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1.
Pharmaceutics ; 16(6)2024 Jun 19.
Article in English | MEDLINE | ID: mdl-38931954

ABSTRACT

The tyrosine kinase Inhibitor (TKI) imatinib is approved for the treatment of the chronic phase of chronic myeloid leukemia (CP-CML). Pharmacokinetic studies have highlighted the importance of inter-patient variability on imatinib plasma trough concentrations (ima[C]min). In the OPTIM-imatinib trial, we demonstrated that therapeutic drug monitoring (TDM) is able to improve the molecular response of CP-CML patients treated with imatinib. Here, we analyzed the constitutional exomes and RNAseq data of these patients. We performed an association analysis between the constitutional genetic variants of the patients and their ima[C]min, measured after 12 weeks of treatment with 400 mg once daily. Using linear regression, we identified 50 SNPs that showed excess heterozygosity depending on the ima[C]min. Ten SNPs were from non-coding sequences, and among the 40 remaining, 30 (from 25 genes) could be split into two categories. The first group of 16 SNPs concerns genes encoding extracellular matrix, cell junction, and membrane proteins. Coincidentally, cell adhesion proteins were also identified by RNA-seq as being overexpressed in patients with high ima[C]min. The other group of 14 SNPs were from genes encoding proteins involved in transcription/translation. Although most of the SNPs are intronic variants (28), we also identified missense (3), synonymous (4), 5'/3' (2), splicing (1), and upstream (4) variants. A haplotype analysis of four genes showed a significant association with high ima[C]min. None of the SNPs were significantly associated with the response. In conclusion, we identified a number of ima[C]min-associated SNPs, most of which correspond to genes encoding proteins that could play a role in the diffusion and transit of imatinib through membranes or epithelial barriers.

2.
Arterioscler Thromb Vasc Biol ; 42(12): 1471-1481, 2022 12.
Article in English | MEDLINE | ID: mdl-36325900

ABSTRACT

BACKGROUND: To examine the association of ultrasensitive cTnI (cardiac troponin I) with incident cardiovascular disease events (CVDs) in the primary prevention setting. METHODS: cTnI was analyzed in the baseline plasma (2008-2012) of CVD-free volunteers from the Paris Prospective Study III using a novel ultrasensitive immunoassay (Simoa Troponin-I 2.0 Kit, Quanterix, Lexington) with a limit of detection of 0.013 pg/mL. Incident CVD hospitalizations (coronary heart disease, stroke, cardiac arrhythmias, deep venous thrombosis or pulmonary embolism, heart failure, or arterial aneurysm) were validated by critical review of the hospital records. Hazard ratios were estimated per log-transformed SD increase of cTnI in Cox models using age as the time scale. RESULTS: The study population includes 9503 participants (40% women) aged 59.6 (6.3) years. cTnI was detected in 99.6% of the participants (median value=0.63 pg/mL, interquartile range, 0.39-1.09). After a median follow-up of 8.34 years (interquartile range, 8.0-10.07), 516 participants suffered 612 events. In fully adjusted analysis, higher cTnI (per 1 SD increase of log cTnI) was significantly associated with CVD events combined (hazard ratio, 1.18 [1.08-1.30]). Among all single risk factors, cTnI had the highest discrimination capacity for incident CVD events (C index=0.6349). Adding log cTnI to the SCORE 2 (Systematic Coronary Risk Evaluation) risk improved moderately discriminatory capacity (C index 0.698 versus 0.685; bootstrapped C index difference: 0.0135 [95% CI, 0.0131-0.0138]), and reclassification of the participants (categorical net reclassification index, 0.0628 [95% CI, 0.023-0.102]). Findings were consistent using the US pooled cohort risk equation. CONCLUSIONS: Ultrasensitive cTnI is an independent marker of CVD events in the primary prevention setting.


Subject(s)
Cardiovascular Diseases , Troponin I , Female , Humans , Male , Biomarkers , Cardiovascular Diseases/diagnosis , Cardiovascular Diseases/epidemiology , Prognosis , Prospective Studies , Risk Factors , Middle Aged
3.
Stud Health Technol Inform ; 295: 45-48, 2022 Jun 29.
Article in English | MEDLINE | ID: mdl-35773802

ABSTRACT

Medical reports are key elements to guarantee the quality, and continuity of care but their quality remains an issue. Standardization and structuration of reports can increase their quality, but are usually based on expert opinions. Here, we hypothesize that a structured model of medical reports could be learnt using machine learning on retrospective medical reports extracted from clinical data warehouses (CDW). To investigate our hypothesis, we extracted breast cancer operative reports from our CDW. Each document was preprocessed and split into sentences. Clustering was performed using TFIDF, Paraphrase or Universal Sentence Encoder along with K-Means, DBSCAN, or Hierarchical clustering. The best couple was TFIDF/K-Means, providing a sentence coverage of 89 % on our dataset; and allowing to identify 7 main categories of items to include in breast cancer operative reports. These results are encouraging for a document preset creation task and should then be validated and implemented in real life.


Subject(s)
Breast Neoplasms , Data Warehousing , Algorithms , Breast Neoplasms/surgery , Cluster Analysis , Female , Humans , Retrospective Studies
4.
Hum Mol Genet ; 30(1): 21-29, 2021 03 25.
Article in English | MEDLINE | ID: mdl-33437983

ABSTRACT

Leber's hereditary optic neuropathy (LHON) is the most common disorder due to mitochondrial DNA mutations and complex I deficiency. It is characterized by an acute vision loss, generally in young adults, with a higher penetrance in males. How complex I dysfunction induces the peculiar LHON clinical presentation remains an unanswered question. To gain an insight into this question, we carried out a non-targeted metabolomic investigation using the plasma of 18 LHON patients, during the chronic phase of the disease, comparing them to 18 healthy controls. A total of 500 metabolites were screened of which 156 were accurately detected. A supervised Orthogonal Partial Least Squares-Discriminant Analysis (OPLS-DA) highlighted a robust model for disease prediction with a Q2 (cum) of 55.5%, with a reliable performance during the permutation test (cross-validation analysis of variance, P-value = 5.02284e-05) and a good prediction of a test set (P = 0.05). This model highlighted 10 metabolites with variable importance in the projection (VIP) > 0.8. Univariate analyses revealed nine discriminating metabolites, six of which were the same as those found in the Orthogonal Projections to Latent Structures Discriminant Analysis model. In total, the 13 discriminating metabolites identified underlining dietary metabolites (nicotinamide, taurine, choline, 1-methylhistidine and hippurate), mitochondrial energetic substrates (acetoacetate, glutamate and fumarate) and purine metabolism (inosine). The decreased concentration of taurine and nicotinamide (vitamin B3) suggest interesting therapeutic targets, given their neuroprotective roles that have already been demonstrated for retinal ganglion cells. Our results show a reliable predictive metabolomic signature in the plasma of LHON patients and highlighted taurine and nicotinamide deficiencies.


Subject(s)
Mitochondria/genetics , Niacinamide/blood , Optic Atrophy, Hereditary, Leber/blood , Taurine/blood , Adolescent , Adult , Aged , DNA, Mitochondrial/genetics , Electron Transport Complex I/blood , Electron Transport Complex I/genetics , Female , Humans , Male , Metabolome/genetics , Metabolomics , Middle Aged , Mitochondria/pathology , Mutation/genetics , Niacinamide/deficiency , Optic Atrophy, Hereditary, Leber/genetics , Optic Atrophy, Hereditary, Leber/pathology , Retinal Ganglion Cells/metabolism , Retinal Ganglion Cells/pathology , Taurine/deficiency , Young Adult
5.
J Immunol ; 195(6): 2580-90, 2015 Sep 15.
Article in English | MEDLINE | ID: mdl-26246143

ABSTRACT

Acute myeloid leukemia (AML) is a heterogeneous group of malignancies that may be sensitive to the NK cell antitumor response. However, NK cells are frequently defective in AML. In this study, we found in an exploratory cohort (n = 46) that NK cell status at diagnosis of AML separated patients in two groups with a different clinical outcome. Patients with a deficient NK cell profile, including reduced expression of some activating NK receptors (e.g., DNAX accessory molecule-1, NKp46, and NKG2D) and decreased IFN-γ production, had a significantly higher risk of relapse (p = 0.03) independently of cytogenetic classification in multivariate analysis. Patients with defective NK cells showed a profound gene expression decrease in AML blasts for cytokine and chemokine signaling (e.g., IL15, IFNGR1, IFNGR2, and CXCR4), Ag processing (e.g., HLA-DRA, HLA-DRB1, and CD74) and adhesion molecule pathways (e.g., PVR and ICAM1). A set of 388 leukemic classifier genes defined in the exploratory cohort was independently validated in a multicentric cohort of 194 AML patients. In total, these data evidenced the interplay between NK cells and AML blasts at diagnosis allowing an immune-based stratification of AML patients independently of clinical classifications.


Subject(s)
Cytotoxicity, Immunologic/immunology , Killer Cells, Natural/immunology , Leukemia, Myeloid, Acute/immunology , Receptors, Natural Killer Cell/metabolism , Tumor Escape/immunology , Adult , Aged , Antigens, CD/immunology , Cell Adhesion Molecules/immunology , Female , HLA-DR alpha-Chains/immunology , HLA-DRB1 Chains/immunology , Humans , Interferon-gamma/biosynthesis , Interleukin-15/biosynthesis , Leukemia, Myeloid, Acute/diagnosis , Male , Middle Aged , Receptors, CXCR4/biosynthesis , Receptors, Interferon/biosynthesis , Sialyltransferases/immunology , Tumor Escape/genetics , Young Adult , Interferon gamma Receptor
6.
Oncotarget ; 4(10): 1582-91, 2013 Oct.
Article in English | MEDLINE | ID: mdl-24123600

ABSTRACT

Pharmacogenetic studies in chronic myelogenous leukemia (CML) typically use a candidate gene approach. In an alternative strategy, we analyzed the impact of single nucleotide polymorphisms (SNPs) in drug transporter genes on the molecular response to imatinib, using a DNA chip containing 857 SNPs covering 94 drug transporter genes. Two cohorts of CML patients treated with imatinib were evaluated: an exploratory cohort including 105 patients treated at 400 mg/d and a validation cohort including patients sampled from the 400 mg/d and 600 mg/d arms of the prospective SPIRIT trial (n=239). Twelve SNPs discriminating patients according to cumulative incidence of major molecular response (CI-MMR) were identified within the exploratory cohort. Three of them, all located within the ABCG2 gene, were validated in patients included in the 400 mg/d arm of the SPIRIT trial. We identified an ABCG2 haplotype (define as G-G, rs12505410 and rs2725252) as associated with significantly higher CI-MMR in patients treated at 400 mg/d. Interestingly, we found that patients carrying this ABCG2 "favorable" haplotype in the 400 mg arm reached similar CI-MMR rates that patients randomized in the imatinib 600 mg/d arm. Our results suggest that response to imatinib may be influenced by constitutive haplotypes in drug transporter genes. Lower response rates associated with "non- favorable" ABCG2 haplotypes may be overcome by increasing the imatinib daily dose up to 600 mg/d.


Subject(s)
ATP-Binding Cassette Transporters/genetics , Antineoplastic Agents/administration & dosage , Benzamides/administration & dosage , Leukemia, Myelogenous, Chronic, BCR-ABL Positive/drug therapy , Leukemia, Myelogenous, Chronic, BCR-ABL Positive/genetics , Neoplasm Proteins/genetics , Piperazines/administration & dosage , Pyrimidines/administration & dosage , ATP Binding Cassette Transporter, Subfamily G, Member 2 , Cohort Studies , DNA, Neoplasm/blood , DNA, Neoplasm/genetics , Female , Genotype , Haplotypes , Humans , Imatinib Mesylate , Leukemia, Myelogenous, Chronic, BCR-ABL Positive/blood , Male , Middle Aged , Oligonucleotide Array Sequence Analysis , Pharmacogenetics , Polymorphism, Single Nucleotide , Prospective Studies , Retrospective Studies , Treatment Outcome
7.
Eur J Immunol ; 43(5): 1383-8, 2013 May.
Article in English | MEDLINE | ID: mdl-23400905

ABSTRACT

Diffuse large B-cell lymphoma (DLBCL) is the most common subtype of non-Hodgkin's lymphoma in adults. It is generally treated by a combination of chemotherapy and CD20-specific mAbs, such as rituximab, which act, at least partially, by activating antibody-dependent cell-mediated cytotoxicity (ADCC). ADCC involves NK cells, particularly the CD56(dim) NK-cell subset expressing CD16, the low affinity Fcγ receptor. Here, we show that CD16 expression levels are decreased in a cohort of 36 newly diagnosed DLBCL patients compared with those in 20 healthy controls (HCs). CD137, a co-stimulatory molecule expressed on activated NK cells, was also expressed at lower levels in patients compared with controls. Cells sampled from our cohort also showed severely reduced degranulation activity when challenged with rituximab-coated tumor cells, which could not be corrected by stimulation with high doses of IL-2. These results suggest that rituximab-induced NK-cell ADCC could be defective in some DLBCL patients at diagnosis. These patients should be closely monitored and attempts made to improve their NK-cell function.


Subject(s)
Antibodies, Monoclonal, Murine-Derived/pharmacology , Antineoplastic Agents/pharmacology , Cytotoxicity, Immunologic/drug effects , Killer Cells, Natural/drug effects , Lymphoma, Large B-Cell, Diffuse/pathology , Adult , Case-Control Studies , Cell Degranulation/drug effects , Cell Degranulation/immunology , Cells, Cultured , GPI-Linked Proteins/genetics , GPI-Linked Proteins/immunology , Gene Expression , Humans , Immunity, Cellular/drug effects , Immunophenotyping , Interleukin-2/pharmacology , Killer Cells, Natural/immunology , Killer Cells, Natural/pathology , Lymphoma, Large B-Cell, Diffuse/diagnosis , Lymphoma, Large B-Cell, Diffuse/immunology , Receptors, IgG/genetics , Receptors, IgG/immunology , Rituximab , Tumor Necrosis Factor Receptor Superfamily, Member 9/genetics , Tumor Necrosis Factor Receptor Superfamily, Member 9/immunology
8.
BMC Genomics ; 7: 51, 2006 Mar 15.
Article in English | MEDLINE | ID: mdl-16539734

ABSTRACT

BACKGROUND: We compared the relative precision and accuracy of expression measurements obtained from three different state-of-the-art commercial short and long-oligonucleotide microarray platforms (Affymetrix GeneChip, GE Healthcare CodeLink and Agilent Technologies). The design of the comparison was chosen to judge each platform in the context of a multi-project program. RESULTS: All wet-lab experiments and raw data acquisitions were performed independently by each commercial platform. Intra-platform reproducibility was assessed using measurements from all available targets. Inter-platform comparisons of relative signal intensities were based on a common and non-redundant set of roughly 3,400 targets chosen for their unique correspondence toward a single transcript. Despite many examples of strong similarities we found several areas of discrepancy between the different platforms. CONCLUSION: We found a higher level of reproducibility from one-color based microarrays (Affymetrix and CodeLink) compared to the two-color arrays from Agilent. Overall, Affymetrix data had a slightly higher level of concordance with sample-matched real-time quantitative reverse-transcriptase polymerase chain reaction (QRT-PCR) data particularly for detecting small changes in gene expression levels.


Subject(s)
Oligonucleotide Array Sequence Analysis/methods , Cell Line, Tumor , Cluster Analysis , Gene Expression Profiling/instrumentation , Gene Expression Profiling/methods , Gene Expression Regulation, Neoplastic , Humans , Polymerase Chain Reaction/methods , Reproducibility of Results
9.
J Immunol ; 172(6): 3604-11, 2004 Mar 15.
Article in English | MEDLINE | ID: mdl-15004162

ABSTRACT

Multidrug resistance (MDR) confers resistance to anticancer drugs and reduces therapeutic efficiency. It is often characterized by the expression of the MDR1 gene product P-glycoprotein (or gp170) at the membrane of tumor cells. To further propose a potential complementary tool in cancer treatment, the sensitivity of gp170 tumor cells to NK-dependent lysis was investigated. Two kinds of cells were generated from wild-type K562 erythroleukemic cells: the first were derived from Taxol-selected cells and cloned, whereas the second were retrovirally transduced by the cDNA of the MDR1 gene. The last process was also applied to the human embryonal carcinoma cells called Tera-2 cells. First, both cloned and MDR-1 K562 cells appeared highly susceptible to naive NK cell killing. Interestingly, in addition, Tera-2 cells that were not sensitive to NK lysis could be killed when they expressed gp170 at their membranes. In previous data, we demonstrated that NK cell release of bimolecular complexes composed of perforin and platelet-activating factor (PAF) interacting with the PAF-R, which has to be expressed on the target cell membranes, were components of NK tumor cell killing. In the present study, we show that gp170 has the capacity to drive constitutive PAF-R expression on tumor cells, which could be responsible for hypersensitivity to NK lysis and accelerated cell death.


Subject(s)
Cytotoxicity, Immunologic , Drug Resistance, Neoplasm/immunology , Glycoproteins/physiology , Killer Cells, Natural/immunology , Platelet Activating Factor/metabolism , Platelet Membrane Glycoproteins/biosynthesis , Receptors, G-Protein-Coupled/biosynthesis , ATP Binding Cassette Transporter, Subfamily B , Carcinoma, Embryonal/immunology , Carcinoma, Embryonal/metabolism , Carcinoma, Embryonal/pathology , Cell Line, Tumor , Cell Membrane/immunology , Cell Membrane/metabolism , Cell Membrane/pathology , Clone Cells , Cytotoxicity, Immunologic/drug effects , Genes, MDR/immunology , Glycoproteins/biosynthesis , Humans , Hydrogen-Ion Concentration , K562 Cells , Killer Cells, Natural/drug effects , Leukemia, Erythroblastic, Acute/immunology , Leukemia, Erythroblastic, Acute/metabolism , Leukemia, Erythroblastic, Acute/pathology , Paclitaxel/pharmacology , Retroviridae/genetics , Teratoma/immunology , Teratoma/metabolism , Teratoma/pathology , Transduction, Genetic , Transfection
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