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Biomarkers of response are needed in breast cancer to stratify patients to appropriate therapies and avoid unnecessary toxicity. We used peripheral blood gene expression and cell-type abundance to identify biomarkers of response and recurrence in neoadjuvant chemotherapy–treated patients with breast cancer. We identified a signature of IFN and complement response that was higher in the blood of patients with pathologic complete response. This signature was preferentially expressed by monocytes in single-cell RNA sequencing. Monocytes are routinely measured clinically, enabling examination of clinically measured monocytes in multiple independent cohorts. We found that peripheral monocytes were higher in patients with good outcomes in four cohorts of patients with breast cancer. Blood gene expression and cell type abundance biomarkers may be useful for prognostication in breast cancer.Significance:Biomarkers are needed in breast cancer to identify patients at risk for recurrence. Blood is an attractive site for biomarker identification due to the relative ease of longitudinal sampling. Our study suggests that blood-based gene expression and cell-type abundance biomarkers may have clinical utility in breast cancer.

Legends for Supplementary Figures 1-3

ICD and CPT codes used for synthetic derivative analyses.

Supplementary Figure 1. Expression of immune related genes in the peripheral blood is associated with good outcome following NAC. Supplementary Figure 2. Monocytes are most abundant in blood of patients with good outcomes following NAC. Supplementary Figure 3. Monocytes are most abundant in blood of patients with good outcomes following NAC.

Differentially expressed genes between pCR and RD samples.

Supplementary Figure 5: The change in sTILs during NAC is not prognostic for outcome in TNBC patients with residual disease.

Supplementary Figure 16: 8 gene score is predominately expressed by CD8+ T cells and NK cells in both patients.

Supplementary Figure 12: TCRβ repertoires in the post-NAC residual disease or tumor scar are most like PD-1HI CD8+ peripheral repertoires.

Dataset 1: Metadata and clonotype data for TCRβ sequencing (Adaptive) in 15 pairs of NAC-treated patients (tumor data).

Supplementary Figure 2: Pre-NAC sTILs have minimal prognostic value in breast cancer patients with residual disease.

Purpose:The recent approval of anti-programmed death-ligand 1 immunotherapy in combination with nab-paclitaxel for metastatic triple-negative breast cancer (TNBC) highlights the need to understand the role of chemotherapy in modulating the tumor immune microenvironment (TIME).Experimental Design:We examined immune-related gene expression patterns before and after neoadjuvant chemotherapy (NAC) in a series of 83 breast tumors, including 44 TNBCs, from patients with residual disease (RD). Changes in gene expression patterns in the TIME were tested for association with recurrence-free (RFS) and overall survival (OS). In addition, we sought to characterize the systemic effects of NAC through single-cell analysis (RNAseq and cytokine secretion) of programmed death-1–high (PD-1HI) CD8+ peripheral T cells and examination of a cytolytic gene signature in whole blood.Results:In non-TNBC, no change in expression of any single gene was associated with RFS or OS, while in TNBC upregulation of multiple immune-related genes and gene sets were associated with improved long-term outcome. High cytotoxic T-cell signatures present in the peripheral blood of patients with breast cancer at surgery were associated with persistent disease and recurrence, suggesting active antitumor immunity that may indicate ongoing disease burden.Conclusions:We have characterized the effects of NAC on the TIME, finding that TNBC is uniquely sensitive to the immunologic effects of NAC, and local increases in immune genes/sets are associated with improved outcomes. However, expression of cytotoxic genes in the peripheral blood, as opposed to the TIME, may be a minimally invasive biomarker of persistent micrometastatic disease ultimately leading to recurrence.

Supplementary Figure S1. ER, PR, and HER2 mRNA and protein levels across endocrine-sensitive (parental) and endocrine-resistant BC cell lines. Supplementary Figure S2. Reduced sensitivity to CDK4/6 inhibition is associated with IFN-signaling in ER+ and endocrine-resistant derivative BC cell lines. Supplementary Figure S3. The cyclin D-CDK4/6-Rb axis is altered in ER+ cell lines with acquired resistance to palbociclib. Supplementary Figure S4. Effect of acute IFN-signaling activation on sensitivity to palbociclib in ER+ BC cell lines. Supplementary Figure S5. Proteomic profiles of MCF7 P, MCF7 EDR, and their PalboR derivatives. Supplementary Figure S6. Relationship between IFN-signaling and Rb status in ER+/HER2- BC. Supplementary Figure S7. DNMT1 mRNA levels in palbociclib-sensitive and PalboR MCF7 and T47D cell lines. Supplementary Figure S8. Mutations of DNA damage response genes are not associated with IFN-signaling in ER+ BC. Supplementary Figure S9. Levels of ER and ER signalling in palbociclib-sensitive and PalboR MCF7 and T47D cell lines. Supplementary Figure S10. HALLMARK gene sets significantly up-regulated in ER+/HER2- BC patients stratified by the status (+/-) of RBsig and IRPS. Supplementary Figure S11. Impact of selected IRPS genes on relapse-free survival of ER+ BC patients.

Supplementary Figure 11: Cytokine secretion is markedly enriched in PD-1HI T cells after NAC in a patient with pCR to NAC in TNBC.

Supplementary Figure 7: Changes in immunologic signatures in response to NAC are not associated with outcome in non-TNBC tumors with residual disease.

Supplementary Figure 3: The prognostic value of sTILs is primarily confined to the post-NAC specimen in TNBC patients with residual disease.

Supplementary Figure 6: Neither time of sample nor institution drive significant gene expression changes.

Supplementary Tables

Supplementary Figure 4: sTILs are not prognostic in ER+ or HER2+ disease.

Supplementary Table S1. Details of antibodies used in this study. Supplementary Table S2. Q-PCR primers. Supplementary Table S3. HALLMARK gene-set enrichment analysis (GSEA) of baseline tumor samples from the NeoPalANA trial. Supplementary Table S4. Palbociclib IC50 values in MCF7 P, MCF7 EDR, T47D P-LM, and T47D EDR palbociclib-resistant (PalboR)-LM cell lines. Supplementary Table S5. Top-20 Gene Ontology (GO) terms significantly enriched in PalboR cell lines. Supplementary Table S6. HALLMARK gene sets significantly up-regulated in cell lines with acquired resistance to palbociclib. Supplementary Table S7. RPPA of MCF7 P, MCF7 EDR, and their PalboR derivatives.

Supplemental Materials and Methods and Materials present a complete description of methods, reagents, and statistics required to reproduce the experiments in the paper.

Supplementary Figure 14: Differentially expressed genes by cluster in whole blood single cell RNA sequencing.

Supplementary Figure 1: Representative images of high and low sTILs.

Supplementary Figure 10: Example FACS gating to identify PD-1HI CD8+ T cells from peripheral blood.

Dataset 2: Metadata and clonotype data for TCRβ sequencing (Archer) in 4 patients (peripheral CD8+ PD-1HI and CD8+ PD-1NEG T cells and post-NAC tumor), before (n=3) and after (n=4) NAC.

Purpose:Cyclin-dependent kinase 4 (CDK4) and CDK6 inhibitors (CDK4/6i) are highly effective against estrogen receptor–positive (ER+)/HER2− breast cancer; however, intrinsic and acquired resistance is common. Elucidating the molecular features of sensitivity and resistance to CDK4/6i may lead to identification of predictive biomarkers and novel therapeutic targets, paving the way toward improving patient outcomes.Experimental Design:Parental breast cancer cells and their endocrine-resistant derivatives (EndoR) were used. Derivatives with acquired resistance to palbociclib (PalboR) were generated from parental and estrogen deprivation–resistant MCF7 and T47D cells. Transcriptomic and proteomic analyses were performed in palbociclib-sensitive and PalboR lines. Gene expression data from CDK4/6i neoadjuvant trials and publicly available datasets were interrogated for correlations of gene signatures and patient outcomes.Results:Parental and EndoR breast cancer lines showed varying degrees of sensitivity to palbociclib. Transcriptomic analysis of these cell lines identified an association between high IFN signaling and reduced CDK4/6i sensitivity; thus an “IFN-related palbociclib-resistance Signature” (IRPS) was derived. In two neoadjuvant trials of CDK4/6i plus endocrine therapy, IRPS and other IFN-related signatures were highly enriched in patients with tumors exhibiting intrinsic resistance to CDK4/6i. PalboR derivatives displayed dramatic activation of IFN/STAT1 signaling compared with their short-term treated or untreated counterparts. In primary ER+/HER2− tumors, the IRPS score was significantly higher in lumB than lumA subtype and correlated with increased gene expression of immune checkpoints, endocrine resistance, and poor prognosis.Conclusions:Aberrant IFN signaling is associated with intrinsic resistance to CDK4/6i. Experimentally, acquired resistance to palbociclib is associated with activation of the IFN pathway, warranting additional studies to clarify its involvement in resistance to CDK4/6i.

Supplementary Figure 15: Differential analysis to identify candidate genes for blood-based detection.

Supplementary Figure 13: Purity-of-sort analysis.

Supplementary Figure 17: An 8-gene activated T cell signature derived from whole blood at surgery is associated with residual disease burden and recurrence.

Supplementary Figure 8: Changes in immune-related genes in response to NAC are not associated with outcome in ER+ or HER2+ tumors with residual disease.

Purpose: Cyclin-dependent kinase 4 (CDK4) and CDK6 inhibitors (CDK4/6i) are highly effective against estrogen receptor–positive (ER+)/HER2− breast cancer; however, intrinsic and acquired resistance is common. Elucidating the molecular features of sensitivity and resistance to CDK4/6i may lead to identification of predictive biomarkers and novel therapeutic targets, paving the way toward improving patient outcomes. Experimental Design: Parental breast cancer cells and their endocrine-resistant derivatives (EndoR) were used. Derivatives with acquired resistance to palbociclib (PalboR) were generated from parental and estrogen deprivation–resistant MCF7 and T47D cells. Transcriptomic and proteomic analyses were performed in palbociclib-sensitive and PalboR lines. Gene expression data from CDK4/6i neoadjuvant trials and publicly available datasets were interrogated for correlations of gene signatures and patient outcomes. Results: Parental and EndoR breast cancer lines showed varying degrees of sensitivity to palbociclib. Transcriptomic analysis of these cell lines identified an association between high IFN signaling and reduced CDK4/6i sensitivity; thus an “IFN-related palbociclib-resistance Signature” (IRPS) was derived. In two neoadjuvant trials of CDK4/6i plus endocrine therapy, IRPS and other IFN-related signatures were highly enriched in patients with tumors exhibiting intrinsic resistance to CDK4/6i. PalboR derivatives displayed dramatic activation of IFN/STAT1 signaling compared with their short-term treated or untreated counterparts. In primary ER+/HER2− tumors, the IRPS score was significantly higher in lumB than lumA subtype and correlated with increased gene expression of immune checkpoints, endocrine resistance, and poor prognosis. Conclusions: Aberrant IFN signaling is associated with intrinsic resistance to CDK4/6i. Experimentally, acquired resistance to palbociclib is associated with activation of the IFN pathway, warranting additional studies to clarify its involvement in resistance to CDK4/6i.

Biomarkers of response are needed in breast cancer to stratify patients to appropriate therapies and avoid unnecessary toxicity. We used peripheral blood gene expression and cell-type abundance to identify biomarkers of response and recurrence in neoadjuvant chemotherapy–treated patients with breast cancer. We identified a signature of IFN and complement response that was higher in the blood of patients with pathologic complete response. This signature was preferentially expressed by monocytes in single-cell RNA sequencing. Monocytes are routinely measured clinically, enabling examination of clinically measured monocytes in multiple independent cohorts. We found that peripheral monocytes were higher in patients with good outcomes in four cohorts of patients with breast cancer. Blood gene expression and cell type abundance biomarkers may be useful for prognostication in breast cancer. Significance: Biomarkers are needed in breast cancer to identify patients at risk for recurrence. Blood is an attractive site for biomarker identification due to the relative ease of longitudinal sampling. Our study suggests that blood-based gene expression and cell-type abundance biomarkers may have clinical utility in breast cancer.

Purpose: The recent approval of anti-programmed death-ligand 1 immunotherapy in combination with nab-paclitaxel for metastatic triple-negative breast cancer (TNBC) highlights the need to understand the role of chemotherapy in modulating the tumor immune microenvironment (TIME). Experimental Design: We examined immune-related gene expression patterns before and after neoadjuvant chemotherapy (NAC) in a series of 83 breast tumors, including 44 TNBCs, from patients with residual disease (RD). Changes in gene expression patterns in the TIME were tested for association with recurrence-free (RFS) and overall survival (OS). In addition, we sought to characterize the systemic effects of NAC through single-cell analysis (RNAseq and cytokine secretion) of programmed death-1–high (PD-1HI) CD8+ peripheral T cells and examination of a cytolytic gene signature in whole blood. Results: In non-TNBC, no change in expression of any single gene was associated with RFS or OS, while in TNBC upregulation of multiple immune-related genes and gene sets were associated with improved long-term outcome. High cytotoxic T-cell signatures present in the peripheral blood of patients with breast cancer at surgery were associated with persistent disease and recurrence, suggesting active antitumor immunity that may indicate ongoing disease burden. Conclusions: We have characterized the effects of NAC on the TIME, finding that TNBC is uniquely sensitive to the immunologic effects of NAC, and local increases in immune genes/sets are associated with improved outcomes. However, expression of cytotoxic genes in the peripheral blood, as opposed to the TIME, may be a minimally invasive biomarker of persistent micrometastatic disease ultimately leading to recurrence.

Key Points The K666N mutation of SF3B1 has distinct clinicopathologic features in MDS. The K666N mutation of SF3B1 has a distinct RNA splicing profile.

Biomarkers of response are needed in breast cancer to stratify patients to appropriate therapies and avoid unnecessary toxicity. Peripheral blood gene expression and cell type abundance were used to identify biomarkers of response and recurrence in neoadjuvant chemotherapy treated breast cancer patients. Higher peripheral blood monocyte abundance after neoadjuvant chemotherapy was associated with improved prognosis in multiple independent cohorts of breast cancer patients.

Cancer-associated mutations in the spliceosome gene SF3B1 create a neomorphic protein that produces aberrant mRNA splicing in hundreds of genes, but the ensuing biologic and therapeutic consequences of this missplicing are not well understood. Here we have provided evidence that aberrant splicing by mutant SF3B1 altered the transcriptome, proteome, and metabolome of human cells, leading to missplicing-associated downregulation of metabolic genes, decreased mitochondrial respiration, and suppression of the serine synthesis pathway. We also found that mutant SF3B1 induces vulnerability to deprivation of the nonessential amino acid serine, which was mediated by missplicing-associated downregulation of the serine synthesis pathway enzyme PHGDH. This vulnerability was manifest both in vitro and in vivo, as dietary restriction of serine and glycine in mice was able to inhibit the growth of SF3B1(MUT) xenografts. These findings describe a role for SF3B1 mutations in altered energy metabolism, and they offer a new therapeutic strategy against SF3B1(MUT) cancers.

Intratumor heterogeneity is an important mediator of poor outcomes in many cancers, including breast cancer. Genetic subclones frequently contribute to this heterogeneity; however, their growth dynamics and interactions remain poorly understood. PIK3CA and HER2 alterations are known to coexist in breast and other cancers. Herein, we present data that describe the ability of oncogenic PIK3CA mutant cells to induce the proliferation of quiescent HER2 mutant cells through a cell contact–mediated mechanism. Interestingly, the HER2 cells proliferated to become the major subclone over PIK3CA counterparts both in vitro and in vivo. Furthermore, this phenotype was observed in both hormone receptor–positive and –negative cell lines, and was dependent on the expression of fibronectin from mutant PIK3CA cells. Analysis of human tumors demonstrated similar HER2:PIK3CA clonal dynamics and fibronectin expression. Our study provides insight into nonrandom subclonal architecture of heterogenous tumors, which may aid the understanding of tumor evolution and inform future strategies for personalized medicine.

Circulating tumor DNA (ctDNA) is a component of the “naked” DNA found in blood. It can be isolated from plasma and represents combined genetic material from the primary tumor and metastases. Quantitative and qualitative information about a cancer, including mutations, can be derived using digital polymerase chain reaction and other technologies. This “liquid biopsy” is quicker and more easily repeated than tissue biopsy, yields real-time information about the cancer, and may suggest therapeutic options. All stages of cancer therapy have the ability to benefit from ctDNA, starting with screening for cancer before it is clinically apparent. During treatment of metastatic disease, it is useful to predict response and monitor disease progression. Currently, ctDNA is used in the clinic to select patients who may benefit from epidermal growth factor receptor–targeted therapy in non–small cell lung cancer. In the future, ctDNA technology promises useful applications in every part of clinical oncology care.

PURPOSE: CDK4/6 inhibitors are highly effective against ER+/HER2- breast cancer (BC); however, intrinsic and acquired resistance is common. Elucidating the molecular features of sensitivity and resistance to CDK4/6i’s may lead to identification of predictive biomarkers and novel therapeutic targets, paving the way toward improving patient outcomes. EXPERIMENTAL DESIGN: Parental BC cells and their endocrine-resistant derivatives (EndoR) were used. Derivatives with acquired resistance to palbociclib (PalboR) were generated from parental and estrogen-deprivation resistant MCF7 and T47D cells. Transcriptomic and proteomic analyses were performed in palbociclib-sensitive and PalboR lines. Gene expression data from CDK4/6i neoadjuvant trials and publicly available datasets were interrogated for correlations of gene signatures and patient outcomes. RESULTS: Parental and EndoR BC lines showed varying degrees of sensitivity to palbociclib. Transcriptomic analysis of these cell lines identified an association between high interferon (IFN) signaling and reduced CDK4/6i sensitivity; thus an ‘IFN-Related Palbociclib-Resistance Signature’ (IRPS) was derived. In two neoadjuvant trials of CDK4/6i plus endocrine therapy, IRPS and other IFN-related signatures were highly enriched in patients with tumors exhibiting intrinsic resistance to CDK4/6i. PalboR derivatives displayed dramatic activation of IFN/STAT1-signaling compared to their short-term treated or untreated counterparts. In primary ER+/HER2- tumors, the IRPS score was significantly higher in lumB than lumA subtype and correlated with increased gene expression of immune checkpoints, endocrine resistance, and poor prognosis. CONCLUSION: Aberrant IFN-signaling is associated with intrinsic resistance to CDK4/6i. Experimentally, acquired resistance to palbociclib is associated with activation of the IFN-pathway, warranting additional studies to clarify its involvement in resistance to CDK4/6i.

Purpose: Neoadjuvant chemotherapy (NAC), the standard of care for a subset of breast cancer patients, is known to have immunologic effects. With emerging data showing improved response rates with anti-PD-1/PD-L1 immunotherapy in combination with chemotherapy, the effects of NAC on systemic and local anti-tumor immunity require further study. Biomarkers of anti-tumor immunity are needed to identify which patients are most likely to respond to immunotherapy. Our previous work has shown that changes in the peripheral blood can be observed over the course of NAC for breast cancer. Peripheral blood biomarkers are attractive because of the relative ease of sampling compared to site of disease. Residual cancer burden (RCB) is a useful surrogate marker of long-term prognosis, as patients who experience a pathologic complete response (pCR) have better outcomes than those with residual disease (RD). Methods: We previously identified an 8 gene signature of cytotoxicity, derived from single cell RNA sequencing of PD-1Hi CD8+ T cells, which are enriched for tumor-reactive T cells. Using a custom NanoString panel, we tested expression of this gene signature in whole blood collected prior to definitive surgery in 88 breast cancer patients (TNBC, n=21; HER2+, n=17; ER+, n= 54; PR+, n=53) across two cohorts (VUMC, n=58; DFCI, n=30), 64 of whom had received NAC (pCR, n=11; RD, n=53). We further investigated peripheral blood gene expression using RNA sequencing (n=58; 34 post-NAC, 24 untreated). Results: In two cohorts of breast cancer patients, expression of the 8 gene signature (FGFBP2 + GNLY + GZMB + GZMH + NKG7 + LAG3 + PDCD1 - HLA-G) was highest in patients with RD who experienced a recurrence within three years compared to those with pCR (p Citation Format: Margaret L Axelrod, Paula I Gonzalez-Ericsson, Xiaopeng Sun, Riley E Bergman, Joshua Donaldson, Sara M Tolaney, Ian E Krop, Ana C Garrido-Castro, Melinda E. Sanders, Ingrid A Mayer, Justin M Balko. Peripheral blood gene signatures predict response to neoadjuvant chemotherapy in breast cancer patients [abstract]. In: Proceedings of the 2020 San Antonio Breast Cancer Virtual Symposium; 2020 Dec 8-11; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2021;81(4 Suppl):Abstract nr PD9-06.

Breast cancer is the second most common cancer in the world and the most frequently occurring cancer among women. It is a heterogeneous disease and intratumor heterogeneity is one of the main drivers of disease progression, recurrence, therapeutic resistance and metastasis. Herein we have demonstrated that sub clonal populations containing PIK3CA and HER2 mutants exhibit distinct transformative properties accurately modeling a heterogenous tumor in patients. AAV-mediated gene targeting to was used to heterozygously incorporate a PIK3CA (E545K) or a HER2 (L755S or V777L) mutation, separately, into both the MCF-10A and MCF-7 cell lines. Cocultures were carried out by mixing an equal number of cells containing the PIK3CA mutation and cells containing a HER2 mutation into a single culture. Lentiviral transduction was used to tag the cells with either green or red fluorescent proteins to visualize growth patterns in coculture. Cellular fractions in coculture were quantified using droplet digital PCR. Microarray analysis of cocultures identified fibronectin as a significant mediator of growth and fibronectin knockouts were created using the CRISPR Cas9 gene editing system. MCF-10As carrying the PIK3CA mutation are epidermal growth factor (EGF) independent and those carrying the HER2 mutation are highly EGF dependent. We have identified that interactions between the PIK3CA mutants and the HER2 mutants imparts EGF independence to the HER2 mutants. The effect rendered is so potent that the HER2 mutants dominate the coculture kinetics despite the absence of EGF. This distinct transformation was observed both in vitro and in vivo in the tumorigenic MCF-7 cell line. Interestingly, this phenomenon is mutation specific and was not observed in either the MCF-10A and MCF-7 cells containing wildtype HER2 when co-cultured with the PIK3CA mutants. Microarray analysis demonstrated elevated fibronectin, suggesting it may be a mediator of this observation. Competitive inhibition of fibronectin-integrin interaction using synthetic peptides that mimic the RGD binding domain of fibronectin, reduced the growth of HER2 mutants in coculture. Notably, knocking out fibronectin in the PIK3CA mutants reversed the EGF independence observed in the HER2 mutants in both the MCF-10A and MCF -7 cell lines. Our data suggests that mutation specific interactions between mutant PIK3CA and mutant HER2 cells in a genetically heterozygous environment imparts a selective growth advantage to the HER2 mutants. This effect is mediated by an extracellular matrix protein, fibronectin. These interactions could be used to therapeutically target the complications that arise due to tumor heterogeneity. Citation Format: Swathi Karthikeyan, Ian Waters, Lauren Dennison, David Chu, Joshua Donaldson, Dong Ho Shinn, Sarah Croessmann, Ben Ho Park. Fibronectin mediates mutation specific interactions between subclonal populations of mutant PIK3CA and HER2 cells in breast cancer [abstract]. In: Proceedings of the Annual Meeting of the American Association for Cancer Research 2020; 2020 Apr 27-28 and Jun 22-24. Philadelphia (PA): AACR; Cancer Res 2020;80(16 Suppl):Abstract nr 1498.

Background: The CDK4/6 inhibitors (i) palbociclib (Palbo), ribociclib, and abemaciclib remarkably improved the outcome of patients with metastatic ER+/HER2- breast cancer (BC) and are now under clinical investigation in early BC. Despite high efficacy, de novo and acquired resistance to CDK4/6i is common. Elucidating the molecular basis for sensitivity and resistance to CDK4/6i is crucial to identify predictive biomarkers and novel therapeutic targets to improve patient outcome. Materials and Methods: MCF7, T47D and ZR75-1 parental (P) BC cells and their derivatives made resistant to tamoxifen, estrogen deprivation (EDR), or fulvestrant were used. The P and EDR models of MCF7 and T47D cells were chronically exposed to increasing concentrations of Palbo to generate derivatives with acquired resistance to Palbo (PalboR). The transcriptomic profiles of P, endocrine-resistant (EndoR) and PalboR models were determined by RNA-seq. IC50s were determined by exposing MCF7, T47D, and ZR75-1 P and EndoR lines (n=12) to increasing concentrations of Palbo. Cell growth was assessed by methylene blue staining, and changes in the mRNA and protein levels of key cell cycle molecules were assessed by RT-PCR and Western blot, respectively. Gene expression data from the Cancer Dependency Map (DepMap), baseline tumors from the NeoPalAna (NCT01723774) and neoMONARCH (NCT02441946) neoadjuvant trials, as well as the TCGA and METABRIC datasets were interrogated for correlations of gene signatures and patient outcome (by KMPlot). Results: Palbo treatment resulted in a dose-dependent inhibition of the growth of P and EndoR BC cell lines, with varying degree of sensitivity among the models. GSEA analysis comparing the least sensitive (IC50>350nM) vs. the most sensitive (IC50 Citation Format: Carmine De Angelis, Xiaoyong Fu, Maria Letizia Cataldo, Agostina Nardone, Valerie M. Jansen, Jamunarani Veeraraghavan, Sarmistha Nanda, Lanfang Qin, Vidyalakshmi Sethunath, Resel Pereira, Matteo Benelli, Ilenia Migliaccio, Luca Malorni, Joshua Donaldson, Pier Selenica, David N. Brown, Britta Weigelt, Jorge S. Reis-Filho, Ben H. Park, Sara A. Hurvitz, Dennis J. Slamon, Mothaffar F. Rimawi, Rinath Jeselsohn, Kent Osborne, Rachel Schiff. High levels of interferon-response gene signatures are associated with de novo and acquired resistance to CDK4/6 inhibitors in ER+ breast cancer [abstract]. In: Proceedings of the 2019 San Antonio Breast Cancer Symposium; 2019 Dec 10-14; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2020;80(4 Suppl):Abstract nr GS2-01.