequencing were compared with immunohistochemistry (IHC). Patients with early breast cancer diagnosed at University Hospitals Leuven and Curie Institute Paris were prospectively included between September 2017 and January 2018. Formalin-fixed paraffin-embedded tissue sections were analyzed with MP and BP NGS technology at the beta sites and with both NGS and microarray technology at Agendia. Raw NGS data generated on Illumina MiSeq instruments at the beta sites were interpreted and compared with NGS and microarray data at Agendia. MP and BP NGS molecular subtypes were compared to surrogate IHC breast cancer subtypes. Equivalence of MP and BP indices was determined by Pearson's correlation coefficient. Acceptable limits were defined a priori, based on microarray data generated at Agendia between 2012 and 2016. The concordance, the Negative Percent Agreement and the Positive Percent Agreement were calculated based on the contingency tables and had to be equal to or higher than 90%. Out of 124 included samples, 48% were MP Low and 52% High Risk with microarray. Molecular subtypes were BP luminal, HER2 or basal in 82%, 8% and 10% respectively. Concordance between MP microarray at Agendia and MP NGS at the beta sites was 91.1%. Concordance of MP High and Low Risk classification between NGS at the beta sites and NGS at Agendia was 93.9%. Concordance of MP and BP molecular subtyping using NGS at the beta sites and microarray at Agendia was 89.5%. Concordance between MP and BP NGS subtyping, and IHC was 71.8% and 76.6%, for two IHC surrogate models. The MP/BP NGS kit was successfully validated in a decentralized setting.

Research paper thumbnail of MammaPrint and BluePrint Molecular Diagnostics using targeted RNA Next-Generation Sequencing technology

The Journal of Molecular Diagnostics

Next-generation DNA sequencing is rapidly becoming an indispensable tool for genome-directed canc... more Next-generation DNA sequencing is rapidly becoming an indispensable tool for genome-directed cancer diagnostics, but next-generation RNA sequencing (RNA-seq) is currently not standardly used in clinical diagnostics for expression assessment. However, multigene RNA diagnostic assays are used increasingly in the routine diagnosis of early-stage breast cancer. Two of the most widely used tests are currently available only as a central laboratory service, which limits their clinical use. We evaluated the use of RNA-seq as a decentralized method to perform such tests. The MammaPrint and BluePrint RNA-seq tests were found to be equivalent to the clinically validated microarray tests. The RNA-seq tests were highly reproducible when performed in different locations and were stable over time. The MammaPrint RNA-seq test was clinically validated. Our data demonstrate that RNA-seq can be used as a decentralized platform, yielding results substantially equivalent to results derived from the predicate diagnostic device.

Research paper thumbnail of Assessment of PD-L1 expression across breast cancer molecular subtypes, in relation to mutation rate, BRCA1-like status, tumor-infiltrating immune cells and survival

OncoImmunology

ABSTRACT To better understand the expression pattern of programmed death-ligand 1 (PD-L1) express... more ABSTRACT To better understand the expression pattern of programmed death-ligand 1 (PD-L1) expression in different breast cancer types, we characterized PD-L1 expression in tumor and tumor-infiltrating immune cells, in relation to mutation rate, BRCA1-like status and survival. We analyzed 410 primary treatment-naive breast tumors comprising 162 estrogen receptor-positive (ER+) and HER2−, 101 HER2+ and 147 triple-negative (TN) cancers. Pathologists quantified tumor-infiltrating lymphocytes (TILs) and PD-L1 expression in tumor cells and TILs using whole slides and tissue microarray. Mutation rate was assessed by DNA sequencing, BRCA1-like status using multiplex ligation-dependent probe amplification, and immune landscape by multiplex image analyses of CD4, CD68, CD8, FOXP3, cytokeratin, and PD-L1. Half of PD-L1 scores evaluated by tissue microarray were false negatives compared to whole slide evaluations. We observed at least 1% of PD-L1-positive (PD-L1+) cells in 53.1% of ER+HER2−, 73.3% of HER2+, and 84.4% of TN tumors. PD-L1 expression was higher in ductal compared to lobular carcinomas, also within ER+HER2− tumors (p = 0.04). High PD-L1+ TILs score (> 50%) was independently associated with better outcome in TN tumors (HR = 0.27; 95%CI = 0.10–0.69). Within TN tumors, PD-L1 and TIL scores showed a modest but significant positive association with the number of silent mutations, but no association with BRCA1-like status. Multiplex image analyses indicated that PD-L1 is expressed on multiple immune cells (CD68+ macrophages, CD4+, FOXP3+, and CD8+ T cells) in the breast tumor microenvironment, independent of the PD-L1 status of the tumor cells. We found no evidence that levels of PD-L1+ TILs in TN breast cancer are driven by high mutation rate or BRCA1-like status.

Research paper thumbnail of A Computational Workflow Translates a 58-Gene Signature to a Formalin-Fixed, Paraffin-Embedded Sample-Based Companion Diagnostic for Personalized Treatment of the BRAF-Mutation-Like Subtype of Colorectal Cancers

High-throughput, Jan 6, 2017

Colorectal cancer patients with the (p.V600E) mutation have poor prognosis in metastatic setting.... more Colorectal cancer patients with the (p.V600E) mutation have poor prognosis in metastatic setting. Personalized treatment options and companion diagnostics are needed to better treat these patients. Previously, we developed a 58-gene signature to characterize the distinct gene expression pattern of -mutation-like subtype (accuracy 91.1%). Further experiments repurposed drug Vinorelbine as specifically lethal to this -mutation-like subtype. The aim of this study is to translate this 58-gene signature from a research setting to a robust companion diagnostic that can use formalin-fixed, paraffin-embedded (FFPE) samples to select patients with the -mutation-like subtype. mutation and gene expression data of 302 FFPE samples were measured (mutants = 57, wild-type = 245). The performance of the 58-gene signature in FFPE samples showed a high sensitivity of 89.5%. In the identified -mutation-like subtype group, 50% of tumours were known mutants, and 50% were wild-type. The stability of the ...

Research paper thumbnail of Abstract 5409: Assessment of the MammaPrint 70-gene profile using RNA sequencing technology

Cancer Research

Introduction: Improvements in RNA processing have enabled microarray diagnostics for formalin-fix... more Introduction: Improvements in RNA processing have enabled microarray diagnostics for formalin-fixed, paraffin-embedded (FFPE) tissue. Recently, MammaPrint, a prognostic 70-gene profile for early-stage breast cancer, was successfully translated to FFPE tissue showing to be substantially equivalent to fresh tissue. In recent years, RNA-sequencing (RNA-Seq) became the standard method for transcriptome analysis, because of its low background signal and its ability of quantifying a large dynamic range of expression levels. Here we report a preliminary analysis of the FFPE MammaPrint 70-gene profile using RNA-Seq technology and the comparison with the MammaPrint® microarray diagnostic test in a series of FFPE samples. Methods: RNA-Seq was carried out using a strand-specific RNA library preparation followed by target enrichment of the coding region of the human transcriptome without relying on the presence of poly-A tail. RNA sequencing libraries were prepared starting from a minimal amount of 20 ng of total RNA based on the DV200 metric assessment. The library pools were single-end sequenced on the Illumina HiSeq 2500 instrument at the length of 65bp. The resulting sequences were mapped to the human reference genome (build 38) using TopHat v2.1. Tophat was guided by using a transcriptome index from Ensembl (version 77). The HTSeq-count tool was used to generate the total number of uniquely mapped reads for each gene. Gene expressions were normalized with Count Per Million (CPM) normalization and log2 transformed afterwards. Microarray data of the sample were available for analysis comparison. Results: On average, we obtained 22 million reads assigned to gene per sample (min=15M, max=28M). The number of reads assigned to genes vary from 61% to 70% of the total number of reads. Between 80% and 90% of the reads assigned to genes mapped to protein coding genes which is comparable to fresh frozen material. The 70-gene signature was successfully mapped to the RNA-Seq genes. A median raw read-count of 384 was observed for the 70-gene profile among the samples. Importantly, we observed a high concordance (R2 Pearson correlation=0.97) between the MammaPrint index calculated using the RNA-Seq data and the correspondent Microarray MammaPrint index. Additionally, the BluePrint profile, a microarray diagnostic test for breast cancer molecular subtyping, was successfully translated to the RNA-Seq platform. As with the MammaPrint profile, BluePrint showed high concordance between the two technologies with high correlation values for each of the subtypes (Luminal R2 Pearson correlation=0.98, Basal R2 Pearson correlation=0.97, HER2 R2 Pearson correlation=0.77). Conclusions: Next Generation RNA-sequencing is a feasible technology to assess diagnostic signatures, such as the 70 gene MammaPrint and BluePrint profiles. Citation Format: Lorenza Mittempergher, Jacob B. Spangler, Mireille H. Snel, Leonie J. Delahaye, Iris de Rink, Sun Tian, Annuska M. Glas, Rene Bernards. Assessment of the MammaPrint 70-gene profile using RNA sequencing technology [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2017; 2017 Apr 1-5; Washington, DC. Philadelphia (PA): AACR; Cancer Res 2017;77(13 Suppl):Abstract nr 5409. doi:10.1158/1538-7445.AM2017-5409

Research paper thumbnail of DNA repair deficiency biomarkers and the 70-gene ultra-high risk signature as predictors of veliparib/carboplatin response in the I-SPY 2 breast cancer trial

npj Breast Cancer

Veliparib combined with carboplatin (VC) was an experimental regimen evaluated in the biomarker-r... more Veliparib combined with carboplatin (VC) was an experimental regimen evaluated in the biomarker-rich neoadjuvant I-SPY 2 trial for breast cancer. VC showed improved efficacy in the triple negative signature. However, not all triple negative patients achieved pathologic complete response and some HR+HER2− patients responded. Pre-specified analysis of five DNA repair deficiency biomarkers (BRCA1/2 germline mutation; PARPi-7, BRCA1ness, and CIN70 expression signatures; and PARP1 protein) was performed on 116 HER2− patients (VC: 72 and concurrent controls: 44). We also evaluated the 70-gene ultra-high risk signature (MP1/2), one of the biomarkers used to define subtype in the trial. We used logistic modeling to assess biomarker performance. Successful biomarkers were combined using a simple voting scheme to refine the 'predicted sensitive' group and Bayesian modeling used to estimate the pathologic complete response rates. BRCA1/2 germline mutation status associated with VC response, but its low prevalence precluded further evaluation. PARPi-7, BRCA1ness, and MP1/2 specifically associated with response in the VC arm but not the control arm. Neither CIN70 nor PARP1 protein specifically predicted VC response. When we combined the PARPi-7 and MP1/ 2 classifications, the 42% of triple negative patients who were PARPi7-high and MP2 had an estimated pCR rate of 75% in the VC arm. Only 11% of HR+/HER2− patients were PARPi7-high and MP2; but these patients were also more responsive to VC with estimated pathologic complete response rates of 41%. PARPi-7, BRCA1ness and MP1/2 signatures may help refine predictions of VC response, thereby improving patient care.

Research paper thumbnail of IMMUNOBIOLOGY B-cell–autonomous somatic mutation deficit following bone marrow transplant

Hematopoietic stem cell transplantation is characterized by a prolonged period of humoral immunod... more Hematopoietic stem cell transplantation is characterized by a prolonged period of humoral immunodeficiency. We have previously shown that the deficiencies are probably not due to the failure to utilize the appropriate V regions in the preimmune repertoire. However, a striking observation, which correlated with the absence of immunoglobulin IgD � cells and was consistent with a defect in

Research paper thumbnail of Molecular portraits and 70-gene prognosis signature are preserved throughout the metastatic process of breast cancer. Cancer Res

Updated Version Access the most recent version of this article at: doi: 10.1158/0008-5472.CAN-05-... more Updated Version Access the most recent version of this article at: doi: 10.1158/0008-5472.CAN-05-2553

Research paper thumbnail of Clinical Utility of the 70-gene MammaPrint Profile in a Japanese Population

Objective: van’t Veer and colleagues developed a 70-gene prognosis profile known as MammaPrint to... more Objective: van’t Veer and colleagues developed a 70-gene prognosis profile known as MammaPrint to identify breast cancer patients who were at low risk of developing metastases. We evaluated the prognostic value of the 70-gene MammaPrint profile in Japanese women with node-negative breast cancer. Methods: Frozen tumour samples from 102 eligible node-negative breast cancer patients aged 70 or younger were characterized with the MammaPrint array. The patients were treated with breast-conserving therapy or mastectomy with axillary lymph node dissection between December 1998 and August 2001. About 73 percent received adjuvant hormonal therapy and 28 percent received adjuvant chemotherapy. The gene expression profiles obtained by MammaPrint classified the patients as high- or low-genomic risk. The median follow-up was 7.1 years. Results: Among the 102 patients, 20 (20%) were classified as low-genomic risk and 82 (80%) were classified as high-genomic risk. The probability of distant metast...

Research paper thumbnail of High concordance of 70‐gene recurrence risk signature and 80‐gene molecular subtyping signature between core needle biopsy and surgical resection specimens in early‐stage breast cancer

Journal of Surgical Oncology

Research paper thumbnail of High concordance of 70-gene recurrence risk signature and 80-gene molecular subtyping signature between core needle biopsy and surgical resected specimen in early-stage breast cancer

IntroductionWith an increase in neoadjuvant therapy recommendations for most early-stage breast c... more IntroductionWith an increase in neoadjuvant therapy recommendations for most early-stage breast cancer patients due to the COVID-19 pandemic, it has become increasingly imperative to ensure that molecular diagnostic assays provide reliable results from preoperative core needle biopsies. Therefore, the objective of this study was to determine the concordance of MammaPrint results (70-gene signature) and BluePrint results (80-gene signature) between core needle biopsies (CNB) and surgical resection (SR) specimens using prospectively collected matched tissues from patients enrolled in the FLEX trial (NCT03053193).MethodsWe analyzed 113 matched CNB and SR tumor specimens from women with early-stage breast cancer enrolled in the FLEX trial. Each patient enrolled in the trial receives a MammaPrint recurrence risk classification test with or without BluePrint molecular subtyping. Concordance of MammaPrint is reported using overall percentage agreement, positive predictive value (PPV, High ...

Research paper thumbnail of VH contribution to the human antibody repertoire

Research paper thumbnail of Imaging , Diagnosis , Prognosis Microarray-Based Determination of Estrogen Receptor , Progesterone Receptor , and HER 2 Receptor Status in Breast Cancer

Purpose: The level of estrogen receptor (ER), progesterone receptor (PR), and HER2 aids in the de... more Purpose: The level of estrogen receptor (ER), progesterone receptor (PR), and HER2 aids in the determination of prognosis and treatment of breast cancer. Immunohistochemistry is currently the predominant method for assessment, but differences in methods and interpretation can substantially affect the accuracy, resulting in misclassification. Here, we investigated the association of microarray-based mRNA expression levels compared with immunohistochemistry. Experimental Design: Microarray mRNA quantification of ER, PR, and HER2 was done by the developed TargetPrint test and compared with immunohistochemical assessment for breast tumors from 636 patients. Immunohistochemistry was done in a central laboratory and in an independent reference laboratory according to American Society of Clinical Oncology/College of American Pathologists guidelines for 100 cases. For HER2 immunohistochemistry 2+ cases, additional chromogenic in situ hybridization (CISH) was used to determine the final stat...

Research paper thumbnail of 70-gene signature as an aid for treatment decisions in early breast cancer: updated results of the phase 3 randomised MINDACT trial with an exploratory analysis by age

The Lancet Oncology

Background The MINDACT trial showed excellent 5-year distant metastasis-free survival of 94•7% (9... more Background The MINDACT trial showed excellent 5-year distant metastasis-free survival of 94•7% (95% CI 92•5-96•2) in patients with breast cancer of high clinical and low genomic risk who did not receive chemotherapy. We present long-term follow-up results together with an exploratory analysis by age. Methods MINDACT was a multicentre, randomised, phase 3 trial done in 112 academic and community hospitals in nine European countries. Patients aged 18-70 years, with histologically confirmed primary invasive breast cancer (stage T1, T2, or operable T3) with up to three positive lymph nodes, no distant metastases, and a WHO performance status of 0-1 were enrolled and their genomic risk (using the MammaPrint 70-gene signature) and clinical risk (using a modified version of Adjuvant! Online) were determined. Patients with low clinical and low genomic risk results did not receive chemotherapy, and patients with high clinical and high genomic risk did receive chemotherapy (mostly anthracycline-based or taxane-based, or a combination thereof). Patients with discordant risk results (ie, patients with high clinical risk but low genomic risk, and those with low clinical risk but high genomic risk) were randomly assigned (1:1) to receive chemotherapy or not based on either the clinical risk or the genomic risk. Randomisation was done centrally and used a minimisation technique that was stratified by institution, risk group, and clinicalpathological characteristics. Treatment allocation was not masked. The primary endpoint was to test whether the distant metastasis-free survival rate at 5 years in patients with high clinical risk and low genomic risk not receiving chemotherapy had a lower boundary of the 95% CI above the predefined non-inferiority boundary of 92%. In the primary test population of patients with high clinical risk and low genomic risk who adhered to the treatment allocation of no chemotherapy and had no change in risk post-enrolment. Here, we present updated follow-up as well as an exploratory analysis of a potential age effect (≤50 years vs >50 years) and an analysis by nodal status for patients with hormone receptor-positive and HER2-negative disease. These analyses were done in the intention-to-treat population. This study is registered with ClinicalTrials.gov, NCT00433589, and the European Clinical Trials database, EudraCT2005-002625-31. Recruitment is complete and further long-term follow-up is ongoing.

Research paper thumbnail of 220P Annotating MammaPrint and BluePrint gene profile to the Hallmarks of cancer and understanding the biology of MammaPrint extreme risk groups

Research paper thumbnail of 70-Gene Signature as an Aid to Treatment Decisions in Early Breast Cancer: Updated Results MINDACT

SSRN Electronic Journal

Background: The MINDACT trial showed excellent 5-year distant metastasis-free survival (DMFS) of ... more Background: The MINDACT trial showed excellent 5-year distant metastasis-free survival (DMFS) of 94·7% (95%CI 92·5-96·2) in clinical high (C-High)/genomic low (G-Low) risk patients who did not receive chemotherapy. Long-term follow-up is presented. Methods: 6693 patients were enrolled 2007 to 2011. We reassessed DMFS rate at 5 years in C-High/G-Low patients not receiving chemotherapy (n=644) (primary analysis), updated DMFS and overall survival in C-High/G-Low patients receiving chemotherapy or not (n=749 and 748, respectively) (secondary analysis), and examined a potential age effect ( 50y) for women with HR+/HER2- disease. Findings: At a median follow-up of 8·7 years, the updated 5-year DMFS rate for C-High/G-Low patients receiving no chemotherapy is 95·1% (95%CI 93·1-96·6), above the predefined non-inferiority boundary of 92%, proving MINDACT as a positive de-escalation trial.The 5-year and 8-year outcome of C-High/G-Low patients show a respective 0·9% (SE ±1·1) 2·6% (SE ±1·6) difference in DMFS for chemotherapy versus no chemotherapy (HR 0·66; 95%CI 0·48-0·92), without differences in overall survival (95·7% vs 94·3%).The same comparisons confined to HR+/HER2- disease (91% of patients) generate different gain estimates from chemotherapy administration for DMFS according to age: 5% (SE ±2·8%) in women ≤50 years versus 0·2% (SE ±2·3%) in women > 50 years. Interpretation: The clinical utility of a low risk 70-gene signature for foregoing adjuvant chemotherapy in the presence of a high clinical risk (and up to 3 positive nodes) remains proven. In C-high/G-low patients > 50 years chemotherapy did not improve outcome across the whole follow-up trajectory. At longer follow-up in younger women, while underpowered, a clinically relevant benefit of about 5% was observed, possibly due to chemotherapy-induced ovarian function suppression, and should be part of informed, shared decision-making. Trial Registration: ClinicalTrials.gov number, NTC00433589; EudraCT number, 2005-002625-31. Funding Statement: Funded by the European Commission Sixth Framework Programme and other grants. Declaration of Interests: None to declare. Ethics Approval Statement: All patients gave written informed consent. The ethics committees of all participating sites approved the study, which involved collaboration of seven member groups under the Breast International Group umbrella.

Research paper thumbnail of BluePrint molecular subtyping recognizes single and dual subtype tumors with consequences for therapeutic guidance

European Journal of Cancer

Research paper thumbnail of Controlling technical variation amongst 6693 patient microarrays of the randomized MINDACT trial

Communications Biology

Gene expression data obtained in large studies hold great promises for discovering disease signat... more Gene expression data obtained in large studies hold great promises for discovering disease signatures or subtypes through data analysis. It is also prone to technical variation, whose removal is essential to avoid spurious discoveries. Because this variation is not always known and can be confounded with biological signals, its removal is a challenging task. Here we provide a step-wise procedure and comprehensive analysis of the MINDACT microarray dataset. The MINDACT trial enrolled 6693 breast cancer patients and prospectively validated the gene expression signature MammaPrint for outcome prediction. The study also yielded a full-transcriptome microarray for each tumor. We show for the first time in such a large dataset how technical variation can be removed while retaining expected biological signals. Because of its unprecedented size, we hope the resulting adjusted dataset will be an invaluable tool to discover or test gene expression signatures and to advance our understanding o...

Research paper thumbnail of Investigating the concordance in molecular subtypes of primary colorectal tumors and their matched synchronous liver metastasis

International Journal of Cancer, Apr 24, 2020

To date, no systematic analyses are available assessing concordance of molecular classifications ... more To date, no systematic analyses are available assessing concordance of molecular classifications between primary tumors (PT) and matched liver metastases (LM) of metastatic colorectal cancer (mCRC). We investigated concordance between PT and

Research paper thumbnail of Gene Expression Profiling Can Predict Responsiveness to Chemotherapy in Patients with Transformation of Follicular Lymphoma

Blood

Background. Transformation to diffuse large cell lymphoma (DLCL) is a frequent event in patients ... more Background. Transformation to diffuse large cell lymphoma (DLCL) is a frequent event in patients with follicular lymphoma (FL), occurring in approximately 30–50% of patients. Upon transformation the prognosis of these patients is dismal, with a median overall survival of 1–2 years. However, a subset of patients does respond to aggressive chemotherapy regimens, including autologous stem cell transplantation and can achieve long-term disease-free survival. Currently, there are no prognostic factors reliably predicting response to treatment. We used gene expression profiling to identify a profile which can predict responsiveness to chemotherapy and long-term survival at transformation. Patients and methods. From the pathology archives of the 4 participating institutions, 46 cases with transformation of FL were identified for whom frozen tissue was available. 11 cases were excluded from the analysis: 4 because of insufficient clinical information and 7 because the patients were not trea...

Research paper thumbnail of Decentralization of Next-Generation RNA Sequencing-Based MammaPrint® and BluePrint® Kit at University Hospitals Leuven and Curie Institute Paris

Translational Oncology

A previously developed and centrally validated MammaPrint® (MP) and BluePrint® (BP) targeted RNA ... more A previously developed and centrally validated MammaPrint® (MP) and BluePrint® (BP) targeted RNA nextgeneration sequencing (NGS) kit was implemented and validated in two large academic European hospitals. Additionally, breast cancer molecular subtypes by MP and BP RNA sequencing were compared with immunohistochemistry (IHC). Patients with early breast cancer diagnosed at University Hospitals Leuven and Curie Institute Paris were prospectively included between September 2017 and January 2018. Formalin-fixed paraffin-embedded tissue sections were analyzed with MP and BP NGS technology at the beta sites and with both NGS and microarray technology at Agendia. Raw NGS data generated on Illumina MiSeq instruments at the beta sites were interpreted and compared with NGS and microarray data at Agendia. MP and BP NGS molecular subtypes were compared to surrogate IHC breast cancer subtypes. Equivalence of MP and BP indices was determined by Pearson's correlation coefficient. Acceptable limits were defined a priori, based on microarray data generated at Agendia between 2012 and 2016. The concordance, the Negative Percent Agreement and the Positive Percent Agreement were calculated based on the contingency tables and had to be equal to or higher than 90%. Out of 124 included samples, 48% were MP Low and 52% High Risk with microarray. Molecular subtypes were BP luminal, HER2 or basal in 82%, 8% and 10% respectively. Concordance between MP microarray at Agendia and MP NGS at the beta sites was 91.1%. Concordance of MP High and Low Risk classification between NGS at the beta sites and NGS at Agendia was 93.9%. Concordance of MP and BP molecular subtyping using NGS at the beta sites and microarray at Agendia was 89.5%. Concordance between MP and BP NGS subtyping, and IHC was 71.8% and 76.6%, for two IHC surrogate models. The MP/BP NGS kit was successfully validated in a decentralized setting.

Research paper thumbnail of MammaPrint and BluePrint Molecular Diagnostics using targeted RNA Next-Generation Sequencing technology

The Journal of Molecular Diagnostics

Next-generation DNA sequencing is rapidly becoming an indispensable tool for genome-directed canc... more Next-generation DNA sequencing is rapidly becoming an indispensable tool for genome-directed cancer diagnostics, but next-generation RNA sequencing (RNA-seq) is currently not standardly used in clinical diagnostics for expression assessment. However, multigene RNA diagnostic assays are used increasingly in the routine diagnosis of early-stage breast cancer. Two of the most widely used tests are currently available only as a central laboratory service, which limits their clinical use. We evaluated the use of RNA-seq as a decentralized method to perform such tests. The MammaPrint and BluePrint RNA-seq tests were found to be equivalent to the clinically validated microarray tests. The RNA-seq tests were highly reproducible when performed in different locations and were stable over time. The MammaPrint RNA-seq test was clinically validated. Our data demonstrate that RNA-seq can be used as a decentralized platform, yielding results substantially equivalent to results derived from the predicate diagnostic device.

Research paper thumbnail of Assessment of PD-L1 expression across breast cancer molecular subtypes, in relation to mutation rate, BRCA1-like status, tumor-infiltrating immune cells and survival

OncoImmunology

ABSTRACT To better understand the expression pattern of programmed death-ligand 1 (PD-L1) express... more ABSTRACT To better understand the expression pattern of programmed death-ligand 1 (PD-L1) expression in different breast cancer types, we characterized PD-L1 expression in tumor and tumor-infiltrating immune cells, in relation to mutation rate, BRCA1-like status and survival. We analyzed 410 primary treatment-naive breast tumors comprising 162 estrogen receptor-positive (ER+) and HER2−, 101 HER2+ and 147 triple-negative (TN) cancers. Pathologists quantified tumor-infiltrating lymphocytes (TILs) and PD-L1 expression in tumor cells and TILs using whole slides and tissue microarray. Mutation rate was assessed by DNA sequencing, BRCA1-like status using multiplex ligation-dependent probe amplification, and immune landscape by multiplex image analyses of CD4, CD68, CD8, FOXP3, cytokeratin, and PD-L1. Half of PD-L1 scores evaluated by tissue microarray were false negatives compared to whole slide evaluations. We observed at least 1% of PD-L1-positive (PD-L1+) cells in 53.1% of ER+HER2−, 73.3% of HER2+, and 84.4% of TN tumors. PD-L1 expression was higher in ductal compared to lobular carcinomas, also within ER+HER2− tumors (p = 0.04). High PD-L1+ TILs score (> 50%) was independently associated with better outcome in TN tumors (HR = 0.27; 95%CI = 0.10–0.69). Within TN tumors, PD-L1 and TIL scores showed a modest but significant positive association with the number of silent mutations, but no association with BRCA1-like status. Multiplex image analyses indicated that PD-L1 is expressed on multiple immune cells (CD68+ macrophages, CD4+, FOXP3+, and CD8+ T cells) in the breast tumor microenvironment, independent of the PD-L1 status of the tumor cells. We found no evidence that levels of PD-L1+ TILs in TN breast cancer are driven by high mutation rate or BRCA1-like status.

Research paper thumbnail of A Computational Workflow Translates a 58-Gene Signature to a Formalin-Fixed, Paraffin-Embedded Sample-Based Companion Diagnostic for Personalized Treatment of the BRAF-Mutation-Like Subtype of Colorectal Cancers

High-throughput, Jan 6, 2017

Colorectal cancer patients with the (p.V600E) mutation have poor prognosis in metastatic setting.... more Colorectal cancer patients with the (p.V600E) mutation have poor prognosis in metastatic setting. Personalized treatment options and companion diagnostics are needed to better treat these patients. Previously, we developed a 58-gene signature to characterize the distinct gene expression pattern of -mutation-like subtype (accuracy 91.1%). Further experiments repurposed drug Vinorelbine as specifically lethal to this -mutation-like subtype. The aim of this study is to translate this 58-gene signature from a research setting to a robust companion diagnostic that can use formalin-fixed, paraffin-embedded (FFPE) samples to select patients with the -mutation-like subtype. mutation and gene expression data of 302 FFPE samples were measured (mutants = 57, wild-type = 245). The performance of the 58-gene signature in FFPE samples showed a high sensitivity of 89.5%. In the identified -mutation-like subtype group, 50% of tumours were known mutants, and 50% were wild-type. The stability of the ...

Research paper thumbnail of Abstract 5409: Assessment of the MammaPrint 70-gene profile using RNA sequencing technology

Cancer Research

Introduction: Improvements in RNA processing have enabled microarray diagnostics for formalin-fix... more Introduction: Improvements in RNA processing have enabled microarray diagnostics for formalin-fixed, paraffin-embedded (FFPE) tissue. Recently, MammaPrint, a prognostic 70-gene profile for early-stage breast cancer, was successfully translated to FFPE tissue showing to be substantially equivalent to fresh tissue. In recent years, RNA-sequencing (RNA-Seq) became the standard method for transcriptome analysis, because of its low background signal and its ability of quantifying a large dynamic range of expression levels. Here we report a preliminary analysis of the FFPE MammaPrint 70-gene profile using RNA-Seq technology and the comparison with the MammaPrint® microarray diagnostic test in a series of FFPE samples. Methods: RNA-Seq was carried out using a strand-specific RNA library preparation followed by target enrichment of the coding region of the human transcriptome without relying on the presence of poly-A tail. RNA sequencing libraries were prepared starting from a minimal amount of 20 ng of total RNA based on the DV200 metric assessment. The library pools were single-end sequenced on the Illumina HiSeq 2500 instrument at the length of 65bp. The resulting sequences were mapped to the human reference genome (build 38) using TopHat v2.1. Tophat was guided by using a transcriptome index from Ensembl (version 77). The HTSeq-count tool was used to generate the total number of uniquely mapped reads for each gene. Gene expressions were normalized with Count Per Million (CPM) normalization and log2 transformed afterwards. Microarray data of the sample were available for analysis comparison. Results: On average, we obtained 22 million reads assigned to gene per sample (min=15M, max=28M). The number of reads assigned to genes vary from 61% to 70% of the total number of reads. Between 80% and 90% of the reads assigned to genes mapped to protein coding genes which is comparable to fresh frozen material. The 70-gene signature was successfully mapped to the RNA-Seq genes. A median raw read-count of 384 was observed for the 70-gene profile among the samples. Importantly, we observed a high concordance (R2 Pearson correlation=0.97) between the MammaPrint index calculated using the RNA-Seq data and the correspondent Microarray MammaPrint index. Additionally, the BluePrint profile, a microarray diagnostic test for breast cancer molecular subtyping, was successfully translated to the RNA-Seq platform. As with the MammaPrint profile, BluePrint showed high concordance between the two technologies with high correlation values for each of the subtypes (Luminal R2 Pearson correlation=0.98, Basal R2 Pearson correlation=0.97, HER2 R2 Pearson correlation=0.77). Conclusions: Next Generation RNA-sequencing is a feasible technology to assess diagnostic signatures, such as the 70 gene MammaPrint and BluePrint profiles. Citation Format: Lorenza Mittempergher, Jacob B. Spangler, Mireille H. Snel, Leonie J. Delahaye, Iris de Rink, Sun Tian, Annuska M. Glas, Rene Bernards. Assessment of the MammaPrint 70-gene profile using RNA sequencing technology [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2017; 2017 Apr 1-5; Washington, DC. Philadelphia (PA): AACR; Cancer Res 2017;77(13 Suppl):Abstract nr 5409. doi:10.1158/1538-7445.AM2017-5409

Research paper thumbnail of DNA repair deficiency biomarkers and the 70-gene ultra-high risk signature as predictors of veliparib/carboplatin response in the I-SPY 2 breast cancer trial

npj Breast Cancer

Veliparib combined with carboplatin (VC) was an experimental regimen evaluated in the biomarker-r... more Veliparib combined with carboplatin (VC) was an experimental regimen evaluated in the biomarker-rich neoadjuvant I-SPY 2 trial for breast cancer. VC showed improved efficacy in the triple negative signature. However, not all triple negative patients achieved pathologic complete response and some HR+HER2− patients responded. Pre-specified analysis of five DNA repair deficiency biomarkers (BRCA1/2 germline mutation; PARPi-7, BRCA1ness, and CIN70 expression signatures; and PARP1 protein) was performed on 116 HER2− patients (VC: 72 and concurrent controls: 44). We also evaluated the 70-gene ultra-high risk signature (MP1/2), one of the biomarkers used to define subtype in the trial. We used logistic modeling to assess biomarker performance. Successful biomarkers were combined using a simple voting scheme to refine the 'predicted sensitive' group and Bayesian modeling used to estimate the pathologic complete response rates. BRCA1/2 germline mutation status associated with VC response, but its low prevalence precluded further evaluation. PARPi-7, BRCA1ness, and MP1/2 specifically associated with response in the VC arm but not the control arm. Neither CIN70 nor PARP1 protein specifically predicted VC response. When we combined the PARPi-7 and MP1/ 2 classifications, the 42% of triple negative patients who were PARPi7-high and MP2 had an estimated pCR rate of 75% in the VC arm. Only 11% of HR+/HER2− patients were PARPi7-high and MP2; but these patients were also more responsive to VC with estimated pathologic complete response rates of 41%. PARPi-7, BRCA1ness and MP1/2 signatures may help refine predictions of VC response, thereby improving patient care.