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Is the risk of local recurrence higher for microinvasive breast cancer vs. early stage invasive breast cancer?

Hardy Abeloos, Camille; Gurewitz, Jason; Xiao, Julie; Darvishian, Farbod; Oh, Cheongeun; Gerber, Naamit
PURPOSE/OBJECTIVE:The prognosis and optimal treatment for microinvasive breast cancer is controversial with some data indicating a higher local recurrence with microinvasive disease as compared to early-stage invasive breast cancer. The goal of our study was to compare long-term outcomes between patients with T1mi disease and early-stage breast cancer after breast-conserving surgery and whole breast irradiation (WBI). METHODS:We reviewed all patients treated at our institution from 2013 to 2019 with T1mi-T2N0 disease. Cox proportional hazard model was used to find independent prognostic variables associated with local recurrence (LR). Survival curves were analyzed by Kaplan-Meier. RESULTS:We found 1155 patients with 56 (4.8%) having T1mi disease. The 5-year local recurrence rate was 5.3% in patients with T1mi disease and 1.2% in patients T1-2 disease (HR = 2.73; 95% CI 0.43, 17.9; p = 0.09). On Cox multivariate analysis, younger age, positive margins and the need for re-excision were prognostic for LR. Out of the 3 patients with microinvasive disease who developed a local recurrence, two had DCIS < 2 mm from the margin and the third patient underwent two re-excisions due to DCIS margins < 2 mm. CONCLUSIONS:Our study showed that patients with microinvasive disease treated with hypofractionated WBI had a numerically higher 5-year local recurrence rate than patients with T1a-2 disease though this difference was not statistically significant. Given the rarity of microinvasive disease, further work is needed to define optimal surgical and adjuvant management and to better clarify the risk of local recurrence in this patient population.
PMID: 40032807
ISSN: 1573-7217
CID: 5827132

Deep learning-based classifier for carcinoma of unknown primary using methylation quantitative trait loci

Walker, Adam; Fang, Camila S; Schroff, Chanel; Serrano, Jonathan; Vasudevaraja, Varshini; Yang, Yiying; Belakhoua, Sarra; Faustin, Arline; William, Christopher M; Zagzag, David; Chiang, Sarah; Acosta, Andres Martin; Movahed-Ezazi, Misha; Park, Kyung; Moreira, Andre L; Darvishian, Farbod; Galbraith, Kristyn; Snuderl, Matija
Cancer of unknown primary (CUP) constitutes between 2% and 5% of human malignancies and is among the most common causes of cancer death in the United States. Brain metastases are often the first clinical presentation of CUP; despite extensive pathological and imaging studies, 20%-45% of CUP are never assigned a primary site. DNA methylation array profiling is a reliable method for tumor classification but tumor-type-specific classifier development requires many reference samples. This is difficult to accomplish for CUP as many cases are never assigned a specific diagnosis. Recent studies identified subsets of methylation quantitative trait loci (mQTLs) unique to specific organs, which could help increase classifier accuracy while requiring fewer samples. We performed a retrospective genome-wide methylation analysis of 759 carcinoma samples from formalin-fixed paraffin-embedded tissue samples using Illumina EPIC array. Utilizing mQTL specific for breast, lung, ovarian/gynecologic, colon, kidney, or testis (BLOCKT) (185k total probes), we developed a deep learning-based methylation classifier that achieved 93.12% average accuracy and 93.04% average F1-score across a 10-fold validation for BLOCKT organs. Our findings indicate that our organ-based DNA methylation classifier can assist pathologists in identifying the site of origin, providing oncologists insight on a diagnosis to administer appropriate therapy, improving patient outcomes.
PMCID:11747144
PMID: 39607989
ISSN: 1554-6578
CID: 5778232

Integrated in vivo functional screens and multi-omics analyses identify α-2,3-sialylation as essential for melanoma maintenance

Agrawal, Praveen; Chen, Shuhui; de Pablos, Ana; Jame-Chenarboo, Faezeh; Miera Saenz de Vega, Eleazar; Darvishian, Farbod; Osman, Iman; Lujambio, Amaia; Mahal, Lara K; Hernando, Eva
Glycosylation is a hallmark of cancer biology, and altered glycosylation influences multiple facets of melanoma growth and progression. To identify glycosyltransferases, glycans, and glycoproteins essential for melanoma maintenance, we conducted an in vivo growth screen with a pooled shRNA library of glycosyltransferases, lectin microarray profiling of benign nevi and melanoma patient samples, and mass spectrometry-based glycoproteomics. We found that α-2,3 sialyltransferases ST3GAL1 and ST3GAL2 and corresponding α-2,3-linked sialosides are upregulated in melanoma compared to nevi and are essential for melanoma growth in vivo and in vitro. Glycoproteomics revealed that glycoprotein targets of ST3GAL1 and ST3GAL2 are enriched in transmembrane proteins involved in growth signaling, including the amino acid transporter Solute Carrier Family 3 Member 2 (SLC3A2/CD98hc). CD98hc suppression mimicked the effect of ST3GAL1 and ST3GAL2 silencing, inhibiting melanoma cell proliferation. We found that both CD98hc protein stability and its pro-survival effect in melanoma are dependent upon α-2,3 sialylation mediated by ST3GAL1 and ST3GAL2. In summary, our studies reveal that α-2,3-sialosides functionally contribute to melanoma maintenance, supporting ST3GAL1 and ST3GAL2 as novel therapeutic targets in these tumors.
PMCID:10979837
PMID: 38559078
ISSN: 2692-8205
CID: 5728982

Increased PI3K pathway activity is associated with recurrent breast cancer in patients with low and intermediate 21-gene recurrence score

Lin, Lawrence Hsu; Wesseling-Rozendaal, Yvonne; Vasudevaraja, Varshini; Shen, Guomiao; Black, Margaret; van Strijp, Dianne; Neerken, Sigi; van de Wiel, Paul A; Jour, George; Cotzia, Paolo; Darvishian, Farbod; Snuderl, Matija
AIMS/OBJECTIVE:We investigated key signalling pathways' activity and mutational status of early-stage breast carcinomas with low and intermediate 21-gene recurrence score (RS) to identify molecular features that may predict recurrence. METHODS:This is a retrospective case-control study of 18 patients with recurrent breast carcinoma with low and intermediate 21-gene RS (<25) and control group of 15 non-recurrent breast cancer patients. DNA and mRNA were extracted from tumour tissue. mRNA expression of genes involved in oestrogen receptor (ER), androgen receptor (AR), PI3K and MAPK signalling pathways was measured by real-time quantitative reverse transcription-qPCR (OncoSIGNal G4 test, InnoSIGN). Tumour mutational landscape was assessed by targeted DNA sequencing (Oncomine Precision Assay). RESULTS:mutations, may play a role in the recurrence of early-stage breast cancer with low and intermediate 21-gene RS. Pathway analysis can help to identify high-risk patients in this setting.
PMID: 38383139
ISSN: 1472-4146
CID: 5634392

Kinase Insert Domain Receptor Q472H Pathogenic Germline Variant Impacts Melanoma Tumor Growth and Patient Treatment Outcomes

Ibrahim, Milad; Illa-Bochaca, Irineu; Fa'ak, Faisal; Monson, Kelsey R; Ferguson, Robert; Lyu, Chen; Vega-Saenz de Miera, Eleazar; Johannet, Paul; Chou, Margaret; Mastroianni, Justin; Darvishian, Farbod; Kirchhoff, Tomas; Zhong, Judy; Krogsgaard, Michelle; Osman, Iman
BACKGROUND:We previously reported a higher incidence of a pathogenic germline variant in the kinase insert domain receptor (KDR) in melanoma patients compared to the general population. Here, we dissect the impact of this genotype on melanoma tumor growth kinetics, tumor phenotype, and response to treatment with immune checkpoint inhibitors (ICIs) or targeted therapy. METHODS:The KDR genotype was determined and the associations between the KDR Q472H variant (KDR-Var), angiogenesis, tumor immunophenotype, and response to MAPK inhibition or ICI treatment were examined. Melanoma B16 cell lines were transfected with KDR-Var or KDR wild type (KDR-WT), and the differences in tumor kinetics were evaluated. We also examined the impact of KDR-Var on the response of melanoma cells to a combination of VEGFR inhibition with MAPKi. RESULTS:= 0.0159), and KDR-Var cells showed synergistic cytotoxicity to the combination of dabrafenib and lenvatinib. CONCLUSIONS:Our data demonstrate a role of germline KDR-Var in modulating melanoma behavior, including response to treatment. Our data also suggest that anti-angiogenic therapy might be beneficial in patients harboring this genotype, which needs to be tested in clinical trials.
PMCID:10778134
PMID: 38201446
ISSN: 2072-6694
CID: 5755292

DNA Methylation Identifies Epigenetic Subtypes of Triple-Negative Breast Cancers With Distinct Clinicopathologic and Molecular Features

Lin, Lawrence Hsu; Tran, Ivy; Yang, Yiying; Shen, Guomiao; Miah, Pabel; Cotzia, Paolo; Roses, Daniel; Schnabel, Freya; Darvishian, Farbod; Snuderl, Matija
Triple-negative breast cancers (TNBC) include diverse carcinomas with heterogeneous clinical behavior. DNA methylation is a useful tool in classifying a variety of cancers. In this study, we analyzed TNBC using DNA methylation profiling and compared the results to those of mutational analysis. DNA methylation profiling (Infinium MethylationEPIC array, Illumina) and 50-gene panel-targeted DNA sequencing were performed in 44 treatment-naïve TNBC. We identified 3 distinct DNA methylation clusters with specific clinicopathologic and molecular features. Cluster 1 (phosphoinositide 3-kinase/protein kinase B-enriched cluster; n = 9) patients were significantly older (mean age, 71 years; P = .008) with tumors that were more likely to exhibit apocrine differentiation (78%; P < .001), a lower grade (44% were grade 2), a lower proliferation index (median Ki-67, 15%; P = .002), and lower tumor-infiltrating lymphocyte fractions (median, 15%; P = .0142). Tumors carried recurrent PIK3CA and AKT1 mutations and a higher percentage of low HER-2 expression (89%; P = .033). Cluster 3 (chromosomal instability cluster; n = 28) patients were significantly younger (median age, 57 years). Tumors were of higher grade (grade 3, 93%), had a higher proliferation index (median Ki-67, 75%), and were with a high fraction of tumor-infiltrating lymphocytes (median, 30%). Ninety-one percent of the germline BRCA1/2 mutation carriers were in cluster 3, and these tumors showed the highest level of copy number alterations. Cluster 2 represented cases with intermediate clinicopathologic characteristics and no specific molecular profile (no specific molecular profile cluster; n = 7). There were no differences in relation to stage, recurrence, and survival. In conclusion, DNA methylation profiling is a promising tool to classify patients with TNBC into biologically relevant groups, which may result in better disease characterization and reveal potential targets for emerging therapies.
PMID: 37595637
ISSN: 1530-0285
CID: 5607792

An epigenetic switch controls an alternative NR2F2 isoform that unleashes a metastatic program in melanoma

Davalos, Veronica; Lovell, Claudia D; Von Itter, Richard; Dolgalev, Igor; Agrawal, Praveen; Baptiste, Gillian; Kahler, David J; Sokolova, Elena; Moran, Sebastian; Piqué, Laia; Vega-Saenz de Miera, Eleazar; Fontanals-Cirera, Barbara; Karz, Alcida; Tsirigos, Aristotelis; Yun, Chi; Darvishian, Farbod; Etchevers, Heather C; Osman, Iman; Esteller, Manel; Schober, Markus; Hernando, Eva
Metastatic melanoma develops once transformed melanocytic cells begin to de-differentiate into migratory and invasive melanoma cells with neural crest cell (NCC)-like and epithelial-to-mesenchymal transition (EMT)-like features. However, it is still unclear how transformed melanocytes assume a metastatic melanoma cell state. Here, we define DNA methylation changes that accompany metastatic progression in melanoma patients and discover Nuclear Receptor Subfamily 2 Group F, Member 2 - isoform 2 (NR2F2-Iso2) as an epigenetically regulated metastasis driver. NR2F2-Iso2 is transcribed from an alternative transcriptional start site (TSS) and it is truncated at the N-terminal end which encodes the NR2F2 DNA-binding domain. We find that NR2F2-Iso2 expression is turned off by DNA methylation when NCCs differentiate into melanocytes. Conversely, this process is reversed during metastatic melanoma progression, when NR2F2-Iso2 becomes increasingly hypomethylated and re-expressed. Our functional and molecular studies suggest that NR2F2-Iso2 drives metastatic melanoma progression by modulating the activity of full-length NR2F2 (Isoform 1) over EMT- and NCC-associated target genes. Our findings indicate that DNA methylation changes play a crucial role during metastatic melanoma progression, and their control of NR2F2 activity allows transformed melanocytes to acquire NCC-like and EMT-like features. This epigenetically regulated transcriptional plasticity facilitates cell state transitions and metastatic spread.
PMCID:10073109
PMID: 37015919
ISSN: 2041-1723
CID: 5463692

Invasive lobular carcinoma with extracellular mucin (ILCEM): clinicopathologic and molecular characterization of a rare entity

Soong, T Rinda; Dillon, Deborah A; Rice-Stitt, Travis L; Wieczorek, Tad John; Baker, Gabrielle M; Darvishian, Farbod; Collins, Laura C; Lester, Susan C; Schnitt, Stuart J; Harrison, Beth T
Invasive lobular carcinoma with extracellular mucin (ILCEM) is a rare histologic subtype of breast cancer. Little is known about the pathologic or genomic signatures that distinguish ILCEM from classic invasive lobular carcinoma (ILC) or mucinous carcinoma. We studied 17 breast cancers with lobular morphology and extracellular mucin. Thirteen tumors with sufficient tissue for DNA extraction were analyzed by a next generation sequencing (NGS) assay that interrogates 447 genes for mutations and copy number variations (CNVs). Median patient age was 66 yrs (range: 31-77 yrs). Sixteen patients presented with masses, 7 of which were >2 cm. Seven patients had lymph node metastases. The cases of ILCEM were moderately (n = 13) or poorly differentiated (n = 4), frequently exhibiting variant morphology that has not been previously described or emphasized, including grade 3 nuclei (n = 11), diffuse signet ring cells (n = 10), solid growth (n = 4), tumor necrosis (n = 3) or apocrine features (n = 2). All tumors showed absent or reduced membranous E-cadherin expression. Concurrent lobular carcinoma in situ (LCIS) was seen in 11/17 cases, 1 of which was a striking example of signet ring cell LCIS with extracellular mucin. Receptor profiles were ER+/HER2- (n = 15) and ER+/HER2+ (n = 2). With a median follow-up of 83.5 months (range: 3-171 months) in 12 patients with available information, 8 patients had recurrences resulting in 4 cancer-related deaths. The most common CNVs were 16q loss (n = 11) and 1q gain (n = 9). CDH1 gene-level alterations were detected in all but one case, including frameshift (n = 7), nonsense (n = 2), and donor splice site (n = 1) mutations and indels (n = 2). Recurrent mutations were also seen in PIK3CA (n = 3), POLQ (n = 3), TP53 (n = 3), ERBB3 (n = 3), ERBB2 (n = 2), and RUNX1 (n = 2). Genes with recurrent amplifications included GATA3 (n = 4), FOXA1 (n = 3), CCND1 (n = 2). Our data highlights ILCEM as a distinct variant of ILC that often presents with higher-grade and variant morphologic features and is associated with an aggressive clinical course. NGS data support an overall lobular-type molecular profile and reveal potentially targetable alterations in a subset of cases with recurrence.
PMID: 35477749
ISSN: 1530-0285
CID: 5205682

Radar reflector guided axillary surgery in node positive breast cancer patients

Feinberg, Joshua A; Axelrod, Deborah; Guth, Amber; Maldonado, Leonel; Darvishian, Farbod; Pourkey, Nakisa; Goodgal, Jenny; Schnabel, Freya
INTRODUCTION/UNASSIGNED:In patients with non-palpable breast cancer, the availability of wireless localization techniques facilitates removal of the target lesion. One such technique uses a radar reflector for localization (RRL). This study evaluates the feasibility and effectiveness of RRL to guide excision of axillary lymph nodes in patients with node-positive breast cancer. METHODS/UNASSIGNED:Our Breast Cancer Database was queried for patients diagnosed with breast cancer, between 5/2017 and 10/2021, who underwent preoperative placement of a radar reflector into a biopsy proven axillary lymph node. Clinicopathologic data were reported using descriptive statistics. RESULTS/UNASSIGNED:Twenty patients underwent preoperative placement of a radar reflector into the axilla. Intraoperatively, the clip and radar reflector were successfully removed in all patients. Among the 10 patients treated with NAC, 5 patients achieved an axillary pathologic complete response (pCR) and were spared a complete axillary lymph node dissection (cALND). Among the entire cohort, RRL resulted in a 53% reduction in the number of lymph nodes removed. CONCLUSIONS/UNASSIGNED:Wireless localization of axillary lymph nodes is safe and feasible. The technique ensures excision of biopsy proven positive axillary lymph nodes and enables a targeted approach to assessing the axilla, both in the setting of NAC and upfront surgery.
PMID: 36345879
ISSN: 1745-2422
CID: 5357152

Associations between TERT promoter mutations and survival in superficial spreading and nodular melanomas in a large prospective patient cohort

Chang, Gregory A; Robinson, Eric; Wiggins, Jennifer M; Zhang, Yilong; Tadepalli, Jyothirmayee S; Schafer, Christine N; Darvishian, Farbod; Berman, Russell S; Shapiro, Richard; Shao, Yongzhao; Osman, Iman; Polsky, David
Survival outcomes in melanoma, and their association with mutations in the telomerase reverse transcriptase (TERT) promoter, remain uncertain. In addition, few studies have examined whether these associations are affected by a nearby common germline polymorphism, or vary based on melanoma histopathological subtype. We analyzed 408 primary tumors from a prospective melanoma cohort for somatic TERT-124[C>T] and TERT-146[C>T] mutations, the germline polymorphism rs2853669, and BRAFV600 and NRASQ61 mutations. We tested the associations between these variants and clinicopathologic factors and survival outcomes. TERT-124[C>T] was associated with thicker tumors, ulceration, mitoses (>0/mm2), nodular histotype and CNS involvement. In a multivariable model controlling for AJCC stage, TERT-124[C>T] was an independent predictor of shorter recurrence-free survival (RFS) (HR=2.58, p=0.001), and overall survival (HR=2.47, p=0.029). Patients with the germline variant and TERT-124[C>T] mutant melanomas had significantly shorter RFS than those patients lacking either or both sequence variants (p<0.04). The impact of the germline variant appeared to be more pronounced in superficial spreading compared to nodular melanoma. No associations were found between survival and TERT-146[C>T], BRAF or NRAS mutations. These findings strongly suggest that TERT-124[C>T] mutation is a biomarker of aggressive primary melanomas, an effect that may be modulated by rs2853669.
PMID: 35469904
ISSN: 1523-1747
CID: 5205542