14 research outputs found
Clonal hematopoiesis as a pitfall in germline variant interpretation in the context of Mendelian disorders
Clonal hematopoiesis because of somatic mutations in hematopoietic stem/progenitor cells is an age-related phenomenon and commonly observed when sequencing blood DNA in elderly individuals. Several genes that are implicated in clonal hematopoiesis are also associated with Mendelian disorders when mutated in the germline, potentially leading to variant misinterpretation. We performed a literature search to identify genes associated with age-related clonal hematopoiesis followed by an OMIM query to identify the subset of genes in which germline variants are associated with Mendelian disorders. We retrospectively screened for diagnostic cases in which the presence of age-related clonal hematopoiesis confounded exome sequencing data interpretation. We found 58 genes in which somatic mutations are implicated in clonal hematopoiesis, while germline variants in the same genes are associated with Mendelian (mostly neurodevelopmental) disorders. Using five selected cases of individuals with suspected monogenic disorders, we illustrate how clonal hematopoiesis in either variant databases or exome sequencing datasets poses a pitfall, potentially leading to variant misclassification and erroneous conclusions regarding gene-disease associations
25th annual computational neuroscience meeting: CNS-2016
The same neuron may play different functional roles in the neural circuits to which it belongs. For example, neurons in the Tritonia pedal ganglia may participate in variable phases of the swim motor rhythms [1]. While such neuronal functional variability is likely to play a major role the delivery of the functionality of neural systems, it is difficult to study it in most nervous systems. We work on the pyloric rhythm network of the crustacean stomatogastric ganglion (STG) [2]. Typically network models of the STG treat neurons of the same functional type as a single model neuron (e.g. PD neurons), assuming the same conductance parameters for these neurons and implying their synchronous firing [3, 4]. However, simultaneous recording of PD neurons shows differences between the timings of spikes of these neurons. This may indicate functional variability of these neurons. Here we modelled separately the two PD neurons of the STG in a multi-neuron model of the pyloric network. Our neuron models comply with known correlations between conductance parameters of ionic currents. Our results reproduce the experimental finding of increasing spike time distance between spikes originating from the two model PD neurons during their synchronised burst phase. The PD neuron with the larger calcium conductance generates its spikes before the other PD neuron. Larger potassium conductance values in the follower neuron imply longer delays between spikes, see Fig. 17.Neuromodulators change the conductance parameters of neurons and maintain the ratios of these parameters [5]. Our results show that such changes may shift the individual contribution of two PD neurons to the PD-phase of the pyloric rhythm altering their functionality within this rhythm. Our work paves the way towards an accessible experimental and computational framework for the analysis of the mechanisms and impact of functional variability of neurons within the neural circuits to which they belong
Comprehensive analysis of isolated der(1;7)(q10;p10) in a large international homogenous cohort of patients with myelodysplastic syndromes
The karyotype is a strong independent prognostic factor in myelodysplastic syndromes (MDS). Since the implementation of the new comprehensive cytogenetic scoring system for MDS, chromosome 7 anomalies are no longer generally assigned to poor risk features but are thoroughly separated. However, der(1;7)(q10;p10), hereinafter der(1;7), is merged into the group labeled "any other single" and belongs to the intermediate risk group, just by definition due to lack of adequate clinical data. The aim of our international collaborative was to clarify the "real" prognostic impact of der(1;7) on a homogenous and well-documented data base. We performed detailed analysis of 63 MDS patients with isolated der(1;7) constituting the largest cohort hitherto reported. Furthermore, clinical data are compared with those of patients with isolated del(7q) and isolated monosomy 7. Median overall survival (OS) of patients with der(1;7) is 26âmonths (hazard ratio (HR) 0.91 for del(7q) vs der(1;7) and 2.53 for monosomy 7 vs der(1;7)). The der(1;7) is associated with profound thrombocytopenia most probably causing the reduced OS which is in striking contrast to the low risk for AML transformation (HR 3.89 for del(7q) vs der(1;7) and 5.88 for monosomy 7 vs der(1;7)). Molecular karyotyping indicates that der(1;7) is generated in a single step during mitosis and that a chromosomal imbalance rather than a single disrupted gene accounts for malignancy. Thus, the current cytogenetic scoring system assigning isolated der(1;7) to the intermediate risk group is now confirmed by a sufficient data set.status: publishe
The Medalist trial : results of a phase 3, randomized, double-blind, placebo-controlled study of luspatercept to treat anemia in patients with very low-, low-, or intermediate-risk myelodysplastic syndromes (MDS) with ring sideroblasts (RS) who require red blood cell (RBC) transfusions
Abstract
Introduction: MDS is associated with an erythroid maturation defect, characterized by ineffective erythropoiesis leading to anemia and RBC transfusion dependence. Treatment of anemia in lower-risk MDS remains an unmet medical need. Luspatercept is a first-in-class erythroid maturation agent which binds to select TGFÎČ superfamily ligands to reduce aberrant Smad2/3 signaling and enhance late-stage erythropoiesis (Suragani RN, et al. Nat Med. 2014;20:408-14). Preliminary clinical studies have shown promising activity in MDS (Platzbecker U, et al. Lancet Oncol. 2017;10:1338-47).
We report the results of a phase 3, randomized, double-blind, placebo-controlled study to evaluate the efficacy and safety of luspatercept in patients with anemia due to Revised International Prognostic Scoring System (IPSS-R)-defined Very low-, Low-, or Intermediate-risk MDS with RS who require RBC transfusions. ClinicalTrials.gov identifier: NCT02631070.
Methods: Eligible patients were aged â„ 18 years; had IPSS-R-defined Very low-, Low-, or Intermediate-risk MDS with RS according to the WHO 2016 criteria; were refractory, intolerant, or ineligible to receive erythropoiesis-stimulating agents (ESAs); and required RBC transfusions. Patients were randomized 2:1 to receive either luspatercept, at a starting dose level of 1.0 mg/kg with titration up to 1.75 mg/kg, if needed, or placebo, subcutaneously every 3 weeks for â„ 24 weeks. The primary endpoint was RBC transfusion independence (RBC-TI) for â„ 8 weeks between week 1 and week 24. A key secondary endpoint was RBC-TI for â„ 12 weeks between week 1 and 24. Achievement of modified hematologic improvement-erythroid (mHI-E) response using IWG 2006 criteria was also assessed.
Results: â A total of 229 patients were randomized and treated. Median age was 71 years (range 26-95), median time from diagnosis was 41.8 months (range 3-421), and 62.9% were male. Overall, patient baseline characteristics were balanced between the treatment groups. Patients received a median of 5 RBC units (range 1-20) transfused over 8 weeks during the 16 weeks prior to treatment (43.2% of patients had â„ 6 RBC units/8 weeks, 27.9% had â„ 4 to 500 IU/L, respectively. A total of 218 (95.2%) patients had previously received ESAs. Overall, 206 (90.0%) patients had an SF3B1 mutation.
Of 153 patients receiving luspatercept, 58 (37.9%) achieved the primary endpoint of RBC-TI for â„ 8 weeks compared with 10 of 76 patients (13.2%) receiving placebo (odds ratio [OR] 5.1, P < 0.0001). Of those receiving luspatercept, 43 of 153 (28.1%) achieved the key secondary endpoint of RBC-TI for â„ 12 weeks (weeks 1-24) compared with 6 of 76 (7.9%) receiving placebo (OR 5.1, P = 0.0002).
Patients receiving luspatercept were more likely to achieve an mHI-E response, defined as a reduction in transfusion of â„ 4 RBC units/8 weeks or a mean hemoglobin increase of â„ 1.5 g/dL/8 weeks in the absence of transfusions, compared with patients receiving placebo (52.9% vs 11.8% during weeks 1-24; P < 0.0001).
The safety profile of luspatercept was consistent with that reported in the phase 2 PACE-MDS study (Platzbecker U, et al. Lancet Oncol. 2017;10:1338-47).
Conclusions: Treatment with luspatercept resulted in a significantly reduced transfusion burden compared with placebo in patients with anemia due to IPSS-R-defined Very low-, Low-, or Intermediate-risk MDS with RS, who require RBC transfusions, and was generally well tolerated.
P.F. and U.P. contributed equally to this abstract as lead co-authors. R.S.K. and A.F.L. contributed equally to this abstract as senior co-authors.
â As of May 8, 2018, cutoff date.
Disclosures
Fenaux: Otsuka: Honoraria, Research Funding; Jazz: Honoraria, Research Funding; Janssen: Honoraria, Research Funding; Celgene: Honoraria, Research Funding. Platzbecker:Celgene: Research Funding. Mufti:Celgene: Research Funding. Buckstein:Celgene: Honoraria, Membership on an entity's Board of Directors or advisory committees, Research Funding. Santini:Otsuka: Consultancy; Janssen: Honoraria, Membership on an entity's Board of Directors or advisory committees; Celgene: Honoraria, Research Funding; Novartis: Honoraria; AbbVie: Membership on an entity's Board of Directors or advisory committees; Amgen: Membership on an entity's Board of Directors or advisory committees. DĂez-Campelo:Novartis: Consultancy, Honoraria, Membership on an entity's Board of Directors or advisory committees, Research Funding, Speakers Bureau; Celgene: Consultancy, Honoraria, Membership on an entity's Board of Directors or advisory committees, Research Funding, Speakers Bureau. Finelli:Novartis: Consultancy, Speakers Bureau; Janssen: Consultancy, Speakers Bureau; Celgene: Research Funding, Speakers Bureau. Ilhan:Alexion: Speakers Bureau; BMS: Speakers Bureau; Roche: Speakers Bureau; Celgene: Speakers Bureau. Sekeres:Opsona: Membership on an entity's Board of Directors or advisory committees; Opsona: Membership on an entity's Board of Directors or advisory committees; Celgene: Membership on an entity's Board of Directors or advisory committees; Celgene: Membership on an entity's Board of Directors or advisory committees. Falantes:Celgene: Consultancy, Honoraria; Novartis: Consultancy, Honoraria. Giai:Novartis: Consultancy; Pfizer: Consultancy. Selleslag:Kiadis Pharma: Other: Financial support for study-related issues. Jurcic:Actinium Pharmaceuticals, Inc: Research Funding; Daiichi-Sankyo: Research Funding; Astellas: Research Funding; Incyte: Consultancy; AbbVie: Consultancy, Research Funding; Kura Oncology: Research Funding; Genetech: Research Funding; Celgene: Research Funding; Forma Therapeutics: Research Funding; Novartis: Membership on an entity's Board of Directors or advisory committees; Syros Pharmaceuticals: Research Funding. Germing:Novartis: Honoraria, Research Funding; Janssen: Honoraria; Celgene: Honoraria, Research Funding. Götze:Takeda: Honoraria, Other: Travel aid ASH 2017; Celgene: Honoraria, Research Funding; Novartis: Honoraria; JAZZ Pharmaceuticals: Honoraria. Quesnel:Celyad: Honoraria; Novartis: Honoraria; Astellas: Honoraria; Sunesis: Honoraria. Beyne-Rauzy:Novartis: Research Funding. Cluzeau:Amgen: Membership on an entity's Board of Directors or advisory committees, Speakers Bureau; Celgene: Consultancy, Membership on an entity's Board of Directors or advisory committees, Speakers Bureau; Sanofi: Speakers Bureau; AbbVie: Membership on an entity's Board of Directors or advisory committees, Speakers Bureau; Jazz Pharma: Consultancy, Membership on an entity's Board of Directors or advisory committees, Speakers Bureau; Menarini: Consultancy; Pfizer: Speakers Bureau. Voso:Celgene: Research Funding, Speakers Bureau. Zeidan:Otsuka: Consultancy, Honoraria; Celgene: Consultancy, Honoraria; Pfizer: Consultancy, Honoraria; Novartis: Consultancy, Honoraria; AbbVie: Consultancy, Honoraria; Takeda: Honoraria, Speakers Bureau; Agios: Consultancy, Honoraria. Laadem:Celgene: Employment, Equity Ownership. Benzohra:Celgene: Employment, Equity Ownership. Zhang:Celgene: Employment, Equity Ownership. Rampersad:Celgene: Employment, Equity Ownership. Linde:AbbVie: Equity Ownership; Abbott Laboratories: Equity Ownership; Fibrogen: Equity Ownership; Acceleron Pharma: Employment, Equity Ownership. Sherman:Acceleron Pharma: Employment, Equity Ownership. Komrokji:Novartis: Honoraria, Speakers Bureau; Novartis: Honoraria, Speakers Bureau; Novartis: Honoraria, Speakers Bureau; Celgene: Honoraria, Research Funding; Novartis: Honoraria, Speakers Bureau; Celgene: Honoraria, Research Funding. List:Celgene: Research Funding
SCIM: Universal Single-Cell Matching with Unpaired Feature Sets
Motivation
Recent technological advances have led to an increase in the production and availability of single-cell data. The ability to integrate a set of multi-technology measurements would allow the identification of biologically or clinically meaningful observations through the unification of the perspectives afforded by each technology. In most cases, however, profiling technologies consume the used cells and thus pairwise correspondences between datasets are lost. Due to the sheer size single-cell datasets can acquire, scalable algorithms that are able to universally match single-cell measurements carried out in one cell to its corresponding sibling in another technology are needed.
Results
We propose Single-Cell data Integration via Matching (SCIM), a scalable approach to recover such correspondences in two or more technologies. SCIM assumes that cells share a common (low-dimensional) underlying structure and that the underlying cell distribution is approximately constant across technologies. It constructs a technology-invariant latent space using an auto-encoder framework with an adversarial objective. Multi-modal datasets are integrated by pairing cells across technologies using a bipartite matching scheme that operates on the low-dimensional latent representations. We evaluate SCIM on a simulated cellular branching process and show that the cell-to-cell matches derived by SCIM reflect the same pseudotime on the simulated dataset. Moreover, we apply our method to two real-world scenarios, a melanoma tumor sample and a human bone marrow sample, where we pair cells from a scRNA dataset to their sibling cells in a CyTOF dataset achieving 93% and 84% cell-matching accuracy for each one of the samples respectively.
Availability
https://github.com/ratschlab/sci
Establishing standardized immune phenotyping of metastatic melanoma by digital pathology
CD8+ tumor-infiltrating T cells can be regarded as one of the most relevant predictive biomarkers in immune-oncology. Highly infiltrated tumors, referred to as inflamed (clinically âhotâ), show the most favorable response to immune checkpoint inhibitors in contrast to tumors with a scarce immune infiltrate called immune desert or excluded (clinically âcoldâ). Nevertheless, quantitative and reproducible methods examining their prevalence within tumors are lacking. We therefore established a computational diagnostic algorithm to quantitatively measure spatial densities of tumor-infiltrating CD8+ T cells by digital pathology within the three known tumor compartments as recommended by the International Immuno-Oncology Biomarker Working Group in 116 prospective metastatic melanomas of the Swiss Tumor Profiler cohort. Workflow robustness was confirmed in 33 samples of an independent retrospective validation cohort. The introduction of the intratumoral tumor center compartment proved to be most relevant for establishing an immune diagnosis in metastatic disease, independent of metastatic site. Cut-off values for reproducible classification were defined and successfully assigned densities into the respective immune diagnostic category in the validation cohort with high sensitivity, specificity, and precision. We provide a robust diagnostic algorithm based on intratumoral and stromal CD8+ T-cell densities in the tumor center compartment that translates spatial densities of tumor-infiltrating CD8+ T cells into the clinically relevant immune diagnostic categories âinflamedâ, âexcludedâ, and âdesertâ. The consideration of the intratumoral tumor center compartment allows immune phenotyping in the clinically highly relevant setting of metastatic lesions, even if the invasive margin compartment is not captured in biopsy material
Real-world experience of CPX-351 as first-line treatment for patients with acute myeloid leukemia
To investigate the efficacy and toxicities of CPX-351 outside a clinical trial, we analyzed 188 patients (median age 65 years, range 26-80) treated for therapy-related acute myeloid leukemia (t-AML, 29%) or AML with myelodysplasia-related changes (AML-MRC, 70%). Eighty-six percent received one, 14% two induction cycles, and 10% received consolidation (representing 22% of patients with CR/CRi) with CPX-351. Following induction, CR/CRi rate was 47% including 64% of patients with available information achieving measurable residual disease (MRD) negativity (<10(-3)) as measured by flow cytometry. After a median follow-up of 9.3 months, median overall survival (OS) was 21 months and 1-year OS rate 64%. In multivariate analysis, complex karyotype predicted lower response (p = 0.0001), while pretreatment with hypomethylating agents (p = 0.02) and adverse European LeukemiaNet 2017 genetic risk (p < 0.0001) were associated with lower OS. Allogeneic hematopoietic cell transplantation (allo-HCT) was performed in 116 patients (62%) resulting in promising outcome (median survival not reached, 1-year OS 73%), especially in MRD-negative patients (p = 0.048). With 69% of patients developing grade III/IV non-hematologic toxicity following induction and a day 30-mortality of 8% the safety profile was consistent with previous findings. These real-world data confirm CPX-351 as efficient treatment for these high-risk AML patients facilitating allo-HCT in many patients with promising outcome after transplantation