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1.
Cancer Discov ; 13(2): 386-409, 2023 02 06.
Article En | MEDLINE | ID: mdl-36374194

Prioritizing treatments for individual patients with cancer remains challenging, and performing coclinical studies using patient-derived models in real time is often unfeasible. To circumvent these challenges, we introduce OncoLoop, a precision medicine framework that predicts drug sensitivity in human tumors and their preexisting high-fidelity (cognate) model(s) by leveraging drug perturbation profiles. As a proof of concept, we applied OncoLoop to prostate cancer using genetically engineered mouse models (GEMM) that recapitulate a broad spectrum of disease states, including castration-resistant, metastatic, and neuroendocrine prostate cancer. Interrogation of human prostate cancer cohorts by Master Regulator (MR) conservation analysis revealed that most patients with advanced prostate cancer were represented by at least one cognate GEMM-derived tumor (GEMM-DT). Drugs predicted to invert MR activity in patients and their cognate GEMM-DTs were successfully validated in allograft, syngeneic, and patient-derived xenograft (PDX) models of tumors and metastasis. Furthermore, OncoLoop-predicted drugs enhanced the efficacy of clinically relevant drugs, namely, the PD-1 inhibitor nivolumab and the AR inhibitor enzalutamide. SIGNIFICANCE: OncoLoop is a transcriptomic-based experimental and computational framework that can support rapid-turnaround coclinical studies to identify and validate drugs for individual patients, which can then be readily adapted to clinical practice. This framework should be applicable in many cancer contexts for which appropriate models and drug perturbation data are available. This article is highlighted in the In This Issue feature, p. 247.


Prostatic Neoplasms, Castration-Resistant , Male , Mice , Animals , Humans , Prostatic Neoplasms, Castration-Resistant/pathology , Precision Medicine , Androgen Receptor Antagonists , Transcriptome , Gene Expression Profiling , Nitriles , Receptors, Androgen/genetics
2.
Oncol Rep ; 37(5): 2633-2651, 2017 May.
Article En | MEDLINE | ID: mdl-28393194

Metallothioneins (MTs) are a family of low-molecular-weight, cysteine-rich proteins involved in zinc and redox metabolism, that are epigenetically downregulated during colorectal cancer (CRC) progression, but may be re-induced with a variety of agents. Since loss of MT expression is associated with a worse prognosis, in the present study we investigated the effects of overexpression of the most significantly downregulated isoform in CRC, namely MT1G, on the HT-29 cell line. Overexpression of MT1G resulted in xenograft tumors with an aberrant morphology, characterized by an evident increase in mucin-containing cells that were identified as goblet cells under electron microscopy. Immunohistochemical detection of CDX2 and cytokeratin 20 was also increased, as were goblet­cell and enterocyte-specific genes by qRT-PCR. Microarray analysis of gene expression confirmed the alteration of several differentiation signaling pathways, including the Notch pathway. Using sodium butyrate and post-confluent growth as inducers of differentiation, we demonstrated that MT1G does indeed play a functional role in promoting goblet over enterocyte differentiation in vitro. Labile zinc is also induced upon differentiation of CRC cells, functionally contributing to enterocyte over goblet differentiation, as revealed using zinc­specific chelating agents. Overall, our results uncover a new tumor-suppressor activity of MT1G in promoting the differentiation of at least some CRC tumors, and implicate MTs and zinc signaling as new players in colorectal differentiation. This further contributes to the hypothesis that re-induction of MTs may have therapeutic value by diminishing the aggressiveness of CRC tumors.


Metallothionein/metabolism , Animals , Butyric Acid/pharmacology , Cell Differentiation/drug effects , Cell Differentiation/genetics , Gene Expression Regulation, Neoplastic , Genes, Tumor Suppressor , HT29 Cells , Humans , Male , Mice, Nude , Oligonucleotide Array Sequence Analysis , Xenograft Model Antitumor Assays , Zinc/metabolism
3.
Cryobiology ; 67(2): 163-9, 2013 Oct.
Article En | MEDLINE | ID: mdl-23850827

CSF470 vaccine is a mixture of four lethally irradiated melanoma cell lines, administered with BCG and GM-CSF, which is currently being tested in a Phase II/III Clinical trial in stage II/III melanoma patients. To prepare vaccine doses, irradiated melanoma cell lines are frozen using dimethyl sulfoxide (Me(2)SO) and stored in liquid nitrogen (liqN(2)). Prior to inoculation, doses must be thawed, washed to remove Me(2)SO and suspended for clinical administration. Avoiding the use of Me(2)SO and storage in liqN(2) would allow future freeze-drying of CSF470 vaccine to facilitate pharmaceutical production and distribution. We worked on the development of an alternative cryopreservation methodology while keeping the vaccine's biological and immunogenic properties. We tested different freezing media containing trehalose suitable to remain as excipients in a freeze-dried product, to cryopreserve melanoma cells either before or after gamma irradiation. Melanoma cells incorporated trehalose after 5 h incubation at 37°C by fluid-phase endocytosis, reaching an intracellular concentration that varied between 70-140 mM depending on the cell line. Optimal freezing conditions were 0.2 M trehalose and 30 mg/ml human serum albumin, at -84°C. Vaccine doses could be frozen in trehalose at -84°C for at least four months keeping their cellular integrity, antigen expression and apoptosis/necrosis profile after gamma-irradiation as compared to Me(2)SO control. Non-irradiated melanoma cell lines also showed comparable proliferative capacity after both cryopreservation procedures. Trehalose-freezing medium allowed us to cryopreserve melanoma cells, either alive or after gamma irradiation, at -84°C avoiding the use of Me(2)SO and liqN(2) storage. These cryopreservation conditions could be suitable for future freeze-drying of CSF470 vaccine.


Cancer Vaccines/metabolism , Cell Line, Tumor/cytology , Cryopreservation/methods , Melanoma/prevention & control , Cell Line, Tumor/drug effects , Cell Line, Tumor/metabolism , Cell Line, Tumor/radiation effects , Cryoprotective Agents/metabolism , Dimethyl Sulfoxide/metabolism , Freezing , Humans , Melanoma/metabolism , Trehalose/metabolism
4.
Cancer Biol Ther ; 13(11): 1123-40, 2012 Sep.
Article En | MEDLINE | ID: mdl-22825326

Triple negative breast cancers (TNBC) lacking hormone receptors and HER-2 amplification are very aggressive tumors. Since relevant differences between primary tumors and metastases could arise during tumor progression as evidenced by phenotypic discordances reported for hormonal receptors or HER-2 expression, in this analysis we studied changes that occurred in our TNBC model IIB-BR-G throughout the development of IIB-BR-G-MTS6 metastasis to the lymph nodes (LN) in nude mice, using an antibody-based protein array to characterize their expression profile. We also analyzed their growth kinetics, migration, invasiveness and cytoskeleton structure in vitro and in vivo. In vitro IIB-BR-G-MTS6 cells grew slower but showed higher anchorage independent growth. In vivo IIB-BR-G-MTS6 tumors grew significantly faster and showed a 100% incidence of LN metastasis after s.c. inoculation, although no metastasis was observed for IIB-BR-G. CCL3, IL1ß, CXCL1, CSF2, CSF3, IGFBP1, IL1α, IL6, IL8, CCL20, PLAUR, PlGF and VEGF were strongly upregulated in IIB-BR-G-MTS6 while CCL4, ICAM3, CXCL12, TNFRSF18, FIGF were the most downregulated proteins in the metastatic cell line. IIB-BR-G-MTS6 protein expression profile could reflect a higher NFκB activation in these cells. In vitro, IIB-BR-G displayed higher migration but IIB-BR-G-MTS6 had more elevated matrigel invasion ability. In agreement with that observation, IIB-BR-G-MTS6 had an upregulated expression of MMP1, MMP9, MMP13, PLAUR and HGF. IIB-BR-G-MTS6 tumors presented also higher local lymphatic invasion than IIB-BR-G but similar lymphatic vessel densities. VEGFC and VEGFA/B expression were higher both in vitro and in vivo for IIB-BR-G-MTS6. IIB-BR-G-MTS6 expressed more vimentin than IB-BR-G cells, which was mainly localized in the cellular extremities and both cell lines are E-cadherin negative. Our results suggest that IIB-BR-G-MTS6 cells have acquired a pronounced epithelial-to-mesenchymal transition phenotype. Protein expression changes observed between primary tumor-derived IIB-BR-G and metastatic IIB-BR-G-MTS6 TNBC cells suggest potential targets involved in the control of metastasis.


Breast Neoplasms/metabolism , Breast Neoplasms/pathology , Neoplasm Proteins/biosynthesis , Animals , Breast Neoplasms/genetics , Cell Line, Tumor , Cell Proliferation , Disease Progression , Female , Humans , Immunohistochemistry , Lymphatic Metastasis , Mice , Mice, Nude , Neoplasm Proteins/genetics , Receptor, ErbB-2/metabolism , Receptors, Estrogen/metabolism , Receptors, Progesterone/metabolism , Transplantation, Heterologous , Vimentin/biosynthesis , Vimentin/genetics
5.
J Invest Dermatol ; 132(2): 365-74, 2012 Feb.
Article En | MEDLINE | ID: mdl-21993558

MART-1 and gp100 are prototypical melanoma antigen (Ag), but their clinical use as vaccines or as targets of cytotoxic lymphocytes achieved modest success. Possible explanations could be that as MART-1 and gp100 are melanocyte differentiation Ag, clonogenic Ag-non-expressing cells would be spared by immune effectors, or that clonogenic cells would be intrinsically resistant to cytotoxic lymphocytes. We therefore analyzed the proliferative status of MART-1/gp100-expressing and -non-expressing cells in biopsies, and the clonogenicity and sensitiveness to cytotoxic lymphocytes of the human cutaneous melanoma cell lines MEL-XY1 and MEL-XY3. Analysis of MART-1/gp100 and Ki-67 expression in 22 melanoma tumors revealed that MART-1/gp100-expressing and -non-expressing cells proliferated competitively. MART-1, gp100, tyrosinase, and CD271 expression were studied in MEL-XY1 and MEL-XY3 colonies. At 7 days, colonies displayed positive, negative, and mixed expression patterns. By 14 days, colonies of different sizes developed, showing cells with different clonogenic potential, and Ag were downregulated, suggesting Ag plasticity. Subcloning of MEL-XY1 colonies showed that Ag expression varied with time without interfering with clonogenicity. Finally, clonogenic, MART-1/gp100-expressing cells were lysed by specific CD8 lymphocytes. Thus, MART-1 and gp100 expression and plasticity would not interfere with proliferation or clonogenicity, and clonogenic cells may be lysed by cytotoxic lymphocytes.


Cell Proliferation , MART-1 Antigen/analysis , Melanoma/pathology , Skin Neoplasms/pathology , gp100 Melanoma Antigen/analysis , DNA Methylation , Humans , Ki-67 Antigen/analysis , MART-1 Antigen/genetics , MART-1 Antigen/physiology , Melanoma/chemistry , Promoter Regions, Genetic , Skin Neoplasms/chemistry , T-Lymphocytes, Cytotoxic/immunology , gp100 Melanoma Antigen/physiology
6.
Hum Pathol ; 43(2): 197-208, 2012 Feb.
Article En | MEDLINE | ID: mdl-21820154

Metallothioneins are a family of small, cysteine-rich proteins with many functions. Immunohistochemical evaluation of all metallothionein 1 + 2 isoforms in colorectal tumors has demonstrated an important down-regulation compared with normal tissue, although its prognostic significance is unclear. Moreover, the contribution of individual isoforms to overall metallothionein down-regulation is not known. To address these important issues, we analyzed the messenger RNA expression levels of all functional metallothionein 1 + 2 isoforms by quantitative reverse transcription polymerase chain reaction in 22 pairs of normal and tumor-microdissected epithelia and correlated these to the overall immunohistochemical protein expression. Our results showed that 5 isoforms (MT1G, 1E, 1F, 1H, and 1M) were lost during the transition from normal mucosa to tumor, whereas MT1X and MT2A were less down-regulated, and their expression was correlated with overall protein positivity. Second, we showed that MT1G hypermethylation occurred in cell lines and in 29% of tumor samples, whereas histone deacetylase inhibitors are able to induce most isoforms. Furthermore, we analyzed by immunohistochemistry 107 normal mucosae, 25 adenomas, 81 carcinomas, and 19 lymph node metastases to evaluate metallothionein expression during different stages of cancer development and to assess its relationship to patient survival. A lower immunohistochemical expression was associated with poorer survival, although it was not an independent predictor. Overall, this study identifies for the first time the relevant metallothionein isoforms for colorectal cancer progression, supports the concept that their loss is associated with worse prognosis, and suggests 2 mechanisms for epigenetic repression of metallothionein expression in colorectal tumors.


Adenocarcinoma/secondary , Adenoma/diagnosis , Colorectal Neoplasms/pathology , Metallothionein/metabolism , Adenocarcinoma/genetics , Adenocarcinoma/metabolism , Adenocarcinoma/mortality , Adenoma/genetics , Adenoma/metabolism , Aged , Aged, 80 and over , Argentina/epidemiology , Biomarkers, Tumor/metabolism , Colorectal Neoplasms/genetics , Colorectal Neoplasms/metabolism , Colorectal Neoplasms/mortality , DNA Methylation , Disease Progression , Female , Gene Expression Regulation, Neoplastic , Gene Silencing , Humans , Male , Metallothionein/classification , Metallothionein/genetics , Middle Aged , Protein Isoforms , RNA, Messenger/metabolism , Survival Rate
7.
Innate Immun ; 15(2): 91-100, 2009 Apr.
Article En | MEDLINE | ID: mdl-19318419

Cetuximab, an anti-epidermal growth factor receptor monoclonal antibody, has been shown to increase the median survival of colorectal cancer patients. We previously reported that the expression of HLA-E is significantly increased in primary human colorectal cancer, perhaps contributing to tumour escape from immune surveillance. To establish if HLA-E could be a factor that renders colorectal cancer cells less susceptible to antibody-dependent cellular cytotoxicity (ADCC), in the present study we analysed Cetuximab-mediated cytotoxicity against several colorectal cancer cell lines expressing, or not, HLA-E at the cell surface. We first observed that colorectal cancer cells treated with Cetuximab were killed more efficiently by ADCC. Interestingly, treatment of target cells with recombinant human-beta2-microglobulin inhibits Cetuximab-mediated ADCC through HLA-E membrane stabilization. The specific immunosuppressive role of HLA-E was confirmed using an anti-NKG2A monoclonal antibody, that restored the ability of immune cells to kill their target. This result demonstrates that HLA-E at the cell surface can reliably suppress the ADCC effect. On the other hand, Cetuximab induced a direct growth inhibition but only at high concentrations; furthermore, the CDC effect was quite moderate, and we failed to observe a pro-apoptotic effect. Taking into account that our findings suggest that ADCC activity is the main anti-tumour effect observed at clinically achievable concentrations of Cetuximab at the tumour site, we suggest that determination of HLA-E in colorectal cancer could be relevant to predict success of Cetuximab treatment.


Antibodies, Monoclonal/pharmacology , Antibody-Dependent Cell Cytotoxicity/drug effects , Antineoplastic Agents/pharmacology , Colonic Neoplasms/immunology , HLA Antigens/metabolism , Histocompatibility Antigens Class I/metabolism , Antibodies, Monoclonal, Humanized , Antibody-Dependent Cell Cytotoxicity/immunology , Caco-2 Cells , Cetuximab , Colonic Neoplasms/pathology , Colonic Neoplasms/therapy , Down-Regulation , Drug Resistance, Neoplasm , Epidermal Growth Factor/genetics , Epidermal Growth Factor/immunology , Epidermal Growth Factor/metabolism , HCT116 Cells , HLA Antigens/genetics , HLA Antigens/immunology , HT29 Cells , Histocompatibility Antigens Class I/genetics , Histocompatibility Antigens Class I/immunology , Humans , Immune Tolerance , NK Cell Lectin-Like Receptor Subfamily C/immunology , Tumor Escape , beta 2-Microglobulin/immunology , beta 2-Microglobulin/metabolism , HLA-E Antigens
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