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1.
Blood ; 143(24): 2490-2503, 2024 Jun 13.
Article in English | MEDLINE | ID: mdl-38493481

ABSTRACT

ABSTRACT: Pegylated interferon alfa (pegIFN-α) can induce molecular remissions in patients with JAK2-V617F-positive myeloproliferative neoplasms (MPNs) by targeting long-term hematopoietic stem cells (LT-HSCs). Additional somatic mutations in genes regulating LT-HSC self-renewal, such as DNMT3A, have been reported to have poorer responses to pegIFN-α. We investigated whether DNMT3A loss leads to alterations in JAK2-V617F LT-HSC functions conferring resistance to pegIFN-α treatment in a mouse model of MPN and in hematopoietic progenitors from patients with MPN. Long-term treatment with pegIFN-α normalized blood parameters and reduced splenomegaly and JAK2-V617F chimerism in single-mutant JAK2-V617F (VF) mice. However, pegIFN-α in VF;Dnmt3aΔ/Δ (VF;DmΔ/Δ) mice worsened splenomegaly and failed to reduce JAK2-V617F chimerism. Furthermore, LT-HSCs from VF;DmΔ/Δ mice compared with VF were less prone to accumulate DNA damage and exit dormancy upon pegIFN-α treatment. RNA sequencing showed that IFN-α induced stronger upregulation of inflammatory pathways in LT-HSCs from VF;DmΔ/Δ than from VF mice, indicating that the resistance of VF;DmΔ/Δ LT-HSC was not due to failure in IFN-α signaling. Transplantations of bone marrow from pegIFN-α-treated VF;DmΔ/Δ mice gave rise to more aggressive disease in secondary and tertiary recipients. Liquid cultures of hematopoietic progenitors from patients with MPN with JAK2-V617F and DNMT3A mutation showed increased percentages of JAK2-V617F-positive colonies upon IFN-α exposure, whereas in patients with JAK2-V617F alone, the percentages of JAK2-V617F-positive colonies decreased or remained unchanged. PegIFN-α combined with 5-azacytidine only partially overcame resistance in VF;DmΔ/Δ mice. However, this combination strongly decreased the JAK2-mutant allele burden in mice carrying VF mutation only, showing potential to inflict substantial damage preferentially to the JAK2-mutant clone.


Subject(s)
DNA (Cytosine-5-)-Methyltransferases , DNA Methyltransferase 3A , Drug Resistance, Neoplasm , Hematopoietic Stem Cells , Interferon-alpha , Janus Kinase 2 , Myeloproliferative Disorders , Animals , DNA Methyltransferase 3A/genetics , Janus Kinase 2/genetics , Janus Kinase 2/metabolism , DNA (Cytosine-5-)-Methyltransferases/genetics , DNA (Cytosine-5-)-Methyltransferases/metabolism , Interferon-alpha/pharmacology , Mice , Myeloproliferative Disorders/genetics , Myeloproliferative Disorders/pathology , Myeloproliferative Disorders/drug therapy , Myeloproliferative Disorders/metabolism , Humans , Drug Resistance, Neoplasm/genetics , Hematopoietic Stem Cells/metabolism , Hematopoietic Stem Cells/pathology , Hematopoietic Stem Cells/drug effects , Cell Self Renewal , Mice, Inbred C57BL , Polyethylene Glycols/pharmacology , Recombinant Proteins
2.
Blood ; 130(6): 789-802, 2017 08 10.
Article in English | MEDLINE | ID: mdl-28619982

ABSTRACT

The bone marrow (BM) provides a protective microenvironment to support the survival of leukemic cells and influence their response to therapeutic agents. In acute myeloid leukemia (AML), the high rate of relapse may in part be a result of the inability of current treatment to effectively overcome the protective influence of the BM niche. To better understand the effect of the BM microenvironment on drug responses in AML, we conducted a comprehensive evaluation of 304 inhibitors, including approved and investigational agents, comparing ex vivo responses of primary AML cells in BM stroma-derived and standard culture conditions. In the stroma-based conditions, the AML patient cells exhibited significantly reduced sensitivity to 12% of the tested compounds, including topoisomerase II, B-cell chronic lymphocytic leukemia/lymphoma 2 (BCL2), and many tyrosine kinase inhibitors (TKIs). The loss of TKI sensitivity was most pronounced in patient samples harboring FLT3 or PDGFRB alterations. In contrast, the stroma-derived conditions enhanced sensitivity to Janus kinase (JAK) inhibitors. Increased cell viability and resistance to specific drug classes in the BM stroma-derived conditions was a result of activation of alternative signaling pathways mediated by factors secreted by BM stromal cells and involved a switch from BCL2 to BCLXL-dependent cell survival. Moreover, the JAK1/2 inhibitor ruxolitinib restored sensitivity to the BCL2 inhibitor venetoclax in AML patient cells ex vivo in different model systems and in vivo in an AML xenograft mouse model. These findings highlight the potential of JAK inhibitors to counteract stroma-induced resistance to BCL2 inhibitors in AML.


Subject(s)
Antineoplastic Agents/therapeutic use , Bridged Bicyclo Compounds, Heterocyclic/therapeutic use , Janus Kinase 1/antagonists & inhibitors , Janus Kinase 2/antagonists & inhibitors , Leukemia, Myeloid, Acute/drug therapy , Proto-Oncogene Proteins c-bcl-2/antagonists & inhibitors , Pyrazoles/therapeutic use , Sulfonamides/therapeutic use , Animals , Antineoplastic Agents/pharmacology , Bone Marrow Cells/drug effects , Bone Marrow Cells/metabolism , Bone Marrow Cells/pathology , Bridged Bicyclo Compounds, Heterocyclic/pharmacology , Cell Line , Drug Resistance, Neoplasm/drug effects , Drug Synergism , Female , Humans , Janus Kinase 1/metabolism , Janus Kinase 2/metabolism , Leukemia, Myeloid, Acute/metabolism , Leukemia, Myeloid, Acute/pathology , Mice , Nitriles , Protein Kinase Inhibitors/pharmacology , Protein Kinase Inhibitors/therapeutic use , Proto-Oncogene Proteins c-bcl-2/metabolism , Pyrazoles/pharmacology , Pyrimidines , STAT Transcription Factors/metabolism , Signal Transduction/drug effects , Stromal Cells/drug effects , Stromal Cells/metabolism , Stromal Cells/pathology , Sulfonamides/pharmacology , Tumor Cells, Cultured
3.
Exp Cell Res ; 332(2): 163-78, 2015 Mar 15.
Article in English | MEDLINE | ID: mdl-25645944

ABSTRACT

The indifferent mammalian embryonic gonad generates an ovary or testis, but the factors involved are still poorly known. The Wnt-4 signal represents one critical female determinant, since its absence leads to partial female-to-male sex reversal in mouse, but its signalling is as well implicated in the testis development. We used the Wnt-4 deficient mouse as a model to identify candidate gonadogenesis genes, and found that the Notum, Phlda2, Runx-1 and Msx1 genes are typical of the wild-type ovary and the Osr2, Dach2, Pitx2 and Tacr3 genes of the testis. Strikingly, the expression of these latter genes becomes reversed in the Wnt-4 knock-out ovary, suggesting a role in ovarian development. We identified the transcription factor Runx-1 as a Wnt-4 signalling target gene, since it is expressed in the ovary and is reduced upon Wnt-4 knock-out. Consistent with this, introduction of the Wnt-4 signal into early ovary cells ex vivo induces Runx-1 expression, while conversely Wnt-4 expression is down-regulated in the absence of Runx-1. We conclude that the Runx-1 gene can be a Wnt-4 signalling target, and that Runx-1 and Wnt-4 are mutually interdependent in their expression. The changes in gene expression due to the absence of Wnt-4 in gonads reflect the sexually dimorphic role of this signal and its complex gene network in mammalian gonad development.


Subject(s)
Gene Expression Regulation, Developmental , Ovary/metabolism , Wnt4 Protein/physiology , Animals , Base Sequence , Binding Sites , Cells, Cultured , Core Binding Factor Alpha 2 Subunit/genetics , Core Binding Factor Alpha 2 Subunit/metabolism , Female , Gene Expression , Male , Mice, Knockout , Ovary/embryology , Sex Determination Processes/genetics , Tissue Culture Techniques , Wnt Signaling Pathway
4.
Proteomics ; 14(21-22): 2443-53, 2014 Nov.
Article in English | MEDLINE | ID: mdl-25211154

ABSTRACT

The increasing coverage and sensitivity of LC-MS/MS-based proteomics have expanded its applications in systems medicine. In particular, label-free quantitation approaches are enabling biomarker discovery in terms of statistical comparison of proteomic profiles across large numbers of clinical samples. However, it still remains poorly understood how much protein markers can add novel insights compared to markers derived from mRNA transcriptomic profiling. Using paired label-free LC-MS/MS and gene expression microarray measurements from primary samples of patients with acute myeloid leukemia (AML), we demonstrate here that while the quantitative proteomic and transcriptomic profiles were highly correlated, in general, the marker panels showing statistically significant expression changes across the disease and healthy groups were profoundly different between protein and mRNA levels. In particular, the proteomic assay enabled unique links to known leukemic processes, which were missed when using the transcriptomic profiling alone, as well as identified additional links to metabolic regulators and chromatin remodelers, such as GPX1, fumarate hydratase, and SET oncogene, which have subsequently been evaluated in independent AML samples. Overall, these results highlighted the complementary and informative view obtained from the quantitative LC-MS/MS approach into the AML deregulated signaling networks.


Subject(s)
Leukemia, Myeloid, Acute/genetics , Leukemia, Myeloid, Acute/metabolism , Proteins/analysis , Proteins/genetics , Biomarkers, Tumor/analysis , Biomarkers, Tumor/genetics , Gene Expression Regulation, Leukemic , Humans , Protein Interaction Maps , Proteins/metabolism , Proteomics , RNA, Messenger/analysis , RNA, Messenger/genetics , Signal Transduction , Systems Biology , Tandem Mass Spectrometry , Transcriptome
5.
Oncotarget ; 8(34): 56338-56350, 2017 Aug 22.
Article in English | MEDLINE | ID: mdl-28915594

ABSTRACT

Novel agents have increased survival of multiple myeloma (MM) patients, however high-risk and relapsed/refractory patients remain challenging to treat and their outcome is poor. To identify novel therapies and aid treatment selection for MM, we assessed the ex vivo sensitivity of 50 MM patient samples to 308 approved and investigational drugs. With the results we i) classified patients based on their ex vivo drug response profile; ii) identified and matched potential drug candidates to recurrent cytogenetic alterations; and iii) correlated ex vivo drug sensitivity to patient outcome. Based on their drug sensitivity profiles, MM patients were stratified into four distinct subgroups with varied survival outcomes. Patients with progressive disease and poor survival clustered in a drug response group exhibiting high sensitivity to signal transduction inhibitors. Del(17p) positive samples were resistant to most drugs tested with the exception of histone deacetylase and BCL2 inhibitors. Samples positive for t(4;14) were highly sensitive to immunomodulatory drugs, proteasome inhibitors and several targeted drugs. Three patients treated based on the ex vivo results showed good response to the selected treatments. Our results demonstrate that ex vivo drug testing may potentially be applied to optimize treatment selection and achieve therapeutic benefit for relapsed/refractory MM.

7.
Sci Rep ; 4: 5193, 2014 Jun 05.
Article in English | MEDLINE | ID: mdl-24898935

ABSTRACT

We developed a systematic algorithmic solution for quantitative drug sensitivity scoring (DSS), based on continuous modeling and integration of multiple dose-response relationships in high-throughput compound testing studies. Mathematical model estimation and continuous interpolation makes the scoring approach robust against sources of technical variability and widely applicable to various experimental settings, both in cancer cell line models and primary patient-derived cells. Here, we demonstrate its improved performance over other response parameters especially in a leukemia patient case study, where differential DSS between patient and control cells enabled identification of both cancer-selective drugs and drug-sensitive patient sub-groups, as well as dynamic monitoring of the response patterns and oncogenic driver signals during cancer progression and relapse in individual patient cells ex vivo. An open-source and easily extendable implementation of the DSS calculation is made freely available to support its tailored application to translating drug sensitivity testing results into clinically actionable treatment options.


Subject(s)
Antineoplastic Agents/pharmacology , Drug Resistance, Neoplasm/drug effects , Leukemia, Myeloid, Acute/drug therapy , Neoplasm Recurrence, Local/drug therapy , Precision Medicine , Algorithms , Case-Control Studies , Humans , Models, Theoretical , Tumor Cells, Cultured
8.
Cancer Discov ; 3(12): 1416-29, 2013 Dec.
Article in English | MEDLINE | ID: mdl-24056683

ABSTRACT

UNLABELLED: We present an individualized systems medicine (ISM) approach to optimize cancer drug therapies one patient at a time. ISM is based on (i) molecular profiling and ex vivo drug sensitivity and resistance testing (DSRT) of patients' cancer cells to 187 oncology drugs, (ii) clinical implementation of therapies predicted to be effective, and (iii) studying consecutive samples from the treated patients to understand the basis of resistance. Here, application of ISM to 28 samples from patients with acute myeloid leukemia (AML) uncovered five major taxonomic drug-response subtypes based on DSRT profiles, some with distinct genomic features (e.g., MLL gene fusions in subgroup IV and FLT3-ITD mutations in subgroup V). Therapy based on DSRT resulted in several clinical responses. After progression under DSRT-guided therapies, AML cells displayed significant clonal evolution and novel genomic changes potentially explaining resistance, whereas ex vivo DSRT data showed resistance to the clinically applied drugs and new vulnerabilities to previously ineffective drugs. SIGNIFICANCE: Here, we demonstrate an ISM strategy to optimize safe and effective personalized cancer therapies for individual patients as well as to understand and predict disease evolution and the next line of therapy. This approach could facilitate systematic drug repositioning of approved targeted drugs as well as help to prioritize and de-risk emerging drugs for clinical testing.


Subject(s)
Antineoplastic Agents/therapeutic use , Drug Resistance, Neoplasm/genetics , Leukemia, Myeloid, Acute/drug therapy , Leukemia, Myeloid, Acute/genetics , Precision Medicine/methods , Antineoplastic Agents/pharmacology , Disease Progression , Drug Repositioning , Gene Expression Profiling , Genome, Human , Humans , Signal Transduction/drug effects , Treatment Outcome
9.
Endocrinology ; 151(4): 1872-83, 2010 Apr.
Article in English | MEDLINE | ID: mdl-20172968

ABSTRACT

Strong gain-of-function mutations have not been identified in humans in the FSH receptor (FSHR), whereas such mutations are common among many other G protein-coupled receptors. In order to predict consequences of such mutations on humans, we first identified constitutively activated mutants of the mouse (m) Fshr and then expressed them under the human anti-Müllerian hormone promoter in transgenic mice or created knock-in mutation into the mouse genome. We show here that mutations of Asp580 in the mFSHR significantly increase the basal receptor activity. D580H and D580Y mutations of mFSHR bind FSH, but the activity of the former is neither ligand-dependent nor promiscuous towards LH/human choriogonadotropin stimulation. Transgenic expression of mFshr(D580H) in granulosa cells leads to abnormal ovarian structure and function in the form of hemorrhagic cysts, accelerated loss of small follicles, augmented granulosa cell proliferation, increased estradiol biosynthesis, and occasional luteinized unruptured follicles or teratomas. The most affected mFshr(D580H) females are infertile with disturbed estrous cycle and decreased gonadotropin and increased prolactin levels. Increased estradiol and prolactin apparently underlie the enhanced development of the mammary glands, adenomatous pituitary growth, and lipofuscin accumulation in the adrenal gland. The influence of the mFSHR(D580Y) mutation is milder, mainly causing hemorrhagic cysts in transgenic mFSHR(D580Y) and mFSHR(D580Y) -knock-in mice. The results demonstrate that gain-of-function mutations of the FSHR in mice bring about distinct and clear changes in ovarian function, informative in the search of similar mutations in humans.


Subject(s)
Estrogens/blood , Infertility/genetics , Ovarian Follicle/pathology , Ovary/pathology , Receptors, FSH/genetics , Adrenal Glands/pathology , Analysis of Variance , Animals , Cell Proliferation , Estrogens/biosynthesis , Estrous Cycle/genetics , Female , Infertility/blood , Infertility/pathology , Mammary Glands, Animal/pathology , Mice , Mice, Transgenic , Mutation/genetics , Organ Size , Ovary/metabolism , Phenotype , Pituitary Gland/pathology , Progesterone/biosynthesis , Prolactin/blood , Reverse Transcriptase Polymerase Chain Reaction , Transfection
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