Transcript
Page 1: Genomic and immunological tumor profiling identifies ... · Breast cancer is the second most common cancer in women. Inflammatory breast cancer (IBC) is the most aggressive and lethal

1

Genomic and immunological tumor profiling identifies targetable pathways and extensive CD8+/PDL1+ immune infiltration in inflammatory breast cancer tumors Christopher A Hamm1,2,*, Diarmuid Moran1,3,*, Kakuturu Rao1,2, Patricia B. Trusk1, Karen Pry1,2, Mark Sausen4, Siân Jones4, Victor E. Velculescu5, Massimo Cristofanilli6, Sarah Bacus1,2,3 1Formerly Translational R&D Oncology Group, Quintiles, Westmont, IL, USA 2Currently: American Molecular Laboratories, Vernon Hills, IL, USA; 3Department of Pharmacology, University of Illinois at Chicago, Chicago, IL, USA; 4Personal Genome Diagnostics, Inc; Baltimore, MD, USA 5The Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University School of Medicine; Baltimore, MD, USA, 6Department of Medical Oncology, Thomas Jefferson University Hospital, Philadelphia, PA, USA *Authors contributed equally to this work. Corresponding author(s): Christopher A Hamm ([email protected]), Diarmuid Moran ([email protected]). Financial support for this study was provided by Quintiles, and the study was conducted at Quintiles labs. Running Title: Genome and immune profiling of inflammatory breast cancer

Keywords: PDL1, HER2, HER3, Immuno-Oncology profiling

Conflict of Interest Statement: V.E. Velculescu is a co-founder of Personal Genome Diagnostics and is a member of its Scientific Advisory Board and Board of Directors. V.E. Velculescu owns Personal Genome Diagnostics stock, which is subject to certain restrictions under University policy. The terms of these arrangements are managed by the Johns Hopkins University in accordance with its conflict-of-interest policies. The other authors do not have any potential conflicts of interest to disclose.

Word Count:

Figure Count: 5

Table Count: 1

Supplementary Table Count: 5

on June 11, 2020. © 2016 American Association for Cancer Research. mct.aacrjournals.org Downloaded from

Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited. Author Manuscript Published OnlineFirst on April 19, 2016; DOI: 10.1158/1535-7163.MCT-15-0353

Page 2: Genomic and immunological tumor profiling identifies ... · Breast cancer is the second most common cancer in women. Inflammatory breast cancer (IBC) is the most aggressive and lethal

2

Abstract

Inflammatory breast cancer (IBC) is a rare and aggressive form of breast cancer that remains poorly understood

at the molecular level. Comprehensive tumor profiling was performed to understand clinically actionable alterations in

IBC. Targeted-next-generation sequencing and IHC were performed to identify activated pathways in IBC tumor tissues.

siRNA studies examined the impact of IBC genomic variants in cellular models. IBC tumor tissues were further

characterized for immune infiltration and immune checkpoint expression by IHC. Genomic analysis identified recurrent

alterations in core biological pathways including activating and targetable variants in HER/PI3K/mTOR signaling. High

rates of activating HER3 point mutations were discovered in IBC tumors. Cell line studies confirmed a role for mutant

HER3 in IBC cell proliferation. Immunological analysis revealed a subset of IBC tumors associated with high CD8+/PD-L1+

lymphocyte infiltration. Immune infiltration positively correlated with an NGS-based estimate of neo-antigen exposure

derived from the somatic mutation rate and mutant allele frequency, iScore. Additionally, DNA mismatch repair

alterations, which may contribute to higher iScores, occurred at greater frequency in tumors with higher immune

infiltration. Our study identifies genomic alterations that mechanistically contribute to oncogenic signaling in IBC and

provides a genetic basis for the selection of clinically relevant targeted and combination therapeutic strategies.

Furthermore, an NGS-based estimate of neo-antigen exposure developed in this study (iScore) may be a useful

biomarker to predict immune infiltration in IBC and other cancers. The iScore may be associated with greater levels of

response to immunotherapies such as PD-L1/PD-1 targeted therapies.

Introduction

Breast cancer is the second most common cancer in women. Inflammatory breast cancer (IBC) is the most

aggressive and lethal form of primary breast cancer(1, 2). IBC is a clinically and pathologically unique subtype of breast

cancer that accounts for up to 5% of breast cancer. However, IBC is the underlying cause of 10% of breast cancer

deaths. The median survival of IBC is significantly less than non-IBC (stage IIB IBC 4.75 years vs. stage III non-IBC: 13.4

years)(3). Approximately 85% of IBC patients present with clinical stage IIIB or IV disease(4).

on June 11, 2020. © 2016 American Association for Cancer Research. mct.aacrjournals.org Downloaded from

Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited. Author Manuscript Published OnlineFirst on April 19, 2016; DOI: 10.1158/1535-7163.MCT-15-0353

Page 3: Genomic and immunological tumor profiling identifies ... · Breast cancer is the second most common cancer in women. Inflammatory breast cancer (IBC) is the most aggressive and lethal

3

IBC is characterized by rapid onset of breast erythema, edema, enlargement, and the characteristic peau

d’orange appearance of the skin. The inflammatory skin response results from dermal lymphatic invasion, a hallmark of

IBC, whereby lymphovascular spaces are occupied by tumor emboli(2). The presence of multiple dermal and stromal

tumor emboli are distinguishing pathologic characteristics of IBC(2).

Inflammatory signaling pathways are active in IBC (NF- B, Cox-2, and JAK2/STAT3)(1, 5), but the exact function

of the immune response remains elusive. Immune cells and inflammatory signaling may promote IBC tumor cell

proliferation, angiogenesis, and metastasis(1). On the other hand, the presence of cytotoxic tumor-associated

lymphocytes has also been associated with a more favorable breast cancer prognosis(6). The contradictory nature of

the immune data highlights the necessity of elucidating the relationship between the immune response, IBC

tumorigenesis, and subsequent treatments. IBC immunotherapies are currently under investigation in the preclinical

setting(2). Given the active IBC immune component and the recent clinical benefit of immune checkpoint inhibitors in

cancer treatment(7), IBCs may represent a clinically unique breast cancer population that may benefit from

immunomodulating agents.

Primary IBC treatment involves systemic chemotherapy (taxanes and anthracyclines) followed by surgery and

radiation(8). ERBB2 (hereinafter referred to as “HER2”)-positive IBCs may also benefit from trastuzumab, lapatinib, or

both(9). Despite advances in the multimodal IBC treatment regimens, IBC remains a therapeutic challenge. Due to the

rareness of the disease, IBC remains poorly understood at the molecular level. Previous molecular profiling studies

indicate that IBC is a molecularly distinct subtype of breast cancer, providing preliminary insight into clinically relevant

pathways that influence IBC tumorigenesis(10). For example, HER2 is commonly amplified or overexpressed in IBC(11),

whereas genes typically overexpessed in non-IBC: TGF- , progesterone receptor, and the estrogen receptor (ER) are

typically downregulated in IBC(12). While previous biomarker studies offer insight into IBC, IBC analyses are typically

limited to a subset of target molecules or pathways. Genomic IBC data is sparse and new genomic-based analysis offers

the potential to identify a robust set of clinically relevant biomarkers (13).

Recent genomics-based biomarker studies have identified mutations that drive tumorigenesis and provide

evidence for genotype-directed therapeutics(14). A prospective breast cancer trial (SAFIR01) recently demonstrated the

feasibility of using genomic screenings to identify clinically targetable alterations(15). In this study, pathological analysis

revealed subtypes of IBC tumors that are characterized by high levels immune infiltration. To further characterize the

on June 11, 2020. © 2016 American Association for Cancer Research. mct.aacrjournals.org Downloaded from

Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited. Author Manuscript Published OnlineFirst on April 19, 2016; DOI: 10.1158/1535-7163.MCT-15-0353

Page 4: Genomic and immunological tumor profiling identifies ... · Breast cancer is the second most common cancer in women. Inflammatory breast cancer (IBC) is the most aggressive and lethal

4

relationship between genotype, tumorigenesis, and the immune response, targeted next-generation sequencing was

performed on a panel of cancer-related genes in IBC tumors. The current data provide insight into genomic signatures

that drive IBC tumorigenesis and the cell-mediated (T-lymphocyte) immune response. Active IBC pathways range from

aberrant HER2/HER3(ERBB3)/PI3K signaling to PD-L1 immune checkpoint signaling, all of which may be amenable to

targeted therapeutic intervention (hereinafter ERBB3 is referred to as “HER3”).

This study identifies the importance of using a combination of targeted sequencing, immunological analysis, and

protein analysis to comprehensively profile human tumors to generate clinically relevant data that provides insight into

avenues for therapeutic intervention. Utilizing these approaches we have revealed possible treatment options that may

be tailored to the genomic and proteomic background of each cancer. Our study has identified genomic alterations that

mechanistically contribute to oncogenic signaling in this aggressive form of breast cancer, and provides a genetic basis

for the selection of clinically relevant targeted and combination therapeutic strategies. Furthermore, an NGS-based

estimate of neo-antigen exposure developed in this study may be a useful biomarker to predict immune cell infiltration

in IBC and other cancers, and this biomarker may be associated with greater levels of response to immunotherapies such

as PD-L1/PD-1 targeted therapies.

MATERIALS AND METHODS

Next-Generation Sequencing of IBC Tumor Samples

Sample preparation, library construction and targeted capture, next-generation sequencing, and bioinformatics

analyses of tumor and normal samples were performed by Personal Genome Diagnostics (PGDx, Baltimore, MD). A

custom hybridization capture based probe library was designed using Agilent SureSelect capture probes (Agilent

Technologies; Supplementary Table S1). This panel captures full coding regions of 208 cancer relevant genes and introns

of 13 genes to detect the substitution, deletions, copy number changes in the 208 targeted genes and structural

rearrangements in 17 genes. Indexed Illumina NGS libraries were prepared from tumor enriched samples specified in

SureSelect XT target enrichment system for Illumina Paired-end sequencing library kit. Multiplexed libraries were

sequenced using 151-bp paired end runs either on Illumina MiSeq or Illumina HiSeq 2000 for average read depth of

>350. IBC tumor tissues were collected from the Fox Chase Cancer Center (Philadelphia, PA). IBC tumor analysis was

on June 11, 2020. © 2016 American Association for Cancer Research. mct.aacrjournals.org Downloaded from

Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited. Author Manuscript Published OnlineFirst on April 19, 2016; DOI: 10.1158/1535-7163.MCT-15-0353

Page 5: Genomic and immunological tumor profiling identifies ... · Breast cancer is the second most common cancer in women. Inflammatory breast cancer (IBC) is the most aggressive and lethal

5

performed on formalin-fixed, paraffin-embedded (FFPE) tissues. Tumor tissues, including the cancer stage at diagnosis

(and all available clinical information), are described in Supplementary Table S2. A pathologist scored/estimated the

percentage of cancer tissue in each tissue sample (Supplementary Table S2)

Bioinformatic analyses

Sequencing reads were analyzed and aligned to human genome hg18 with the Eland algorithm in CASAVA 1.7 software

(Illumina). Reads were mapped using the default seed-and-extend algorithm, which allowed a maximum of two

mismatched bases in the first 32 bp of sequence. Identification of somatic alterations was using the VariantDx (PGDx,

Baltimore, MD) next-generation sequencing analysis pipeline that enriched for tumor-specific single-nucleotide

alterations and small indels. Briefly, for each position with a mismatch (compared with the hg18 reference sequence

using the Eland algorithm), the read coverage of the mismatched and wildtype sequence at that base was calculated. For

determination of tumor-specific alterations, tumor were compared and known polymorphisms were removed from the

analysis. Potential somatic mutations were filtered and visually inspected, and a candidate-mismatched base was

identified as a mutation when distinct paired tags contained the mismatched base and the mismatched base was not

present in the matched normal sample.

Cell Culture

AU565 Cells [AU-565] (ATCC®CRL-2351™) and BT474 Cells (ATCC®HTB-20™) were purchased from American Type

Culture Collection (ATCC; 2011) and expanded upon receipt into vials of low-passage cells for cryopreservation. Cells

were passaged for up to 3 months after resuscitation. ATCC characterizes cell through short tandem repeat typing, and

re-authentication was not conducted. AU565 cells were cultured in RPMI-1640 and BT474 cells were cultured in

Iscove’s Modified Dulbecco Minimum Essential Medium. All media were purchased from Corning and supplemented

with 10% FBS (Life Technologies) and antibiotics (Corning). Cells were cultured in a 37°C, 5%CO2 humidified

environment.

siRNA Knockdown

on June 11, 2020. © 2016 American Association for Cancer Research. mct.aacrjournals.org Downloaded from

Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited. Author Manuscript Published OnlineFirst on April 19, 2016; DOI: 10.1158/1535-7163.MCT-15-0353

Page 6: Genomic and immunological tumor profiling identifies ... · Breast cancer is the second most common cancer in women. Inflammatory breast cancer (IBC) is the most aggressive and lethal

6

HER3 (ERBB3) mRNA was knocked down using siRNA-targeting ERBB3, Dharmacon ON-TARGET plus Human

ERBB3 (2065)siRNA-SMART pool (cat# L-003127) ; (Thermo Fisher Scientific) or a scrambled control , Dharmacon ON-

TARGET plus Nontargeting siRNA#1; (Thermo Fisher Scientific) with DharmaFECT1 siRNA Transfection Reagent (Thermo

Fisher Scientific) as per the manufacturer’s instructions. Cells were harvested at 72 hours for cell counts or protein

lysates.

Proliferation

siRNA treated cells were lifted with 0.25%Trypsin/2.21mM EDTA (Corning) washed and resuspended in PBS for

counting. Cell counting and viability were performed on a Bio-Rad TC10 Automated Cell Counter (Bio-Rad). ERBB3

knockdown cell counts were normalized to Scrambled Control Cells. Proliferation were repeated in triplicate. Bar

graphs illustrate Mean +/- SEM. Data sets were analyzed using an un-paired t-test with significance at p 0.05.

Western Blot Analysis

Following 72 h treatment with Scrambled Control or ERBB3 siRNA, cell lysates were collected in protein lysis

buffer (Cell Signaling) supplemented with PMSF (Sigma-Aldrich), PI cocktail (Sigma-Aldrich), and PhosphoGuard A/B

(Therapak). Protein concentrations were determined using the Lowry assay (Bio-Rad) and 30 g of protein was resolved

on 4-15% gels (Bio-Rad). After transfer to PVDF membranes, blots were incubated in LI-COR blocking buffer (LI-COR

Biosciences) and probed with primary antibody overnight at 4 C. pERBB3, pS6 (Ser235/236), total S6 and GAPDH

antibodies were from Cell Signaling; - actin antibody was from Sigma-Aldrich and total ERBB3 antibody was from EMD

Millipore . Appropriate secondary antibody (LI-COR Biosciences) was utilized to visualize bands on a LI-COR Odyssey®

Infrared Imaging System (LI-COR Biosciences). Western blot experiments were repeated in triplicate.

Immunohistochemistry

Formalin-fixed paraffin-embedded 5μm sections were stained for phospho-ErbB3, phospho-S6, CD8, FoxP3 and

PD-L1 by immunohistochemistry. Antigen retrieval was performed in the Dako PTLink in Envision FLEX Target Retrieval

solution (Dako), high pH for phospho-ErbB3 (Cell Signaling), phospho-S6 (Ser235/236) (Cell Signaling), CD8 (Dako), and

PD-L1 (Cell Signaling) , low pH for FoxP3 (Abcam). Staining was carried out in a Dako Link 48 Autostainer. The sections

on June 11, 2020. © 2016 American Association for Cancer Research. mct.aacrjournals.org Downloaded from

Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited. Author Manuscript Published OnlineFirst on April 19, 2016; DOI: 10.1158/1535-7163.MCT-15-0353

Page 7: Genomic and immunological tumor profiling identifies ... · Breast cancer is the second most common cancer in women. Inflammatory breast cancer (IBC) is the most aggressive and lethal

7

were stained with a primary antibody to phospho-ErbB3 at a 1:500 for 30 minutes, phospho-S6 at a 1:100 for 30

minutes, CD8 (predilute) for 20 minutes, PD-L1 at 1:100 for 30 minutes and FoxP3 at 1:100 for 60 minutes. All other

reagents used in the staining process were Dako Evision Flex Reagents (Dako). Hematoxylin (Surgipath/Leica) was used

as the counterstain. Image analysis was performed on an Aperio Scanscope XT using Spectrum Software.

RESULTS

Targeted Next-Generation Sequencing Analysis of IBC

Molecular studies of IBC are generally limited and have typically focused on tumor characterization at the mRNA

level. While previous gene expression studies provided insight into IBC biology, a complete understanding of IBC

requires the analysis of DNA alterations that drive tumorigenesis and progression. In this study, we performed genomic

and immunological characterization of 19 IBC tissues. Initial pathological analysis of these IBC tumors identified the

characteristic presence of numerous dermal tumor emboli in the skin. Notably, in approximately 50% of tumors,

immune cell infiltration was present in the superficial dermis layer and was associated with intra-tumoral and

contiguous peri-tumoral desmoplastic stroma (Fig. 1A). High-throughput targeted-next-generation sequencing was used

to characterize genetic variants in a panel of 208 cancer-related genes across IBC tissues. The NGS (next-generation

sequencing) generated approximately 0.8 Mb of target region sequence and >94% of the target regions were defined by

at least 10 reads. Analysis of the types of genetic variants reveal that missense mutations were the most common

variant (73%), followed by frameshifts (8%), splice site alterations (6%), nonsense mutations (5.5%), amplifications

(5.5%), and In-frame insertions-deletions (3%). In total, NGS identified 391 genetic variants in 19 IBC tissues.

Consistent with reports of inter-tumor heterogeneity in IBC gene expression studies, the NGS revealed allelic

heterogeneity between tumors. Both the variant allele class and the frequency of variant alleles differed between

tumors (Fig. 1B, 1C). Despite allelic heterogeneity, it is noteworthy that several genes have alterations in multiple IBC

samples. Allele frequency is relevant to IBC analysis as the variant frequency is a parameter that may be used to

prioritize or identify driver mutations in cancer. In the IBC cohort, the 5 most commonly altered genes are: TP53

on June 11, 2020. © 2016 American Association for Cancer Research. mct.aacrjournals.org Downloaded from

Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited. Author Manuscript Published OnlineFirst on April 19, 2016; DOI: 10.1158/1535-7163.MCT-15-0353

Page 8: Genomic and immunological tumor profiling identifies ... · Breast cancer is the second most common cancer in women. Inflammatory breast cancer (IBC) is the most aggressive and lethal

8

(altered in 58% [n=11] of IBC tumors), HER2 (amplified in 53% [n=10] of IBC tumors), ATM (altered in 53% [n=10] of IBC

tumors, APC (altered in 37% [n=7] of IBC tumors), and HER3 (altered in 26% [n=5] of IBC tumors). Of the frequently

altered genes in IBC, it is noteworthy that genetic alteration of APC, ATM, and HER3 occur at low frequencies in non-

inflammatory breast cancer (0.5%, 2.1%, and 1-4%, respectively)(16, 17). Whereas TP53, and HER2 variants occur at

elevated frequencies in both IBC and non- inflammatory breast cancer(33% and 30%, respectively)(18).

In total, 47 genes have alterations in at least three independent IBC tumor samples. The allelic frequency differs

between tumor samples, and several allelic variants are present at a high frequency in multiple tumors (Fig. 1C). High

frequency intratumoral allelic variants (ex. TP53, EGFR, PMS2) may represent trunk mutations present in the bulk of the

tumor that occur early in IBC tumorigenesis (Fig. 1C)(19).

Pathway analysis of the NGS data reveals prominent genomic variation of core biologic pathways in multiple IBC

tumors (Fig. 1D). Genes with reoccurring variants across IBC tumors grouped into distinct biologic pathways, and the

most frequent gene alterations occur in pathways that influence genomic stability/DNA repair, PI3K signaling, chromatin

modification, and HER signaling.

Frequent Genomic Alterations in the PI3K/mTOR Pathway in IBC

Pathway analysis revealed that IBC tumors are characterized by frequent genomic alterations in the

HER/PI3K/mTOR pathway (Fig. 1B). PI3K can promote oncogenic signaling through the activation of the mTOR

(mammalian target of rapamycin) pathway. Phosphorylated ribosomal protein-S6 (pS6) is a surrogate marker for mTOR

activation and subsequent mTOR-mediated proliferation signals. In order to investigate activity of this pathway in IBC

samples, IBC tissues were immunohistochemistry stained for pS6 expression. Ninety-five percent (n=18) of IBC tumors

stained strongly positive for pS6, which suggests that the PI3K/mTOR pathway is active in the majority of IBC tumors.

Mechanistically, specific genomic alterations may activate the HER/PI3K/mTOR pathway through an increase in

oncogene signaling or a decrease in tumor suppressor activity thus contributing to IBC tumorigenesis (Fig. 2A).

Twenty-one percent of IBC tumors contained mutations in PIK3CA (Fig. 1B), and all of the reported PIK3CA

mutations occur in previously characterized regions of mutational hotspots(20). In addition to the genetic variants that

may potentiate oncogenic signaling in the PI3K/mTOR pathway, the IBC tumors also harbored mutations that may

disrupt the activity of tumor suppressor genes in the PI3K/mTOR pathway. NGS analysis revealed mutations that may

on June 11, 2020. © 2016 American Association for Cancer Research. mct.aacrjournals.org Downloaded from

Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited. Author Manuscript Published OnlineFirst on April 19, 2016; DOI: 10.1158/1535-7163.MCT-15-0353

Page 9: Genomic and immunological tumor profiling identifies ... · Breast cancer is the second most common cancer in women. Inflammatory breast cancer (IBC) is the most aggressive and lethal

9

lead to a loss of function in the tumor suppressors TSC1, TSC2 and PTEN, all of which are important negative regulators

of the PI3K/mTOR pathway. Forty percent of IBC tumors harbor a mutation or a deletion in TSC1 or TSC2 (Fig. 1B). NGS

analysis of PTEN revealed one deletion event in the IBC tumor cohort (Supplementary Table S3A-S3C). Taken together,

the gain-of-function alterations in oncogenes, and loss-of-function mutations in tumor suppressors may contribute to

the high activity level of the PI3K/mTOR pathway in IBC tumors (Fig. 2A).

Frequent HER3 Hotspot Mutations in IBC

In agreement with previous studies, HER2 was amplified in 53% of IBC tumors (21). Moreover, HER3 was

mutated in 26% (n=5) of IBC tumors, which is higher than HER3 mutational rates reported for gastric cancer (12%), colon

cancer (11%), and non-inflammatory breast cancer (1-4%)(17, 22). Interestingly, 4 of the 5 HER3 alterations occur in

regions of mutational hotspots that are located in the extracellular domain or the kinase domain of HER3 (Fig. 2B). It is

also noteworthy that 4 of the 5 HER3 mutations co-occur with HER2 amplification (Fig. 1B)(17).

The high activity of the HER/PI3K pathway across IBC tumors and the relatively high HER3 mutation rates in IBC

tumors indicate that HER3 may play a functional role in IBC. To determine if HER3 mutants influence downstream

signaling, we examined IBC tumors for the presence of activated (phosphorylated) HER3 (Fig. 2C, 2D).

Immunohistochemistry (IHC) analysis reveals elevated levels of phosphorylated HER3 in IBC tumor samples with HER3

mutations (Fig. 2D). A subset of IBC tumors, with high levels of phosphorylated-HER3, simultaneously possess an

amplified HER2 and a mutant HER3 (Fig. 2D).

To further elucidate the role of HER3, we carried out functional assays in breast cancer cell lines. The lack of

specific HER3 mutant/HER2 Amplified IBC cells lines prompted the use of AU565 and BT474 which possess the desired

HER2/HER3 status (AU565 [HER3 mutant (kinase domain); HER2 amplification] and BT474 [HER3 wild-type; HER2

amplification]). In cell lines AU565 and BT474, transfection of HER3-targeted siRNA led to a decrease in both the

phosphorylated and unphosphorylated forms of HER3. The HER3-targetd siRNA also produced a significant drop in

proliferation in AU565 cells but not BT474 cells (Fig. 2E), which suggests that mutant HER3 signaling may contribute to

the proliferative phenotype of breast cancer cells. The scrambled siRNA control did not alter the proliferation or the

levels of phosphorylated HER3 in either cell line (Fig. 2E). Western blot analysis of phosphorylated ribosomal protein S6

(S6), a surrogate marker of mTOR activity, revealed that phosphorylated S6 levels decrease in response to HER3-

on June 11, 2020. © 2016 American Association for Cancer Research. mct.aacrjournals.org Downloaded from

Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited. Author Manuscript Published OnlineFirst on April 19, 2016; DOI: 10.1158/1535-7163.MCT-15-0353

Page 10: Genomic and immunological tumor profiling identifies ... · Breast cancer is the second most common cancer in women. Inflammatory breast cancer (IBC) is the most aggressive and lethal

10

targeted siRNA in AU565 cells but not in BT474 cells (Fig. 2E). In both AU565 and BT474, the levels of unphosphorylated

S6 did not change following transfection of the HER3-targeted siRNA (Fig. 2E), which suggests that elevated levels of

phosphorylated S6 may be due to an increase in upstream HER signaling pathways.

Subset of IBC tumors are characterized by extensive immune infiltration

Recent studies suggest the importance of immune cells in the progression and treatment of cancer, and we

sought to define the nature of the immune response in the current IBC cohort. Pathological examination of IBC tissues

identified a subset of IBC tumors associated with infiltration of immune or inflammatory cells. To further investigate the

nature of these infiltrates, CD8 (cytotoxic T cell marker) and FOXP3 (T regulatory cell marker) IHC staining was

performed on tissues to characterize T cells populations present in each tumor. Twelve IBC tumors had sufficient tissue

for IHC analysis. Infiltrates stained minimally for FoxP3+ Tregs (Fig. 3A). IHC staining identified the majority of

infiltrating cell populations as CD8+ cytotoxic T cells (Fig. 3B). CD8+ T cells typically localized in associated intra-tumoral

and contiguous peri-tumoral desmoplastic stroma. Each tumor was scored by a pathologist as high CD8+ (infiltrating

cells occupying 5% of tumor area occupied by tumor cells; Fig. 3B) or low CD8+ (infiltrating cells occupying <5% of

tumor area occupied by tumor cells; Fig. 3C). High levels of CD8+ infiltration were observed in 5/12 tumors, and

frequently presented as cell aggregates. Remaining tumors generally displayed low levels of single cell spreads of CD8+

cells across tissues, which was further confirmed by image analysis of average size of cellular aggregates in each tissue

(Table 1).

CD8+ immune infiltrates may serve as an important immune regulator of tumor growth, but tumor or infiltrating

cells may express immune checkpoint inhibitors that prevent the activation of a tumor targeting immune response.

Negative regulation of CD8+ T cells may explain the high level of CD8+ TILs at the periphery of IBC tumors (Fig. 3D).

Recent studies highlight the importance of PD-L1 (Programmed cell Death receptor-Ligand 1) mediated immune

resistance in tumor progression. This immune checkpoint signaling molecule inhibits T-cell activation and its expression

has been previously reported in both tumor and infiltrating immune cells. In order to explore the possible role of PD-L1

in IBC, we IHC stained IBC tissues for PD-L1 (Fig. 3D, 3E). Evaluation of PD-L1 staining demonstrated low-intensity tumor

cell staining in 3/12 tumors studied and high-intensity tumor cell staining in 1/12 tumors (Fig. 3F). Notably all immune

on June 11, 2020. © 2016 American Association for Cancer Research. mct.aacrjournals.org Downloaded from

Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited. Author Manuscript Published OnlineFirst on April 19, 2016; DOI: 10.1158/1535-7163.MCT-15-0353

Page 11: Genomic and immunological tumor profiling identifies ... · Breast cancer is the second most common cancer in women. Inflammatory breast cancer (IBC) is the most aggressive and lethal

11

cell infiltrates stained positively for PD-L1 (Fig. 3F). Intensity of PD-L1 staining on immune infiltrates was generally high

with IHC scores typically ranging from 2+ to 3+ (Fig. 3D).

Mutation rates correlate with extent of immune cell infiltration in IBC

In order to further understand the differences in levels of immune cell infiltration between IBC tumors, NGS data

was analyzed in tumors with high and low levels of immune infiltrate (Due to limited tissue availability 12 of 19 IBC

samples were available for IHC analysis). Notably, somatic mutation rates were significantly higher in high infiltration vs

low infiltration tumors (Fig. 4A, p<0.05). We rationalized that this correlation between somatic mutation rate and

immune cell infiltration may be related to the exposure of tumor neo-antigens to the immune system. We next

proposed that a score (iScore) that combines the somatic mutation rate and average mutant allele frequency may better

represent the level and variability of neo-antigens throughout the bulk of the tumor. The iScore is calculated by

multiplying the average mutant allele frequency by the total number of somatic mutations in the tumor. Comparison of

iScores between high infiltration and low infiltration tumors demonstrated high significance in the association between

levels of CD8+ infiltration and iScore in IBC tumors (Fig. 4B, p<0.01), suggesting that the iScore may be a reliable NGS-

based estimate of immune infiltrate in IBC tumors. It is noteworthy that, when compared to the somatic mutation rate

alone (Fig. 4A), the iScore more significantly distinguishes tumors with either high or low levels of CD8+ cell infiltration

(Fig. 4B).

NGS data reveals that more than 90% of IBC tumors harbor mutations in genes that contribute to “Genome

Stability & DNA repair” (Fig. 1D). We proposed that alterations in DNA repair pathways may explain the variations in

somatic mutation rates among IBC tumors (ranging from 6-78 mutations/megabase; Supplementary Table S3C).

Interestingly, 43% of IBC tumors possess alterations in at least one gene in the DNA mismatch repair (MMR) pathway

(Fig. 5). Tumors with higher somatic mutation rates typically were associated with more frequent alterations in MMR

genes and often harbored multiple mutations in the MMR pathway (Fig. 5). NGS revealed mutations in the following

MMR pathway members: PMS2 (nonsynonymous mutations), MSH2 (nonsynonymous mutations), MSH6 (nonsense

mutation and frameshift), and MLH1 (nonsense mutation). It is noteworthy that specific IBC mutations in MSH2 and

PMS2 have also been reported in an inherited disorder, Lynch syndrome, which is linked to higher rates of colon

cancer(23) and characterized by mutations in the DNA MMR pathway(24). In addition, alterations in epigenetic

on June 11, 2020. © 2016 American Association for Cancer Research. mct.aacrjournals.org Downloaded from

Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited. Author Manuscript Published OnlineFirst on April 19, 2016; DOI: 10.1158/1535-7163.MCT-15-0353

Page 12: Genomic and immunological tumor profiling identifies ... · Breast cancer is the second most common cancer in women. Inflammatory breast cancer (IBC) is the most aggressive and lethal

12

signaling pathways may contribute to MMR in IBC. The chromatin remodeling genes ARID1A and ARID1B also have a

role in DNA MMR(25). Genetic alterations in either ARID1A or ARID1B are found in 6 of 19 IBC tumors (Fig. 5), indicating

that aberrant epigenetic signaling may disrupt DNA repair and ultimately contribute to IBC progression. It is noteworthy

that ARID1A variants occur in 26% of the current IBC cohort, whereas only 2% of non-IBC tumors harbor mutations in

ARID1A(16).

In IBC samples, nonsense mutations and frameshifts in MMR genes are likely to disrupt the function of a wild-

type protein, however, nonsynonymous mutations may also disrupt protein function. For example, the nonsynonymous

PMS2 mutation (D575G) which occurred in one IBC sample is located within a protein domain (“level” domain) which

interacts with MSH6 and is important to PMS2 function(26). The functional characterization of IBC variants in MMR

genes warrants further study. Albeit a limited size IBC tumor cohort, high immune cell infiltration positively correlates

with the presence of MMR gene alterations in comparison to IBCs with low immune cell infiltration (Fig. 3C).

DISCUSSION

In this study, we performed targeted NGS to profile a panel of 208 cancer-associated genes in 19 IBC tumors.

Although the current study is based on a small cohort, the targeted exome analysis provides compelling evidence that

specific biologic pathways and somatic variants may influence IBC tumorigenesis and the concomitant immune

response. The genomic profiling may also provide a clinically relevant means to stratify patients into cohorts that may

benefit from targeted therapeutics.

NGS data reveals somatic alterations in pathways that regulate HER/PI3K signaling, chromatin modification, and

DNA repair in IBC. The biologic significance of these pathways is supported by independent studies demonstrating that

PI3K, HER2, and DNA repair genes are altered in IBC tumors(27). In our cohort, the most abundant somatic alterations

occur in genes that contribute to HER/PI3K/mTOR signaling, and IHC indicates that downstream effector pathways are

active in a majority of IBC tumors.

Our data identifies frequent HER2 amplification and the occurrence of HER3 point mutations and truncations in

IBC tumors. HER2 and HER3 form a heterodimer upon ligand binding that leads to the formation of a phosphorylated

HER2/HER3 heterodimer with potent oncogenic signaling capabilities(28). HER2 expression is necessary for downstream

events in mutant HER3 oncogenic signaling(17) and the co-expression of HER2/HER3 is a common event in breast

on June 11, 2020. © 2016 American Association for Cancer Research. mct.aacrjournals.org Downloaded from

Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited. Author Manuscript Published OnlineFirst on April 19, 2016; DOI: 10.1158/1535-7163.MCT-15-0353

Page 13: Genomic and immunological tumor profiling identifies ... · Breast cancer is the second most common cancer in women. Inflammatory breast cancer (IBC) is the most aggressive and lethal

13

cancer(29). Notably, HER3 is altered in 26% of IBC tumors, which is higher than the HER3 mutation rates reported in

other tumors (1-12%)(17, 22). Variants typically occurred in known mutational hotspot regions in the kinase and

extracellular domains of HER3 and frequently co-occurred with HER2 amplification. In our study, tumors harboring HER3

mutations were associated with higher levels of tumoral expression of phosphorylated HER3, which provides further

evidence that HER3 mutation may be associated with constitutive HER3 activation in IBC. Other studies have

demonstrated that somatic HER3 mutations may promote ligand-independent oncogenic signaling and increased

sensitivity to HER3 targeted therapies (17). Cell line studies also suggest a role for mutant HER3 in IBC. siRNA-mediated

knockdown of HER3 decreased proliferation and reduced phospho-S6 expression in the HER3 mutant/HER2 amplified

breast cancer cell line (AU565) but not in the HER3 wild-type/HER2 amplified BT474. This may indicate that HER3

dependence varies between genetically distinct breast cancer cells, however; further investigation is needed to explore

the mechanistic role of HER3 mutation in IBC and other cancers. Taken together, the co-occurrence of HER2

amplification and HER3 mutations may contribute to the oncogenic HER2/HER3 signaling in IBC tumors and have

implications for treatment with HER targeted therapies.

Clinical responses to a small molecule HER2 inhibitor (lapatinib) and HER2 targeted antibodies (trastuzumab and

pertuzumab) have been demonstrated in HER2 amplified IBC tumors(30, 31). However, HER2 blockade can promote the

upregulation of HER3, which compensates for impaired HER2 signaling, and promotes downstream activation of the PI3K

pathway(32). Trastuzumab treatment is recommended for HER2-positive IBC(13), but IBC tumors commonly acquire

resistance to HER2 therapy(33). As demonstrated in prior studies, aberrant HER3 activity, including HER3 mutation, may

contribute to anti-HER2 therapeutic resistance, and thus the combination of HER2 and HER3 inhibitors/antibodies may

be required to disrupt downstream oncogenic signaling in IBC tumors(32). HER3-targeted therapies (Patritumab and

LJM716) are currently in clinical development(34) and prior studies have demonstrated that these drugs may be

effective in combination with HER2 therapies(17, 34). The high frequency of HER3 mutations in IBC supports further

investigation of the efficacy of HER3 targeted drugs in this cancer.

PIK3CA, a kinase that functions downstream of HER and other oncogenes, plays a role in proliferation and cell

survival and is frequently mutated in breast cancer. NGS analysis identifies frequent variants in the PI3K pathway

including PIK3CA hotspot mutations and predicted loss of function mutations in TSC1 and TSC2 tumor suppressors. The

activity of mTOR is negatively regulated by the tumor suppressor proteins TSC1 and TSC2. Given the abundant mTOR

on June 11, 2020. © 2016 American Association for Cancer Research. mct.aacrjournals.org Downloaded from

Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited. Author Manuscript Published OnlineFirst on April 19, 2016; DOI: 10.1158/1535-7163.MCT-15-0353

Page 14: Genomic and immunological tumor profiling identifies ... · Breast cancer is the second most common cancer in women. Inflammatory breast cancer (IBC) is the most aggressive and lethal

14

activity and frequent alterations in the pathway, IBCs may benefit from targeted disruption of PI3K/mTOR activity. The

potential benefit of an mTOR-targeted therapy was demonstrated by the BOLERO-3 trial, in which the mTOR inhibitor,

everolimus, was shown to provide a clinical benefit in the treatment of trastuzumab-resistant, HER2-positive breast

cancer(35). While PIK3CA activating-mutations are associated with better response to PI3K targeted therapies, they are

also associated with a poor response to HER2-targeted therapies in breast cancer(36), raising the possibility that PIK3CA

status should be taken into account with respect to the effectiveness of HER-targeted therapies in IBC. Conversely, the

HER2/HER3 status may impact the efficacy of PI3K inhibitors. For example, the PI3K-inihibitor, XL147, inhibits cell

growth in wild-type HER2 breast cancer cells, but not in HER2-amplified breast cancer cells(37). HER-2 amplified breast

cancer cells became susceptible to XL147 following the knockdown of HER3 or adjuvant treatment with trastuzumab or

lapatinib(37). Collectively, the interplay of genetically altered cancer pathways raises important considerations for

treatment of IBC and other cancers.

The majority of IBC tumors harbor mutations in genes that contribute to genome stability and DNA repair.

Genetic alterations in DNA repair pathways may disrupt the fidelity of DNA repair and thus contribute to the

development and progression of IBC. Notably, in our study, we have detected frequent alterations in the MMR pathway

in IBC tumors that correlate with higher somatic mutation rates and greater levels of immune infiltration. The

occurrence of MMR gene variants in IBC has not been previously reported and thus the role that these genetic

alterations play in IBC progression is less clear. In Lynch syndrome, a hereditary syndrome associated with high rates of

colorectal cancer development, somatic variants in DNA MMR genes (PMS2, MSH2, MSH6, and MLH1) leads to

microsatellite instability (MSI)(24). Prior studies have also identified that MSI is associated with elevated TIL levels that

may be related to the neoantigens that arise from errors in MMR(38). Furthermore, high somatic mutation rates have

also been linked to higher tumor antigenicity in other cancers through the production of immune-response-eliciting

neoantigens(39). Somatic mutations play a significant role in neoantigen production that triggers a T-cell response(40).

Alterations in the MMR pathway are typically associated with the generation of frequent somatic point and frameshift

mutations that may disrupt protein function and create immunogenic neoantigens(39). It is tempting to speculate that

alterations in the MMR pathway in IBC may have similar links to somatic mutation rate and levels of immune infiltration,

however, further mechanistic studies are required to support this hypothesis.

on June 11, 2020. © 2016 American Association for Cancer Research. mct.aacrjournals.org Downloaded from

Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited. Author Manuscript Published OnlineFirst on April 19, 2016; DOI: 10.1158/1535-7163.MCT-15-0353

Page 15: Genomic and immunological tumor profiling identifies ... · Breast cancer is the second most common cancer in women. Inflammatory breast cancer (IBC) is the most aggressive and lethal

15

To further characterize immunogenicity in IBC, we developed an NGS-based estimate of antigen exposure, the

iScore. The iScore takes into account both the somatic mutation rate and average mutant allele frequency for each

individual tumor. The iScore more significantly characterized TIL levels than somatic mutation rates alone, which

suggests that mutant allele frequency may be an important factor for the estimation of tumor antigenicity and TIL levels.

Since somatic mutations contribute to neoantigen production and a TIL response, the average mutant allele frequency

of the somatic mutations may serve as a quantitative measure of neoantigen exposure and the subsequent TIL

response(39). Furthermore, incorporation of mutant allele frequency accounts for the prevalence of DNA variants

throughout the bulk of the tumor. The importance of TILs in breast cancer is highlighted by an analysis of breast cancer

stroma that reveals a correlation between a favorable prognosis and the expression of CD8+ T cell-related genes(41). In

addition, a cohort analysis of breast cancer patients revealed a positive correlation between CD8+ T cell density and

improved clinical outcome(42, 43). While the iScore is significantly associated with TIL infiltration in IBC tumors, there

are also many other factors that may play a role in controlling this process and as such further multivariate analysis is

required in a larger cohort to better characterize this relationship.

TILs may disrupt tumor progression in IBC, but an optimal anti-tumor response requires the presence of

functional T-cells. TILs are often in a state of T-cell exhaustion, a T-cell phenotype that is defined by poor effector

function(44). T-cell exhaustion is typically associated with the expression of immune checkpoint inhibitors, such as PD-L1

on tumor cells and/or TILs(45, 46). Within the context of the breast cancer microenvironment, upregulation of PD-L1

may contribute to immune evasion(47). High levels of PD-L1, detected in tumors in this study, may negatively regulate T

cells thus preventing the activation and migration of CD8+ T cells into the tumor. The presence of CD8+ T-cells is a

strong predictor of response to anti-PD-L1 therapy(48), and PD-L1 expression is also predictive of a clinical response to

anti-PD-L1 therapies(46, 49). It is noteworthy that a response to PD-L1 therapy is strongly associated with immune cell

PD-L1 expression, which is characteristic of IBC rather than tumor cell PD-L1 expression(49). Based on clinical relevance

of immune checkpoint therapy in tumors with high levels of TILs and PD-L1(46, 49), TIL/PD-L1 positive IBC tumors may

be suitable for anti-PD-L1 therapies. A therapeutic PD-L1 blockade may reverse T-cell exhaustion, and may also promote

the interferon-gamma-mediated recruitment of additional T-cells at the tumor site(50).

In summary, comprehensive tumor profiling identifies somatic variants and other factors that may influence IBC

tumorigenesis, the concomitant immune response, and subsequent avenues for therapeutic intervention. A HER2-

on June 11, 2020. © 2016 American Association for Cancer Research. mct.aacrjournals.org Downloaded from

Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited. Author Manuscript Published OnlineFirst on April 19, 2016; DOI: 10.1158/1535-7163.MCT-15-0353

Page 16: Genomic and immunological tumor profiling identifies ... · Breast cancer is the second most common cancer in women. Inflammatory breast cancer (IBC) is the most aggressive and lethal

16

amplified/HER3-mutant IBC genotype may promote cell proliferation through the downstream activation of the

PI3K/mTOR pathway, which suggests that HER-targeted therapies in combination with other HER/PI3K/mTOR therapies

should be further explored in IBC treatment. The iScore may serve as a surrogate biomarker of neo-antigen exposure to

the immune system. The iScore may also be a useful tool to predict neoantigen exposure in other tumor types,

however, a larger cohort of patients will be necessary to determine the clinical utility of the iScore in IBC and other

tumors. Given the robust immune component of IBC, the presence of PD-L1-positive IBC immune infiltrate suggests

that IBCs may benefit from therapies that disrupt PD-L1 signaling. Clinical studies will be required to further understand

the implications of each tumor background with respect to the proposed treatment options. Overall this study

highlights the importance of comprehensive tumor profiling that incorporates genomics, immunological analysis, and

other approaches to provide greater insight into the ideal strategy for personalized treatment in IBC and other cancers.

REFERENCES: 1. Fouad TM, Kogawa T, Reuben JM, Ueno NT. The role of inflammation in inflammatory breast cancer. Adv Exp Med Biol. 2014;816:53-73. 2. Mohamed MM, Al-Raawi D, Sabet SF, El-Shinawi M. Inflammatory breast cancer: New factors contribute to disease etiology: A review. Journal of Advanced Research. 2014;5:525-36. 3. Schlichting JA, Soliman AS, Schairer C, Schottenfeld D, Merajver SD. Inflammatory and non-inflammatory breast cancer survival by socioeconomic position in the Surveillance, Epidemiology, and End Results database, 1990-2008. Breast cancer research and treatment. 2012;134:1257-68. 4. Matro JM, Li T, Cristofanilli M, Hughes ME, Ottesen RA, Weeks JC, et al. Inflammatory Breast Cancer Management in the National Comprehensive Cancer Network: The Disease, Recurrence Pattern, and Outcome. Clin Breast Cancer. 2015; Feb;15:1-7. 5. Van Laere SJ, Van der Auwera I, Van den Eynden GG, Elst HJ, Weyler J, Harris AL, et al. Nuclear factor-kappaB signature of inflammatory breast cancer by cDNA microarray validated by quantitative real-time reverse transcription-PCR, immunohistochemistry, and nuclear factor-kappaB DNA-binding. Clinical cancer research : an official journal of the American Association for Cancer Research. 2006;12:3249-56. 6. Kuroda H, Tamaru J, Sakamoto G, Ohnisi K, Itoyama S. Immunophenotype of lymphocytic infiltration in medullary carcinoma of the breast. Virchows Archiv : an international journal of pathology. 2005;446:10-4. 7. Hamid O, Robert C, Daud A, Hodi FS, Hwu WJ, Kefford R, et al. Safety and tumor responses with lambrolizumab (anti-PD-1) in melanoma. The New England journal of medicine. 2013;369:134-44. 8. Robertson FM, Bondy M, Yang W, Yamauchi H, Wiggins S, Kamrudin S, et al. Inflammatory breast cancer: the disease, the biology, the treatment. CA Cancer J Clin. 2010;60:351-75. 9. Hurley J, Doliny P, Reis I, Silva O, Gomez-Fernandez C, Velez P, et al. Docetaxel, cisplatin, and trastuzumab as primary systemic therapy for human epidermal growth factor receptor 2-positive locally advanced breast cancer. Journal of clinical oncology : official journal of the American Society of Clinical Oncology. 2006;24:1831-8. 10. Van Laere S, Van der Auwera I, Van den Eynden GG, Fox SB, Bianchi F, Harris AL, et al. Distinct molecular signature of inflammatory breast cancer by cDNA microarray analysis. Breast cancer research and treatment. 2005;93:237-46. 11. Guerin M, Gabillot M, Mathieu MC, Travagli JP, Spielmann M, Andrieu N, et al. Structure and expression of c-erbB-2 and EGF receptor genes in inflammatory and non-inflammatory breast cancer: prognostic significance. International journal of cancer Journal international du cancer. 1989;43:201-8.

on June 11, 2020. © 2016 American Association for Cancer Research. mct.aacrjournals.org Downloaded from

Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited. Author Manuscript Published OnlineFirst on April 19, 2016; DOI: 10.1158/1535-7163.MCT-15-0353

Page 17: Genomic and immunological tumor profiling identifies ... · Breast cancer is the second most common cancer in women. Inflammatory breast cancer (IBC) is the most aggressive and lethal

17

12. Van Laere SJ, Ueno NT, Finetti P, Vermeulen P, Lucci A, Robertson FM, et al. Uncovering the molecular secrets of inflammatory breast cancer biology: an integrated analysis of three distinct affymetrix gene expression datasets. Clinical cancer research : an official journal of the American Association for Cancer Research. 2013;19:4685-96. 13. Dawood S, Merajver SD, Viens P, Vermeulen PB, Swain SM, Buchholz TA, et al. International expert panel on inflammatory breast cancer: consensus statement for standardized diagnosis and treatment. Annals of oncology : official journal of the European Society for Medical Oncology / ESMO. 2011;22:515-23. 14. Li M, Zhang Z, Li X, Ye J, Wu X, Tan Z, et al. Whole-exome and targeted gene sequencing of gallbladder carcinoma identifies recurrent mutations in the ErbB pathway. Nature genetics. 2014;46:872-6. 15. Andre F, Bachelot T, Commo F, Campone M, Arnedos M, Dieras V, et al. Comparative genomic hybridisation array and DNA sequencing to direct treatment of metastatic breast cancer: a multicentre, prospective trial (SAFIR01/UNICANCER). The Lancet Oncology. 2014;15:267-74. 16. Kandoth C, McLellan MD, Vandin F, Ye K, Niu B, Lu C, et al. Mutational landscape and significance across 12 major cancer types. Nature. 2013;502:333-9. 17. Jaiswal BS, Kljavin NM, Stawiski EW, Chan E, Parikh C, Durinck S, et al. Oncogenic ERBB3 mutations in human cancers. Cancer cell. 2013;23:603-17. 18. Slamon DJ, Godolphin W, Jones LA, Holt JA, Wong SG, Keith DE, et al. Studies of the HER-2/neu proto-oncogene in human breast and ovarian cancer. Science. 1989;244:707-12. 19. Yap TA, Gerlinger M, Futreal PA, Pusztai L, Swanton C. Intratumor heterogeneity: seeing the wood for the trees. Science translational medicine. 2012;4:127ps10. 20. Karakas B, Bachman KE, Park BH. Mutation of the PIK3CA oncogene in human cancers. British journal of cancer. 2006;94:455-9. 21. Van Laere SJ, Van den Eynden GG, Van der Auwera I, Vandenberghe M, van Dam P, Van Marck EA, et al. Identification of cell-of-origin breast tumor subtypes in inflammatory breast cancer by gene expression profiling. Breast cancer research and treatment. 2006;95:243-55. 22. Kan Z, Jaiswal BS, Stinson J, Janakiraman V, Bhatt D, Stern HM, et al. Diverse somatic mutation patterns and pathway alterations in human cancers. Nature. 2010;466:869-73. 23. Wang Q, Lasset C, Desseigne F, Saurin JC, Maugard C, Navarro C, et al. Prevalence of germline mutations of hMLH1, hMSH2, hPMS1, hPMS2, and hMSH6 genes in 75 French kindreds with nonpolyposis colorectal cancer. Human genetics. 1999;105:79-85. 24. Vilar E, Gruber SB. Microsatellite instability in colorectal cancer-the stable evidence. Nature reviews Clinical oncology. 2010;7:153-62. 25. Watanabe R, Ui A, Kanno S, Ogiwara H, Nagase T, Kohno T, et al. SWI/SNF factors required for cellular resistance to DNA damage include ARID1A and ARID1B and show interdependent protein stability. Cancer research. 2014;74:2465-75. 26. Lutzen A, de Wind N, Georgijevic D, Nielsen FC, Rasmussen LJ. Functional analysis of HNPCC-related missense mutations in MSH2. Mutation research. 2008;645:44-55. 27. Bertucci F, Finetti P, Vermeulen P, Van Dam P, Dirix L, Birnbaum D, et al. Genomic profiling of inflammatory breast cancer: a review. Breast. 2014;23:538-45. 28. Holbro T, Beerli RR, Maurer F, Koziczak M, Barbas CF, 3rd, Hynes NE. The ErbB2/ErbB3 heterodimer functions as an oncogenic unit: ErbB2 requires ErbB3 to drive breast tumor cell proliferation. Proceedings of the National Academy of Sciences of the United States of America. 2003;100:8933-8. 29. Bieche I, Onody P, Tozlu S, Driouch K, Vidaud M, Lidereau R. Prognostic value of ERBB family mRNA expression in breast carcinomas. International journal of cancer Journal international du cancer. 2003;106:758-65. 30. Dawood S, Ueno NT, Cristofanilli M. The medical treatment of inflammatory breast cancer. Seminars in oncology. 2008;35:64-71. 31. Gianni L, Pienkowski T, Im YH, Roman L, Tseng LM, Liu MC, et al. Efficacy and safety of neoadjuvant pertuzumab and trastuzumab in women with locally advanced, inflammatory, or early HER2-positive breast cancer (NeoSphere): a randomised multicentre, open-label, phase 2 trial. The Lancet Oncology. 2012;13:25-32. 32. Garrett JT, Olivares MG, Rinehart C, Granja-Ingram ND, Sanchez V, Chakrabarty A, et al. Transcriptional and posttranslational up-regulation of HER3 (ErbB3) compensates for inhibition of the HER2 tyrosine kinase. Proceedings of the National Academy of Sciences of the United States of America. 2011;108:5021-6.

on June 11, 2020. © 2016 American Association for Cancer Research. mct.aacrjournals.org Downloaded from

Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited. Author Manuscript Published OnlineFirst on April 19, 2016; DOI: 10.1158/1535-7163.MCT-15-0353

Page 18: Genomic and immunological tumor profiling identifies ... · Breast cancer is the second most common cancer in women. Inflammatory breast cancer (IBC) is the most aggressive and lethal

18

33. Aird KM, Ghanayem RB, Peplinski S, Lyerly HK, Devi GR. X-linked inhibitor of apoptosis protein inhibits apoptosis in inflammatory breast cancer cells with acquired resistance to an ErbB1/2 tyrosine kinase inhibitor. Molecular cancer therapeutics. 2010;9:1432-42. 34. Gala K, Chandarlapaty S. Molecular pathways: HER3 targeted therapy. Clinical cancer research : an official journal of the American Association for Cancer Research. 2014;20:1410-6. 35. Andre F, O'Regan R, Ozguroglu M, Toi M, Xu B, Jerusalem G, et al. Everolimus for women with trastuzumab-resistant, HER2-positive, advanced breast cancer (BOLERO-3): a randomised, double-blind, placebo-controlled phase 3 trial. The Lancet Oncology. 2014;15:580-91. 36. Majewski IJ, Nuciforo P, Mittempergher L, Bosma AJ, Eidtmann H, Holmes E, et al. PIK3CA Mutations Are Associated With Decreased Benefit to Neoadjuvant Human Epidermal Growth Factor Receptor 2-Targeted Therapies in Breast Cancer. Journal of clinical oncology : official journal of the American Society of Clinical Oncology. 2015. 37. Chakrabarty A, Sanchez V, Kuba MG, Rinehart C, Arteaga CL. Feedback upregulation of HER3 (ErbB3) expression and activity attenuates antitumor effect of PI3K inhibitors. Proceedings of the National Academy of Sciences of the United States of America. 2012;109:2718-23. 38. Drescher KM, Sharma P, Lynch HT. Current hypotheses on how microsatellite instability leads to enhanced survival of Lynch Syndrome patients. Clinical & developmental immunology. 2010;2010:170432. 39. Schwitalle Y, Kloor M, Eiermann S, Linnebacher M, Kienle P, Knaebel HP, et al. Immune response against frameshift-induced neopeptides in HNPCC patients and healthy HNPCC mutation carriers. Gastroenterology. 2008;134:988-97. 40. Robbins PF, Lu YC, El-Gamil M, Li YF, Gross C, Gartner J, et al. Mining exomic sequencing data to identify mutated antigens recognized by adoptively transferred tumor-reactive T cells. Nature medicine. 2013;19:747-52. 41. Finak G, Bertos N, Pepin F, Sadekova S, Souleimanova M, Zhao H, et al. Stromal gene expression predicts clinical outcome in breast cancer. Nature medicine. 2008;14:518-27. 42. Mahmoud SM, Paish EC, Powe DG, Macmillan RD, Grainge MJ, Lee AH, et al. Tumor-infiltrating CD8+ lymphocytes predict clinical outcome in breast cancer. Journal of clinical oncology : official journal of the American Society of Clinical Oncology. 2011;29:1949-55. 43. Mouawad R, Spano JP, Khayat D. Lymphocyte infiltration in breast cancer: a key prognostic factor that should not be ignored. Journal of clinical oncology : official journal of the American Society of Clinical Oncology. 2011;29:1935-6. 44. Wherry EJ. T cell exhaustion. Nat Immunol. 2011;12:492-9. 45. Blank C, Mackensen A. Contribution of the PD-L1/PD-1 pathway to T-cell exhaustion: an update on implications for chronic infections and tumor evasion. Cancer immunology, immunotherapy : CII. 2007;56:739-45. 46. Herbst RS, Soria JC, Kowanetz M, Fine GD, Hamid O, Gordon MS, et al. Predictive correlates of response to the anti-PD-L1 antibody MPDL3280A in cancer patients. Nature. 2014;515:563-7. 47. Janakiram M, Abadi YM, Sparano JA, Zang X. T cell coinhibition and immunotherapy in human breast cancer. Discovery medicine. 2012;14:229-36. 48. Tumeh PC, Harview CL, Yearley JH, Shintaku IP, Taylor EJ, Robert L, et al. PD-1 blockade induces responses by inhibiting adaptive immune resistance. Nature. 2014;515:568-71. 49. Powles T, Eder JP, Fine GD, Braiteh FS, Loriot Y, Cruz C, et al. MPDL3280A (anti-PD-L1) treatment leads to clinical activity in metastatic bladder cancer. Nature. 2014;515:558-62. 50. Peng W, Liu C, Xu C, Lou Y, Chen J, Yang Y, et al. PD-1 blockade enhances T-cell migration to tumors by elevating IFN-gamma inducible chemokines. Cancer research. 2012;72:5209-18.

on June 11, 2020. © 2016 American Association for Cancer Research. mct.aacrjournals.org Downloaded from

Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited. Author Manuscript Published OnlineFirst on April 19, 2016; DOI: 10.1158/1535-7163.MCT-15-0353

Page 19: Genomic and immunological tumor profiling identifies ... · Breast cancer is the second most common cancer in women. Inflammatory breast cancer (IBC) is the most aggressive and lethal

Table 1

Sample ID

S012

-157

9

S012

-756

S012

-446

9

S011

-455

8

S012

-351

S012

-85A

S012

-803

0

S011

-416

0

S011

-244

9

S011

-547

5

S011

-337

8

S011

-650

6

Average Area of CD8+ Regions (mm2) 4.4 7.3 14 24 13 6 1 1 0 2 1 1

Pathologist Score H H H H H L L L L L L LAggregates Y Y Y Y Y N N N N N N N

High TILs Low TILs

on June 11, 2020. © 2016 American Association for Cancer Research. mct.aacrjournals.org Downloaded from

Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited. Author Manuscript Published OnlineFirst on April 19, 2016; DOI: 10.1158/1535-7163.MCT-15-0353

Page 20: Genomic and immunological tumor profiling identifies ... · Breast cancer is the second most common cancer in women. Inflammatory breast cancer (IBC) is the most aggressive and lethal

FIGURE LEGENDS

Figure 1. A

B

C

TP53

TP53 D

Figure 2. A

B

C

D HER3

HER2 HER3 E

on June 11, 2020. © 2016 American Association for Cancer Research. mct.aacrjournals.org Downloaded from

Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited. Author Manuscript Published OnlineFirst on April 19, 2016; DOI: 10.1158/1535-7163.MCT-15-0353

Page 21: Genomic and immunological tumor profiling identifies ... · Breast cancer is the second most common cancer in women. Inflammatory breast cancer (IBC) is the most aggressive and lethal

HER2 HER3

Figure 3. A

B

C

D

E F

Figure 4 A

B

Figure 5.

on June 11, 2020. © 2016 American Association for Cancer Research. mct.aacrjournals.org Downloaded from

Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited. Author Manuscript Published OnlineFirst on April 19, 2016; DOI: 10.1158/1535-7163.MCT-15-0353

Page 22: Genomic and immunological tumor profiling identifies ... · Breast cancer is the second most common cancer in women. Inflammatory breast cancer (IBC) is the most aggressive and lethal

A

10X 20XC

Gene Symbol

Var

ient

Alle

le F

requ

ency

(%)

TP53

EGFR

PMS2 AR

TSC

2B

LMC

DH

1B

RC

A2

ERC

C3

AXIN

1N

OTC

H4

APC

SMAD

4A

SXL1

ATM

PIK

3CA

INSR

SETD

2ER

BB

3C

ASP

8TS

C1

AR

ID1A

AR

ID1B KIT

MSH

2TE

T2FA

NC

AB

CO

RC

DK

4EZ

H2

FBXW

7IG

F2R

CR

EBB

PPB

RM

1JA

K2

AK

T3M

TOR

JAK

1M

ETM

LLIG

F1R

CB

LC

TNN

B1

NO

TCH

2

0

20

40

60

80

100

TP53

EGFR

PMS2

AR

TSC2

BLM

CDH

1BR

CA2

ERCC

3A

XIN

1

APC

NO

TCH

4

SMA

D4

ASX

L1AT

MPI

K3CA

INSR

SETD

2ER

BB3

CASP

8TS

C1

ARI

D1B

ARI

D1A

KIT

MSH

2TE

T2FA

NCA

BCO

RCD

K4EZ

H2

FBXW

7IG

F2R

CREB

BPPB

RM1

JAK2

AKT

3M

TOR

JAK1

MET

MLL

IGF1

RCB

LC

TNN

B1N

OTC

H2

0

20

80

100

Varia

nt A

llele

Fre

quen

cy (%

)

40

60

Gene Symbol

Genomic Variation in Core Pathways

Perc

enta

ge o

f IBC

Tum

ors

Genomic Stability &

DNA Repair

PI3K Pathway

Chromatin HER Signaling

Other RTK & Receptors

Notch APC / WNT

100

9080706050

403020100

D

NonsenseSplice variantFrameshift

Nonsynonymous

In-frame deletion

HER Signaling53%26%16%16%26%

16%16%

16%16%

16%16%16%16%

16%16%

26%

26%

16%26%

21%

21%

21%

21%21%16%16%16%16%

21%21%

21%16%16%16%16%

16%16%16%16%

21%

21%16%16%

58%37%

37%

ERBB2ERBB3EGFRCBL

TSC1PIK3CATSC2MTORAKT3CBL

TP53ATM

BRCA2PMS2BLM

FANCAMSH2ERCC3

APCAXIN1

CTNNB1FBXW7

NOTCH2NOTCH4PBRM1

ARID1AMLL

EZH2ARID1BSETD2TET2KIT

FGFR2GRIN2AIGF2RIGF1RINSRMETAR

CREBBPBCORCDK4SMAD4JAK1JAK2MYCCell Cycle / Apoptosis

Receptor Signaling

Transcriptional Regulation

Other RTK & Receptors

Chromatin Modification

NOTCH

APC/WNT

Genomic Stability & DNA

Repair

PI3K Pathway

Gene

B

S012

-157

9S0

12-7

56S0

11-4

588

S011

-734

7S0

12-4

469

S101

-521

5RM

510-

8268

S012

-571

5S0

12-8

5AS0

11-8

72S0

12-8

030

S011

-458

8S0

11-4

160

S012

-351

S011

-244

9S0

11-5

475

S011

-337

8C0

12-2

518

S011

-650

6%

of T

umor

s With

Va

riant

Alle

le

Figure 1

on June 11, 2020. © 2016 American Association for Cancer Research. mct.aacrjournals.org Downloaded from

Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited. Author Manuscript Published OnlineFirst on April 19, 2016; DOI: 10.1158/1535-7163.MCT-15-0353

Page 23: Genomic and immunological tumor profiling identifies ... · Breast cancer is the second most common cancer in women. Inflammatory breast cancer (IBC) is the most aggressive and lethal

A

P

PPP

P

PP

PPP

P

P

RAS p85 PDK1PIP3

AKT PPP

PTEN

p85 PIK3CG

TSC2P

RICTORmTOR

P

RAPTORmTOR

PFKBP12

4E-BP1 S6K

eIF-4E S6

P P

P

mTORC1

mTORC2

ERBB (HER) Family Receptors

}

}0-10%11-20%21-30%31-40%41-50%51-60%

Extracellular RegionCytoplasm

Frequency of Tumors Harboring an Allelic Variant of a Particular Gene

Phospho-S6 Postive (3+): 95% IBC Tumors

PIK3CA

TSC1

I II III IV TKD SDNH2 COOH20 190 309 500 643 664 709 966 1342

261

Q>X

297

D>Y

335

S>F

392

E>D

919

E>X

Hotspot Region Hotspot Region

BHER3 (ERBB3)

C pHER3

D

Path

olog

ist I

HC

Scor

e (p

HER

3/pE

RBB3

)

HER3 Mutant

HER3 Wild-type

*

HER2

3+

2+

1+

S012

-351

S012

-157

9

S012

-458

8

S012

-756

S012

-416

0

S011

-547

5

S012

-85A

S011

-650

6

S012

-571

5

S012

-446

9

S011

-337

8

S011

-244

9

S011

-734

7

C012

-251

8

S011

-455

8

S012

-803

0

Phosphorylated HER3 Levels in IBC Tumors E

100

80

60

40

20

0AU565

Scrambled siRNA

AU656 siRNA ERBB3

BT474 Scrambled

siRNA

BT474 siRNA ERBB3

Proliferation: 72hrs Post-Transfection of HER3-SiRNA

Perc

enta

ge

Cel

l Co

un

t o

f siR

NA

Co

ntr

ol

pERBB3

ERBB3

pS6

S6

GAPDH

pERBB3

ERBB3

pS6

S6

GAPDH

AU565 BT474

Scrambled siRNA

Scrambled siRNA

siRNA ERBB3

siRNA ERBB3

AU565 (HER3 mut; HER2 amp)

BT474 (HER3 wt; HER2 amp)

*

Figure 2

on June 11, 2020. © 2016 American Association for Cancer Research. mct.aacrjournals.org Downloaded from

Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited. Author Manuscript Published OnlineFirst on April 19, 2016; DOI: 10.1158/1535-7163.MCT-15-0353

Page 24: Genomic and immunological tumor profiling identifies ... · Breast cancer is the second most common cancer in women. Inflammatory breast cancer (IBC) is the most aggressive and lethal

FoxP3 CD8 CD8A B C

D PD-L1 Expression: IBC Tumor CellsE

Path

olog

ist S

corin

g of

PD

-L1

Expr

essi

on

3+

2+

1+

PD-L1 Expression in Tumor and Immune Cells

0

High TILs Low TILs

Lymphatic CellsTumor Cells

S012

-351

G

S012

-157

9

S012

-756

S012

-446

9

S011

-455

8

S012

-351

S012

-285

A

S012

-803

0

S011

-416

0

S012

-244

9

S011

-547

5

S011

-337

8

S012

-650

6

Figure 3

on June 11, 2020. © 2016 American Association for Cancer Research. mct.aacrjournals.org Downloaded from

Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited. Author Manuscript Published OnlineFirst on April 19, 2016; DOI: 10.1158/1535-7163.MCT-15-0353

Page 25: Genomic and immunological tumor profiling identifies ... · Breast cancer is the second most common cancer in women. Inflammatory breast cancer (IBC) is the most aggressive and lethal

p=0.0449 p=0.0090

HIGH

TIL

HIGH

TIL

LOW

TILLOW

TIL

Mu

tati

on

Ra

te

iSco

re (

Mu

t R

ate

x A

vg

Fre

q)

100

80

60

40

20

0

800

600

400

200

0

Mutation Rate and TIL Levels iScore and TIL LevelsA B

Figure 4

on June 11, 2020. © 2016 American Association for Cancer Research. mct.aacrjournals.org Downloaded from

Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited. Author Manuscript Published OnlineFirst on April 19, 2016; DOI: 10.1158/1535-7163.MCT-15-0353

Page 26: Genomic and immunological tumor profiling identifies ... · Breast cancer is the second most common cancer in women. Inflammatory breast cancer (IBC) is the most aggressive and lethal

High CD8+ TILs Low CD8+ TILs

TIL Levels Positively Correlate with Alterations in the DNA MMR Genes

NonsenseSplice variantFrameshift

Nonsynonymous

In-frame deletion

S012

-157

9

S012

-756

S012

-446

9

S011

-455

8

S012

-351

S012

-85A

S012

-803

0

S011

-416

0

S011

-244

9

S011

-547

5

S011

-337

8

S011

-650

6

S011

-458

8

PMS2 Non 0 Non 0 Non 0 0 0 0 0 0 0MSH2 0 0 0 0 0 Non 0 Non 0 0 0 0MSH6 NonFram 0 0 0 0 0 0 0 0 0 0MLH1 0 Non 0 0 0 0 0 0 0 0 0 0

ARID1A Non 0 Non 0 0 0 Fram 0 0 0 0 0ARID1B NonSpli 0 0 0 0 0 0 0 0 0 0

Pathologist Score H H H H H L L L L L L L

DNA Mismatch Repair (MMR)

Genes

Pathologist Scoring

D N A M M R / C hro matin

M o dif icat io n

Figure 5

on June 11, 2020. © 2016 American Association for Cancer Research. mct.aacrjournals.org Downloaded from

Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited. Author Manuscript Published OnlineFirst on April 19, 2016; DOI: 10.1158/1535-7163.MCT-15-0353

Page 27: Genomic and immunological tumor profiling identifies ... · Breast cancer is the second most common cancer in women. Inflammatory breast cancer (IBC) is the most aggressive and lethal

Published OnlineFirst April 19, 2016.Mol Cancer Ther   Christopher A Hamm, Diarmuid Moran, Kakuturu Rao, et al.   infiltration in inflammatory breast cancer tumorstargetable pathways and extensive CD8+/PDL1+ immune Genomic and immunological tumor profiling identifies

  Updated version

  10.1158/1535-7163.MCT-15-0353doi:

Access the most recent version of this article at:

  Material

Supplementary

  http://mct.aacrjournals.org/content/suppl/2016/04/19/1535-7163.MCT-15-0353.DC1

Access the most recent supplemental material at:

  Manuscript

Authoredited. Author manuscripts have been peer reviewed and accepted for publication but have not yet been

   

   

   

  E-mail alerts related to this article or journal.Sign up to receive free email-alerts

  Subscriptions

Reprints and

  [email protected] at

To order reprints of this article or to subscribe to the journal, contact the AACR Publications

  Permissions

  Rightslink site. Click on "Request Permissions" which will take you to the Copyright Clearance Center's (CCC)

.http://mct.aacrjournals.org/content/early/2016/04/19/1535-7163.MCT-15-0353To request permission to re-use all or part of this article, use this link

on June 11, 2020. © 2016 American Association for Cancer Research. mct.aacrjournals.org Downloaded from

Author manuscripts have been peer reviewed and accepted for publication but have not yet been edited. Author Manuscript Published OnlineFirst on April 19, 2016; DOI: 10.1158/1535-7163.MCT-15-0353


Top Related