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1.
Mol Cell ; 83(12): 1983-2002.e11, 2023 Jun 15.
Article in English | MEDLINE | ID: mdl-37295433

ABSTRACT

The evolutionarily conserved minor spliceosome (MiS) is required for protein expression of ∼714 minor intron-containing genes (MIGs) crucial for cell-cycle regulation, DNA repair, and MAP-kinase signaling. We explored the role of MIGs and MiS in cancer, taking prostate cancer (PCa) as an exemplar. Both androgen receptor signaling and elevated levels of U6atac, a MiS small nuclear RNA, regulate MiS activity, which is highest in advanced metastatic PCa. siU6atac-mediated MiS inhibition in PCa in vitro model systems resulted in aberrant minor intron splicing leading to cell-cycle G1 arrest. Small interfering RNA knocking down U6atac was ∼50% more efficient in lowering tumor burden in models of advanced therapy-resistant PCa compared with standard antiandrogen therapy. In lethal PCa, siU6atac disrupted the splicing of a crucial lineage dependency factor, the RE1-silencing factor (REST). Taken together, we have nominated MiS as a vulnerability for lethal PCa and potentially other cancers.


Subject(s)
Prostatic Neoplasms, Castration-Resistant , Prostatic Neoplasms , Male , Humans , Introns/genetics , Prostatic Neoplasms/metabolism , RNA Splicing/genetics , Spliceosomes/metabolism , Signal Transduction , Receptors, Androgen/genetics , Receptors, Androgen/metabolism , Cell Line, Tumor , Prostatic Neoplasms, Castration-Resistant/genetics
2.
EMBO J ; 43(5): 780-805, 2024 Mar.
Article in English | MEDLINE | ID: mdl-38316991

ABSTRACT

Inflammation is a common condition of prostate tissue, whose impact on carcinogenesis is highly debated. Microbial colonization is a well-documented cause of a small percentage of prostatitis cases, but it remains unclear what underlies the majority of sterile inflammation reported. Here, androgen- independent fluctuations of PSA expression in prostate cells have lead us to identify a prominent function of the Transient Receptor Potential Cation Channel Subfamily M Member 8 (TRPM8) gene in sterile inflammation. Prostate cells secret TRPM8 RNA into extracellular vesicles (EVs), which primes TLR3/NF-kB-mediated inflammatory signaling after EV endocytosis by epithelial cancer cells. Furthermore, prostate cancer xenografts expressing a translation-defective form of TRPM8 RNA contain less collagen type I in the extracellular matrix, significantly more infiltrating NK cells, and larger necrotic areas as compared to control xenografts. These findings imply sustained, androgen-independent expression of TRPM8 constitutes as a promoter of anticancer innate immunity, which may constitute a clinically relevant condition affecting prostate cancer prognosis.


Subject(s)
Prostatic Neoplasms , TRPM Cation Channels , Humans , Male , Androgens , Inflammation/genetics , Interferon Regulatory Factor-3 , Membrane Proteins , NF-kappa B/genetics , Prostatic Neoplasms/genetics , Toll-Like Receptor 3/genetics , TRPM Cation Channels/genetics , Animals
3.
Brief Bioinform ; 24(3)2023 05 19.
Article in English | MEDLINE | ID: mdl-37122067

ABSTRACT

Understanding the interactions between the biomolecules that govern cellular behaviors remains an emergent question in biology. Recent advances in single-cell technologies have enabled the simultaneous quantification of multiple biomolecules in the same cell, opening new avenues for understanding cellular complexity and heterogeneity. Still, the resulting multimodal single-cell datasets present unique challenges arising from the high dimensionality and multiple sources of acquisition noise. Computational methods able to match cells across different modalities offer an appealing alternative towards this goal. In this work, we propose MatchCLOT, a novel method for modality matching inspired by recent promising developments in contrastive learning and optimal transport. MatchCLOT uses contrastive learning to learn a common representation between two modalities and applies entropic optimal transport as an approximate maximum weight bipartite matching algorithm. Our model obtains state-of-the-art performance on two curated benchmarking datasets and an independent test dataset, improving the top scoring method by 26.1% while preserving the underlying biological structure of the multimodal data. Importantly, MatchCLOT offers high gains in computational time and memory that, in contrast to existing methods, allows it to scale well with the number of cells. As single-cell datasets become increasingly large, MatchCLOT offers an accurate and efficient solution to the problem of modality matching.


Subject(s)
Algorithms , Learning , Benchmarking , Entropy , Research Design
4.
BMC Urol ; 23(1): 89, 2023 May 11.
Article in English | MEDLINE | ID: mdl-37170307

ABSTRACT

BACKGROUND: In intermediate-risk non-muscle invasive bladder cancer (NMIBC) clinical guidelines suggest an adjuvant instillation with a chemotherapeutic agent. However, the agent and regimen are not clearly defined. Worldwide, less than 15% of patients receive this adjuvant chemotherapeutic instillation. We recently developed a pipeline for the generation of patient derived organoids (PDO) in NMIBC. In this phase II trial, we aim to use our in vitro pipeline to select the most effective drug for chemotherapeutic instillation in NMIBC patients. METHODS: Patients with first diagnosis of intermediate-risk NMIBC that are directed to transurethral resection of bladder tumor (TURBT) are enrolled. During TURBT, tumor is sampled, and specimens are directed to generate PDO. Once the PDO are formed, drug screens on them for Epirubicin, Mitomycin C, Gemcitabine and Docetaxel are performed. The drug with the highest antitumor activity in vitro will then be selected for 6 adjuvant intravesical instillations once weekly. Thereafter, patients are followed according to clinical guidelines by cystoscopy. DISCUSSION: The aim of this trial is to use drug screens in PDO to precise treatment selection for adjuvant instillation therapies in patients with intermediate-risk NMIBC. The ultimate goal of this trial is to reduce the risk of cancer recurrence. In the future, we aim to conduct clinical multicenter trials with an increased sample size, a broader panel of compounds and a focus on the reduction of cancer recurrence by precision delivery of care. Trial registration NCT05024734.


Subject(s)
Non-Muscle Invasive Bladder Neoplasms , Urinary Bladder Neoplasms , Humans , Neoplasm Recurrence, Local/pathology , Urinary Bladder Neoplasms/surgery , Mitomycin/therapeutic use , Adjuvants, Immunologic/therapeutic use , Administration, Intravesical , Neoplasm Invasiveness
5.
Int J Mol Sci ; 22(18)2021 Sep 21.
Article in English | MEDLINE | ID: mdl-34576327

ABSTRACT

There exists a set of factors termed oncofetal proteins that play key roles in ontogeny before they decline or disappear as the organism's tissues achieve homeostasis, only to then re-emerge in cancer. Although the unique therapeutic potential presented by such factors has been recognized for more than a century, their clinical utility has yet to be fully realized1. This review highlights the small signaling protein CRIPTO encoded by the tumor derived growth factor 1 (TDGF1/Tdgf1) gene, an oft cited oncofetal protein whose presence in the cancer literature as a tumor promoter, diagnostic marker and viable therapeutic target continues to grow. We touch lightly on features well established and well-reviewed since its discovery more than 30 years ago, including CRIPTO's early developmental roles and modulation of SMAD2/3 activation by a selected set of transforming growth factor ß (TGF-ß) family ligands. We predominantly focus instead on more recent and less well understood additions to the CRIPTO signaling repertoire, on its potential upstream regulators and on new conceptual ground for understanding its mode of action in the multicellular and often stressful contexts of neoplastic transformation and progression. We ask whence it re-emerges in cancer and where it 'hides' between the time of its fetal activity and its oncogenic reemergence. In this regard, we examine CRIPTO's restriction to rare cells in the adult, its potential for paracrine crosstalk, and its emerging role in inflammation and tissue regeneration-roles it may reprise in tumorigenesis, acting on subsets of tumor cells to foster cancer initiation and progression. We also consider critical gaps in knowledge and resources that stand between the recent, exciting momentum in the CRIPTO field and highly actionable CRIPTO manipulation for cancer therapy and beyond.


Subject(s)
Stem Cells/physiology , Animals , Humans , Signal Transduction/genetics , Signal Transduction/physiology , Stem Cells/metabolism , Transforming Growth Factor beta/metabolism
6.
Int J Mol Sci ; 21(16)2020 Aug 07.
Article in English | MEDLINE | ID: mdl-32784716

ABSTRACT

Bladder cancer is a heterogeneous disease that is not depicted by current classification systems. It was originally classified into non-muscle invasive and muscle invasive. However, clinically and genetically variable tumors are summarized within both classes. A definition of three groups may better account for the divergence in prognosis and probably also choice of treatment. The first group represents mostly non-invasive tumors that reoccur but do not progress. Contrarily, the second group represent non-muscle invasive tumors that likely progress to the third group, the muscle invasive tumors. High throughput tumor profiling improved our understanding of the biology of bladder cancer. It allows the identification of molecular subtypes, at least three for non-muscle invasive bladder cancer (Class I, Class II and Class III) and six for muscle-invasive bladder cancer (luminal papillary, luminal non-specified, luminal unstable, stroma-rich, basal/squamous and neuroendocrine-like) with distinct clinical and molecular phenotypes. Molecular subtypes can be potentially used to predict the response to treatment (e.g., neoadjuvant chemotherapy and immune checkpoint inhibitors). Moreover, they may allow to characterize the evolution of bladder cancer through different pathways. However, to move towards precision medicine, the understanding of the biological meaning of these molecular subtypes and differences in the composition of cell subpopulations will be mandatory.


Subject(s)
Urinary Bladder Neoplasms/classification , Urinary Bladder Neoplasms/genetics , Urothelium/pathology , Animals , Biomarkers, Tumor/genetics , Humans , Muscles/pathology , Treatment Failure , Urinary Bladder Neoplasms/therapy
7.
BMC Cancer ; 19(1): 1216, 2019 Dec 16.
Article in English | MEDLINE | ID: mdl-31842810

ABSTRACT

BACKGROUND: Little is known about the relationship between the metabolite profile of plasma from pre-operative prostate cancer (PCa) patients and the risk of PCa progression. In this study we investigated the association between pre-operative plasma metabolites and risk of biochemical-, local- and metastatic-recurrence, with the aim of improving patient stratification. METHODS: We conducted a case-control study within a cohort of PCa patients recruited between 1996 and 2015. The age-matched primary cases (n = 33) were stratified in low risk, high risk without progression and high risk with progression as defined by the National Comprehensive Cancer Network. These samples were compared to metastatic (n = 9) and healthy controls (n = 10). The pre-operative plasma from primary cases and the plasma from metastatic patients and controls were assessed with untargeted metabolomics by LC-MS. The association between risk of progression and metabolite abundance was calculated using multivariate Cox proportional-hazard regression and the relationship between metabolites and outcome was calculated using median cut-off normalized values of metabolite abundance by Log-Rank test using the Kaplan Meier method. RESULTS: Medium-chain acylcarnitines (C6-C12) were positively associated with the risk of PSA progression (p = 0.036, median cut-off) while long-chain acylcarnitines (C14-C16) were inversely associated with local (p = 0.034) and bone progression (p = 0.0033). In primary cases, medium-chain acylcarnitines were positively associated with suberic acid, which also correlated with the risk of PSA progression (p = 0.032, Log-Rank test). In the metastatic samples, this effect was consistent for hexanoylcarnitine, L.octanoylcarnitine and decanoylcarnitine. Medium-chain acylcarnitines and suberic acid displayed the same inverse association with tryptophan, while indoleacetic acid, a breakdown product of tryptophan metabolism was strongly associated with PSA (p = 0.0081, Log-Rank test) and lymph node progression (p = 0.025, Log-Rank test). These data were consistent with the increased expression of indoleamine 2,3 dioxygenase (IDO1) in metastatic versus primary samples (p = 0.014). Finally, functional experiments revealed a synergistic effect of long chain fatty acids in combination with dihydrotestosterone administration on the transcription of androgen responsive genes. CONCLUSIONS: This study strengthens the emerging link between fatty acid metabolism and PCa progression and suggests that measuring levels of medium- and long-chain acylcarnitines in pre-operative patient plasma may provide a basis for improving patient stratification.


Subject(s)
Carnitine/analogs & derivatives , Metabolomics , Prostatic Neoplasms/blood , Aged , Carnitine/blood , Carnitine/metabolism , Case-Control Studies , Chromatography, Liquid , Disease Progression , Fatty Acids/metabolism , Humans , Male , Mass Spectrometry , Middle Aged , Prognosis , Prostatic Neoplasms/diagnosis , White People
8.
BMC Cancer ; 19(1): 627, 2019 Jun 25.
Article in English | MEDLINE | ID: mdl-31238903

ABSTRACT

BACKGROUND: Despite latest advances in prostate cancer (PCa) therapy, PCa remains the third-leading cause of cancer-related death in European men. Dysregulation of microRNAs (miRNAs), small non-coding RNA molecules with gene expression regulatory function, has been reported in all types of epithelial and haematological cancers. In particular, miR-221-5p alterations have been reported in PCa. METHODS: miRNA expression data was retrieved from a comprehensive publicly available dataset of 218 PCa patients (GSE21036) and miR-221-5p expression levels were analysed. The functional role of miR-221-5p was characterised in androgen- dependent and androgen- independent PCa cell line models (C4-2 and PC-3M-Pro4 cells) by miR-221-5p overexpression and knock-down experiments. The metastatic potential of highly aggressive PC-3M-Pro4 cells overexpressing miR-221-5p was determined by studying extravasation in a zebrafish model. Finally, the effect of miR-221-5p overexpression on the growth of PC-3M-Pro4luc2 cells in vivo was studied by orthotopic implantation in male Balb/cByJ nude mice and assessment of tumor growth. RESULTS: Analysis of microRNA expression dataset for human primary and metastatic PCa samples and control normal adjacent benign prostate revealed miR-221-5p to be significantly downregulated in PCa compared to normal prostate tissue and in metastasis compared to primary PCa. Our in vitro data suggest that miR-221-5p overexpression reduced PCa cell proliferation and colony formation. Furthermore, miR-221-5p overexpression dramatically reduced migration of PCa cells, which was associated with differential expression of selected EMT markers. The functional changes of miR-221-5p overexpression were reversible by the loss of miR-221-5p levels, indicating that the tumor suppressive effects were specific to miR-221-5p. Additionally, miR-221-5p overexpression significantly reduced PC-3M-Pro4 cell extravasation and metastasis formation in a zebrafish model and decreased tumor burden in an orthotopic mouse model of PCa. CONCLUSIONS: Together these data strongly support a tumor suppressive role of miR-221-5p in the context of PCa and its potential as therapeutic target.


Subject(s)
Cell Movement/genetics , Cell Proliferation/genetics , MicroRNAs/metabolism , Prostatic Neoplasms/metabolism , Prostatic Neoplasms/pathology , Analysis of Variance , Animals , Cell Line, Tumor , Down-Regulation , Gene Knockdown Techniques , Humans , Male , Mice , Mice, Inbred BALB C , Mice, Nude , MicroRNAs/genetics , Neoplasm Metastasis , Prostate/metabolism , Transplantation, Heterologous , Tumor Burden , Tumor Stem Cell Assay , Zebrafish
9.
J Pathol ; 245(3): 297-310, 2018 07.
Article in English | MEDLINE | ID: mdl-29604056

ABSTRACT

Hepatocellular carcinoma (HCC) is the third leading cause of cancer-related death worldwide. Despite increasing treatment options for this disease, prognosis remains poor. CRIPTO (TDGF1) protein is expressed at high levels in several human tumours and promotes oncogenic phenotype. Its expression has been correlated to poor prognosis in HCC. In this study, we aimed to elucidate the basis for the effects of CRIPTO in HCC. We investigated CRIPTO expression levels in three cohorts of clinical cirrhotic and HCC specimens. We addressed the role of CRIPTO in hepatic tumourigenesis using Cre-loxP-controlled lentiviral vectors expressing CRIPTO in cell line-derived xenografts. Responses to standard treatments (sorafenib, doxorubicin) were assessed directly on xenograft-derived ex vivo tumour slices. CRIPTO-overexpressing patient-derived xenografts were established and used for ex vivo drug response assays. The effects of sorafenib and doxorubicin treatment in combination with a CRIPTO pathway inhibitor were tested in ex vivo cultures of xenograft models and 3D cultures. CRIPTO protein was found highly expressed in human cirrhosis and hepatocellular carcinoma specimens but not in those of healthy participants. Stable overexpression of CRIPTO in human HepG2 cells caused epithelial-to-mesenchymal transition, increased expression of cancer stem cell markers, and enhanced cell proliferation and migration. HepG2-CRIPTO cells formed tumours when injected into immune-compromised mice, whereas HepG2 cells lacking stable CRIPTO overexpression did not. High-level CRIPTO expression in xenograft models was associated with resistance to sorafenib, which could be modulated using a CRIPTO pathway inhibitor in ex vivo tumour slices. Our data suggest that a subgroup of CRIPTO-expressing HCC patients may benefit from a combinatorial treatment scheme and that sorafenib resistance may be circumvented by inhibition of the CRIPTO pathway. Copyright © 2018 Pathological Society of Great Britain and Ireland. Published by John Wiley & Sons, Ltd.


Subject(s)
Antineoplastic Agents/pharmacology , Carcinoma, Hepatocellular/drug therapy , Carcinoma, Hepatocellular/metabolism , Drug Resistance, Neoplasm , GPI-Linked Proteins/metabolism , Intercellular Signaling Peptides and Proteins/metabolism , Liver Neoplasms/drug therapy , Liver Neoplasms/metabolism , Neoplasm Proteins/metabolism , Protein Kinase Inhibitors/pharmacology , Sorafenib/pharmacology , Aged , Aged, 80 and over , Animals , Antibiotics, Antineoplastic/pharmacology , Carcinoma, Hepatocellular/genetics , Carcinoma, Hepatocellular/pathology , Cell Movement/drug effects , Cell Proliferation/drug effects , Doxorubicin/pharmacology , Drug Resistance, Neoplasm/genetics , Endoplasmic Reticulum Chaperone BiP , Epithelial-Mesenchymal Transition/drug effects , Female , GPI-Linked Proteins/antagonists & inhibitors , GPI-Linked Proteins/genetics , Gene Expression Regulation, Neoplastic , Hep G2 Cells , Humans , Intercellular Signaling Peptides and Proteins/genetics , Liver Neoplasms/genetics , Liver Neoplasms/pathology , Male , Mice, Inbred NOD , Middle Aged , Neoplasm Proteins/antagonists & inhibitors , Neoplasm Proteins/genetics , Neoplastic Stem Cells/drug effects , Neoplastic Stem Cells/metabolism , Neoplastic Stem Cells/pathology , Peptides/pharmacology , Phenotype , Signal Transduction/drug effects , Tissue Culture Techniques , Xenograft Model Antitumor Assays , Zebrafish
10.
J Pathol ; 235(5): 745-59, 2015 Apr.
Article in English | MEDLINE | ID: mdl-25421310

ABSTRACT

Invasive ductal carcinoma (IDC) and invasive lobular carcinoma (ILC) are the most frequently occurring histological subtypes of breast cancer, accounting for 80-90% and 10-15% of the total cases, respectively. At the time of diagnosis and surgical resection of the primary tumour, most patients do not have clinical signs of metastases, but bone micrometastases may already be present. Our aim was to develop a novel preclinical ILC model of spontaneous bone micrometastasis. We used murine invasive lobular breast carcinoma cells (KEP) that were generated by targeted deletion of E-cadherin and p53 in a conditional K14cre;Cdh1((F/F));Trp53((F/F)) mouse model of de novo mammary tumour formation. After surgical resection of the growing orthotopically implanted KEP cells, distant metastases were formed. In contrast to other orthotopic breast cancer models, KEP cells readily formed skeletal metastases with minimal lung involvement. Continuous treatment with SD-208 (60 mg/kg per day), an orally available TGFß receptor I kinase inhibitor, increased the tumour growth at the primary site and increased the number of distant metastases. Furthermore, when SD-208 treatment was started after surgical resection of the orthotopic tumour, increased bone colonisation was also observed (versus vehicle). Both our in vitro and in vivo data show that SD-208 treatment reduced TGFß signalling, inhibited apoptosis, and increased proliferation. In conclusion, we have demonstrated that orthotopic implantation of murine ILC cells represent a new breast cancer model of minimal residual disease in vivo, which comprises key steps of the metastatic cascade. The cancer cells are sensitive to the anti-tumour effects of TGFß. Our in vivo model is ideally suited for functional studies and evaluation of new pharmacological intervention strategies that may target one or more steps along the metastatic cascade of events.


Subject(s)
Bone Neoplasms/secondary , Breast Neoplasms/pathology , Carcinoma, Lobular/secondary , Mammary Neoplasms, Experimental/pathology , Protein Kinase Inhibitors/toxicity , Protein Serine-Threonine Kinases/antagonists & inhibitors , Pteridines/toxicity , Receptors, Transforming Growth Factor beta/antagonists & inhibitors , Animals , Apoptosis/drug effects , Bone Neoplasms/enzymology , Bone Neoplasms/genetics , Breast Neoplasms/chemically induced , Breast Neoplasms/enzymology , Breast Neoplasms/genetics , Carcinoma, Lobular/chemically induced , Carcinoma, Lobular/enzymology , Carcinoma, Lobular/genetics , Cdh1 Proteins/deficiency , Cdh1 Proteins/genetics , Cell Line, Tumor , Cell Proliferation/drug effects , Female , Mammary Neoplasms, Experimental/chemically induced , Mammary Neoplasms, Experimental/enzymology , Mammary Neoplasms, Experimental/genetics , Mice, Knockout , Neoplasm Micrometastasis , Protein Serine-Threonine Kinases/metabolism , Receptor, Transforming Growth Factor-beta Type I , Receptors, Transforming Growth Factor beta/metabolism , Signal Transduction/drug effects , Time Factors , Transfection , Tumor Burden/drug effects , Tumor Suppressor Protein p53/deficiency , Tumor Suppressor Protein p53/genetics
11.
Arch Toxicol ; 90(2): 347-57, 2016 Feb.
Article in English | MEDLINE | ID: mdl-25566828

ABSTRACT

Liver exhibits a remarkable maintenance of functional homeostasis in the presence of a variety of damaging toxic factors. Tissue regeneration involves cell replenishment and extracellular matrix remodeling. Key regulator of homeostasis is the transforming growth factor-ß (TGFß) cytokine. To understand the role of TGFß during liver regeneration, we used the single-dose carbon tetrachloride (CCl4) treatment in mice as a model of acute liver damage. We combined this with in vivo inhibition of the TGFß pathway by a small molecule inhibitor, LY364947, which targets the TGFß type I receptor kinase [activin receptor-like kinase 5 (ALK5)] in hepatocytes but not in activated stellate cells. Co-administration of LY364947 inhibitor and CCl4 toxic agent resulted in enhanced liver regeneration; cell proliferation (measured by PCNA, phosphorylated histone 3, p21) levels were increased in CCl4 + LY364947 versus CCl4-treated mice. Recovery of CCl4-metabolizing enzyme CYP2E1 expression in hepatocytes is enhanced 7 days after CCl4 intoxication in the mice that received also the TGFß inhibitor. In summary, a small molecule inhibitor that blocks ALK5 downstream signaling and halts the cytostatic role of TGFß pathway results in increased cell regeneration and improved liver function during acute liver damage. Thus, in vivo ALK5 modulation offers insight into the role of TGFß, not only in matrix remodeling and fibrosis, but also in cell regeneration.


Subject(s)
Carbon Tetrachloride Poisoning/physiopathology , Liver Regeneration/drug effects , Protein Serine-Threonine Kinases/antagonists & inhibitors , Pyrazoles/pharmacology , Pyrroles/pharmacology , Receptors, Transforming Growth Factor beta/antagonists & inhibitors , Animals , Biomarkers/metabolism , Carbon Tetrachloride Poisoning/drug therapy , Hepatic Stellate Cells/drug effects , Hepatic Stellate Cells/metabolism , Hepatocytes/drug effects , Liver/drug effects , Liver/metabolism , Liver/pathology , Male , Mice, Inbred C57BL , Protein Serine-Threonine Kinases/metabolism , Receptor, Transforming Growth Factor-beta Type I , Receptors, Transforming Growth Factor beta/metabolism , Signal Transduction/drug effects , Transforming Growth Factor beta/metabolism
12.
Nature ; 461(7263): 495-500, 2009 Sep 24.
Article in English | MEDLINE | ID: mdl-19741607

ABSTRACT

In epithelial tissues, the lineage relationship between normal progenitor cells and cell type(s) of origin for cancer has been poorly understood. Here we show that a known regulator of prostate epithelial differentiation, the homeobox gene Nkx3-1, marks a stem cell population that functions during prostate regeneration. Genetic lineage-marking demonstrates that rare luminal cells that express Nkx3-1 in the absence of testicular androgens (castration-resistant Nkx3-1-expressing cells, CARNs) are bipotential and can self-renew in vivo, and single-cell transplantation assays show that CARNs can reconstitute prostate ducts in renal grafts. Functional assays of Nkx3-1 mutant mice in serial prostate regeneration suggest that Nkx3-1 is required for stem cell maintenance. Furthermore, targeted deletion of the Pten tumour suppressor gene in CARNs results in rapid carcinoma formation after androgen-mediated regeneration. These observations indicate that CARNs represent a new luminal stem cell population that is an efficient target for oncogenic transformation in prostate cancer.


Subject(s)
Cell Lineage , Epithelial Cells/pathology , Neoplastic Stem Cells/pathology , Prostatic Neoplasms/pathology , Androgens/deficiency , Androgens/metabolism , Animals , Castration , Cell Differentiation , Cell Division , Cell Transformation, Neoplastic , Epithelial Cells/metabolism , Epithelial Cells/transplantation , Gene Expression Regulation , Homeodomain Proteins/genetics , Homeodomain Proteins/metabolism , Kidney , Male , Mice , Mice, Inbred C57BL , Mice, Nude , Neoplastic Stem Cells/metabolism , Neoplastic Stem Cells/transplantation , PTEN Phosphohydrolase/deficiency , PTEN Phosphohydrolase/genetics , Prostatic Neoplasms/genetics , Prostatic Neoplasms/metabolism , Regeneration , Transcription Factors/genetics , Transcription Factors/metabolism
13.
Development ; 138(18): 3885-95, 2011 Sep.
Article in English | MEDLINE | ID: mdl-21862554

ABSTRACT

The signaling pathway for Nodal, a ligand of the TGFß superfamily, plays a central role in regulating the differentiation and/or maintenance of stem cell types that can be derived from the peri-implantation mouse embryo. Extra-embryonic endoderm stem (XEN) cells resemble the primitive endoderm of the blastocyst, which normally gives rise to the parietal and the visceral endoderm in vivo, but XEN cells do not contribute efficiently to the visceral endoderm in chimeric embryos. We have found that XEN cells treated with Nodal or Cripto (Tdgf1), an EGF-CFC co-receptor for Nodal, display upregulation of markers for visceral endoderm as well as anterior visceral endoderm (AVE), and can contribute to visceral endoderm and AVE in chimeric embryos. In culture, XEN cells do not express Cripto, but do express the related EGF-CFC co-receptor Cryptic (Cfc1), and require Cryptic for Nodal signaling. Notably, the response to Nodal is inhibited by the Alk4/Alk5/Alk7 inhibitor SB431542, but the response to Cripto is unaffected, suggesting that the activity of Cripto is at least partially independent of type I receptor kinase activity. Gene set enrichment analysis of genome-wide expression signatures generated from XEN cells under these treatment conditions confirmed the differing responses of Nodal- and Cripto-treated XEN cells to SB431542. Our findings define distinct pathways for Nodal and Cripto in the differentiation of visceral endoderm and AVE from XEN cells and provide new insights into the specification of these cell types in vivo.


Subject(s)
Cell Differentiation/genetics , Embryonic Stem Cells/physiology , Endoderm/cytology , Endoderm/physiology , Epidermal Growth Factor/physiology , Membrane Glycoproteins/physiology , Neoplasm Proteins/physiology , Nodal Protein/physiology , Animals , Cell Differentiation/drug effects , Cell Line , Embryo, Mammalian , Embryonic Stem Cells/drug effects , Embryonic Stem Cells/metabolism , Endoderm/drug effects , Endoderm/metabolism , Epidermal Growth Factor/genetics , Epidermal Growth Factor/metabolism , Epidermal Growth Factor/pharmacology , Extraembryonic Membranes/cytology , Extraembryonic Membranes/physiology , Female , Gene Expression Profiling , Membrane Glycoproteins/genetics , Membrane Glycoproteins/metabolism , Membrane Glycoproteins/pharmacology , Mice , Mice, Inbred ICR , Mice, Transgenic , Microarray Analysis , Neoplasm Proteins/genetics , Neoplasm Proteins/metabolism , Neoplasm Proteins/pharmacology , Nodal Protein/genetics , Nodal Protein/metabolism , Nodal Protein/pharmacology , Pregnancy , Signal Transduction/drug effects , Signal Transduction/genetics
14.
Dev Dyn ; 242(10): 1160-71, 2013 Oct.
Article in English | MEDLINE | ID: mdl-23813564

ABSTRACT

BACKGROUND: The formation of the prostate gland requires reciprocal interactions between the epithelial and mesenchymal components of the embryonic urogenital sinus. However, the identity of the signaling factors that mediate these interactions is largely unknown. RESULTS: Our studies show that expression of the prostate-specific transcription factor Nkx3.1 is regulated by the canonical Wnt signaling pathway. Using mice carrying a targeted lacZ knock-in allele of Nkx3.1, we find that Nkx3.1 is expressed in all epithelial cells of ductal buds during prostate organogenesis. Addition of Wnt inhibitors to urogenital sinus explant culture greatly reduces prostate budding and inhibits Nkx3.1 expression as well as differentiation of luminal epithelial cells. Analyses of a TCF/Lef:H2B-GFP transgene reporter show that canonical Wnt signaling activity is found in urogenital mesenchyme but not urogenital sinus epithelium before prostate formation, and is later observed in the mesenchyme and epithelium of prostate ductal tips. Furthermore, TCF/Lef:H2B-GFP reporter activity is reduced in epithelial cells of Nkx3.1 null neonatal prostates, suggesting that Nkx3.1 functions to maintain canonical Wnt signaling activity in developing prostate bud tips. CONCLUSIONS: We propose that activated canonical Wnt signals and Nkx3.1 function in a positive feedback loop to regulate prostate bud growth and luminal epithelial differentiation.


Subject(s)
Epithelial Cells/metabolism , Gene Expression Regulation, Developmental/physiology , Homeodomain Proteins/biosynthesis , Organogenesis/physiology , Prostate/embryology , Transcription Factors/biosynthesis , Wnt Signaling Pathway/physiology , Animals , Epithelial Cells/cytology , Homeodomain Proteins/genetics , Male , Mice , Mice, Transgenic , Prostate/cytology , Transcription Factors/genetics , Wnt Proteins/genetics , Wnt Proteins/metabolism
15.
NPJ Precis Oncol ; 8(1): 95, 2024 Apr 24.
Article in English | MEDLINE | ID: mdl-38658785

ABSTRACT

Machine learning (ML) models of drug sensitivity prediction are becoming increasingly popular in precision oncology. Here, we identify a fundamental limitation in standard measures of drug sensitivity that hinders the development of personalized prediction models - they focus on absolute effects but do not capture relative differences between cancer subtypes. Our work suggests that using z-scored drug response measures mitigates these limitations and leads to meaningful predictions, opening the door for sophisticated ML precision oncology models.

16.
Commun Biol ; 7(1): 267, 2024 Mar 04.
Article in English | MEDLINE | ID: mdl-38438709

ABSTRACT

Single-cell multi-omics have transformed biomedical research and present exciting machine learning opportunities. We present scLinear, a linear regression-based approach that predicts single-cell protein abundance based on RNA expression. ScLinear is vastly more efficient than state-of-the-art methodologies, without compromising its accuracy. ScLinear is interpretable and accurately generalizes in unseen single-cell and spatial transcriptomics data. Importantly, we offer a critical view in using complex algorithms ignoring simpler, faster, and more efficient approaches.


Subject(s)
Algorithms , Biomedical Research , Gene Expression Profiling , Linear Models , Machine Learning
17.
Cancer Sci ; 104(3): 398-408, 2013 Mar.
Article in English | MEDLINE | ID: mdl-23281849

ABSTRACT

Epithelial-mesenchymal transition (EMT) is an important mechanism to initiate cancer invasion and metastasis. Bone morphogenetic protein (BMP)-9 is a member of the transforming growth factor (TGF)-ß superfamily. It has been suggested to play a role in cancer development in some non-hepatic tumors. In the present study, two hepatocellular carcinoma (HCC) lines, HLE and HepG2, were treated with BMP-9 in vitro, and phenotypic changes and cell motility were analyzed. In situ hybridization (ISH) and immunohistochemical analyses were performed with human HCC tissue samples in order to assess expression levels of BMP-9. In vivo, BMP-9 protein and mRNA were expressed in all the tested patients to diverse degrees. At the protein level, mildly positive (1 + ) BMP-9 staining could be observed in 25/41 (61%), and moderately to strongly positive (2 + ) in 16/41 (39%) of the patients. In 27/41 (65%) patients, the BMP-9 protein expression level was consistent with the mRNA expression level as measured by ISH. In those patients with 2 + protein level, nuclear pSmad1 expression in cancer cells was also significantly increased. Expression of BMP-9 was positively related to nuclear Snail expression and reversely correlated to cell surface E-cadherin expression, although this did not reach statistical significance. Expression levels of BMP-9 were significantly associated with the T stages of the investigated tumors and high levels of BMP-9 were detected by immunofluorescence especially at the tumor borders in samples from an HCC mouse model. In vitro, BMP-9 treatment caused a reduction of E-cadherin and ZO-1 and an induction of Vimentin and Snail expression. Furthermore, cell migration was enhanced by BMP-9 in both HCC cell lines. These results imply that EMT induced by BMP-9 is related to invasiveness of HCC.


Subject(s)
Carcinoma, Hepatocellular/metabolism , Carcinoma, Hepatocellular/pathology , Liver Neoplasms/metabolism , Liver Neoplasms/pathology , Cadherins/metabolism , Cell Line, Tumor , Epithelial-Mesenchymal Transition , Female , Growth Differentiation Factor 2 , Humans , Male , Middle Aged
18.
Dev Growth Differ ; 55(3): 301-8, 2013 Apr.
Article in English | MEDLINE | ID: mdl-23414197

ABSTRACT

In recent years the multipotent extraembryonic endoderm (XEN) stem cells have been the center of much attention. In vivo, XEN cells contribute to the formation of the extraembryonic endoderm, visceral and parietal endoderm and later on, the yolk sac. Recent data have shown that the distinction between embryonic and extraembryonic endoderm is not as strict as previously thought due to the integration, and not the displacement, of the visceral endoderm into the definitive embryonic endoderm. Therefore, cells from the extraembryonic endoderm also contribute to definitive endoderm. Many research groups focused on unraveling the potential and ability of XEN cells to both support differentiation and/or differentiate into endoderm-like tissues as an alternative to embryonic stem (ES) cells. Moreover, the conversion of ES to XEN cells, shown recently without genetic manipulations, uncovers significant and novel molecular mechanisms involved in extraembryonic endoderm and definitive endoderm development. XEN cell lines provide a unique model for an early mammalian lineage that complements the established ES and trophoblast stem cell lines. Through the study of essential genes and signaling requirements for XEN cells in vitro, insights will be gained about the developmental program of the extraembryonic and embryonic endodermal lineage in vivo. This review will provide an overview on the current literature focusing on XEN cells as a model for primitive endoderm and possibly definitive endoderm as well as the potential of using these cells for therapeutic applications.


Subject(s)
Endoderm/cytology , Endoderm/growth & development , Animals , Embryonic Stem Cells/cytology , Embryonic Stem Cells/metabolism , Endoderm/metabolism , Humans , Stem Cells/cytology , Stem Cells/metabolism
19.
Cancer Lett ; 553: 215992, 2023 01 28.
Article in English | MEDLINE | ID: mdl-36397638

ABSTRACT

In the Special Issue on Prostate Cancer, we have invited 25 researchers or clinicians from prostate cancer community to review the cutting-edge topics in this field. In particular, the mini-reviews have covered various basic science and clinical aspects in prostate cancer, including prostate epithelial stem cells or progenitors, androgen and androgen receptor pathways, tumor modeling, genomics, different cell-autonomous and non-cell-autonomous mechanisms as well as various clinical issues encompassing diagnosis, risk stratification and treatments.


Subject(s)
Genomics , Prostatic Neoplasms , Male , Humans , Prostatic Neoplasms/genetics , Prostatic Neoplasms/therapy , Prostate , Androgens , Stem Cells
20.
Gene ; 874: 147481, 2023 Jul 20.
Article in English | MEDLINE | ID: mdl-37182560

ABSTRACT

Despite the advances in bone fracture treatment, a significant fraction of fracture patients will develop non-union. Most non-unions are treated with surgery since identifying the molecular causes of these defects is exceptionally challenging. In this study, compared with marrow bone, we generated a transcriptional atlas of human osteoprogenitor cells derived from healing callus and non-union fractures. Detailed comparison among the three conditions revealed a substantial similarity of callus and nonunion at the gene expression level. Nevertheless, when assayed functionally, they showed different osteogenic potential. Utilizing longitudinal transcriptional profiling of the osteoprogenitor cells, we identified FOS as a putative master regulator of non-union fractures. We validated FOS activity by profiling a validation cohort of 31 tissue samples. Our work identified new molecular targets for non-union classification and treatment while providing a valuable resource to better understand human bone healing biology.


Subject(s)
Bony Callus , Fracture Healing , Humans , Fracture Healing/genetics , Bony Callus/metabolism , Osteogenesis/genetics
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