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1.
Am J Physiol Heart Circ Physiol ; 323(1): H130-H145, 2022 07 01.
Article in English | MEDLINE | ID: mdl-35657614

ABSTRACT

Childhood cancer survivors (CCSs) face lifelong side effects related to their treatment with chemotherapy. Anthracycline agents, such as doxorubicin (DOX), are important in the treatment of childhood cancers but are associated with cardiotoxicity. Cardiac toxicities represent a significant source of chronic disability that cancer survivors face; despite this, the chronic cardiotoxicity phenotype and how it relates to acute toxicity remains poorly defined. To address this critical knowledge gap, we studied the acute effect of DOX on murine cardiac nonmyocytes in vivo. Determination of the acute cellular effects of DOX on nonmyocytes, a cell pool with finite replicative capacity, provides a basis for understanding the pathogenesis of the chronic heart disease that CCSs face. To investigate the acute cellular effects of DOX, we present single-cell RNA sequencing (scRNAseq) data from homeostatic cardiac nonmyocytes and compare it with preexisting datasets, as well as a novel CyTOF datasets. SCANPY, a python-based single-cell analysis, was used to assess the heterogeneity of cells detected in scRNAseq and CyTOF. To further assist in CyTOF data annotation, joint analyses of scRNAseq and CyTOF data using an artificial neural network known as sparse autoencoder for clustering, imputation, and embedding (SAUCIE) are performed. Lastly, the panel is tested on a mouse model of acute DOX exposure at two time points (24 and 72 h) after the last dose of doxorubicin and examined with joint clustering. In sum, we report the first ever CyTOF study of cardiac nonmyocytes and characterize the effect of acute DOX exposure with scRNAseq and CyTOF.NEW & NOTEWORTHY We describe the first mass cytometry studies of murine cardiac nonmyocytes. The mass cytometry panel is compared with single-cell RNA sequencing data. Homeostatic cardiac nonmyocytes are characterized by mass cytometry to identify and quantify four major cell populations: endothelial cells, fibroblasts, leukocytes, and pericytes. The single-cell acute nonmyocyte response to doxorubicin is studied at 24 and 72 h after doxorubicin exposure given daily for 5 days at a dose of 4 mg/kg/day.


Subject(s)
Cardiotoxicity , Endothelial Cells , Animals , Antibiotics, Antineoplastic/toxicity , Doxorubicin/toxicity , Endothelial Cells/pathology , Heart , Mice , Myocytes, Cardiac
2.
World Neurosurg ; 158: e441-e450, 2022 02.
Article in English | MEDLINE | ID: mdl-34767994

ABSTRACT

BACKGROUND AND OBJECTIVE: Geriatric patients (age ≥65 years) who sustain a traumatic brain injury have an increased risk of poor outcomes and higher mortality compared with younger cohorts. We aimed to evaluate the risk factors for discharge outcomes in a geriatric traumatic subdural hematoma population, stratified by age and pretraumatic medical comorbidities. This was a single-center retrospective cohort study of geriatric patients (N = 207). METHODS: Patient charts were evaluated for factors including patient characteristics, comorbidities, injury-related and seizure-related factors, neurosurgical intervention, and patient disposition on discharge. RESULTS: Bivariate and multivariate analyses showed that age was nonpredictive of patient outcomes. Underlying vasculopathic comorbidities were the primary determinant of posttraumatic seizure, surgical, and discharge outcomes. Multifactor analysis showed that patients who went on to develop status epilepticus (n = 11) had a higher frequency of vasculopathic comorbidities with strong predictive power in poor patient outcomes. CONCLUSIONS: Our findings suggest a need to establish unique prognostic risk factors based on patient outcomes that guide medical and surgical treatment in geriatric patients.


Subject(s)
Brain Injuries, Traumatic , Hematoma, Subdural, Intracranial , Aged , Brain Injuries, Traumatic/complications , Brain Injuries, Traumatic/surgery , Hematoma, Subdural/epidemiology , Hematoma, Subdural, Intracranial/complications , Humans , Intensive Care Units , Retrospective Studies , Seizures/etiology
3.
Sci Adv ; 7(34)2021 08.
Article in English | MEDLINE | ID: mdl-34417181

ABSTRACT

Genome-wide loss-of-function screens have revealed genes essential for cancer cell proliferation, called cancer dependencies. It remains challenging to link cancer dependencies to the molecular compositions of cancer cells or to unscreened cell lines and further to tumors. Here, we present DeepDEP, a deep learning model that predicts cancer dependencies using integrative genomic profiles. It uses a unique unsupervised pretraining that captures unlabeled tumor genomic representations to improve the learning of cancer dependencies. We demonstrated DeepDEP's improvement over conventional machine learning methods and validated the performance with three independent datasets. By systematic model interpretations, we extended the current dependency maps with functional characterizations of dependencies and a proof-of-concept in silico assay of synthetic essentiality. We applied DeepDEP to pan-cancer tumor genomics and built the first pan-cancer synthetic dependency map of 8000 tumors with clinical relevance. In summary, DeepDEP is a novel tool for investigating cancer dependency with rapidly growing genomic resources.


Subject(s)
Deep Learning , Neoplasms , Genomics/methods , Humans , Machine Learning , Neoplasms/genetics , Neoplasms/pathology
4.
Cancers (Basel) ; 12(4)2020 Apr 11.
Article in English | MEDLINE | ID: mdl-32290418

ABSTRACT

Ewing sarcoma is an aggressive pediatric cancer of enigmatic cellular origins typically resulting from a single translocation event t (11; 22) (q24; q12). The resulting fusion gene, EWSR1-FLI1, is toxic or unstable in most primary tissues. Consequently, attempts to model Ewing sarcomagenesis have proven unsuccessful thus far, highlighting the need to identify the cellular features which permit stable EWSR1-FLI1 expression. By re-analyzing publicly available RNA-Sequencing data with manifold learning techniques, we uncovered a group of Ewing-like tissues belonging to a developmental trajectory between pluripotent, neuroectodermal, and mesodermal cell states. Furthermore, we demonstrated that EWSR1-FLI1 expression levels control the activation of these developmental trajectories within Ewing sarcoma cells. Subsequent analysis and experimental validation demonstrated that the capability to resolve R-loops and mitigate replication stress are probable prerequisites for stable EWSR1-FLI1 expression in primary tissues. Taken together, our results demonstrate how EWSR1-FLI1 hijacks developmental gene programs and advances our understanding of Ewing sarcomagenesis.

5.
Compr Physiol ; 9(3): 905-931, 2019 06 12.
Article in English | MEDLINE | ID: mdl-31187890

ABSTRACT

Doxorubicin-induced cardiotoxicity in childhood cancer survivors is a growing problem. The population of patients at risk for cardiovascular disease is steadily increasing, as five-year survival rates for all types of childhood cancers continue to improve. Doxorubicin affects the developing heart differently from the adult heart and in a subset of exposed patients, childhood exposure leads to late, irreversible cardiomyopathy. Notably, the prevalence of late-onset toxicity is increasing in parallel with improved survival. By the year 2020, it is estimated that there will be 500,000 childhood cancer survivors and over 50,000 of them will suffer from doxorubicin-induced cardiotoxicity. The majority of the research to-date, concentrated on childhood cancer survivors, has focused mostly on clinical outcomes through well-designed epidemiological and retrospective cohort studies. Preclinical studies have elucidated many of the cellular mechanisms that elicit acute toxicity in cardiomyocytes. However, more research is needed in the areas of early- and late-onset cardiotoxicity and more importantly improving the scientific understanding of how other cells present in the cardiac milieu are impacted by doxorubicin exposure. The overall goal of this review is to succinctly summarize the major clinical and preclinical studies focused on doxorubicin-induced cardiotoxicity. As the prevalence of patients affected by doxorubicin exposure continues to increase, it is imperative that the major gaps in existing research are identified and subsequently utilized to develop appropriate research priorities for the coming years. Well-designed preclinical research models will enhance our understanding of the pathophysiology of doxorubicin-induced cardiotoxicity and directly lead to better diagnosis, treatment, and prevention. © 2019 American Physiological Society. Compr Physiol 9:905-931, 2019.


Subject(s)
Antibiotics, Antineoplastic/adverse effects , Cardiotoxicity/etiology , Doxorubicin/adverse effects , Age Factors , Antibiotics, Antineoplastic/pharmacology , Cardiotoxicity/diagnosis , Cardiotoxicity/metabolism , Cardiotoxicity/pathology , Child , DNA Damage , Doxorubicin/pharmacology , Endothelium, Vascular/drug effects , ErbB Receptors/metabolism , Humans , Mitochondria, Heart/drug effects , Myocytes, Cardiac/drug effects , Neuregulins/physiology , Reactive Oxygen Species/metabolism
6.
J Pediatr Hematol Oncol ; 40(3): 208-215, 2018 04.
Article in English | MEDLINE | ID: mdl-29557918

ABSTRACT

We report the cardioprotective effects of moderate aerobic exercise from parallel pediatric murine models of doxorubicin (Doxo) exposure in non-tumor-bearing immune competent (NTB-IC) mice and tumor-bearing nude mice (TB-NM). In both models, animals at 4 weeks of age underwent Doxo treatment with or without 2 weeks of simultaneous exercise. In sedentary NTB-IC or TB-NM mice, Doxo treatment resulted in a statistically significant decrease in ejection fraction and fractional shortening compared with control animals. Interestingly, moderate aerobic exercise during Doxo treatment significantly mitigated decreases in ejection fraction and fractional shortening. In contrast, these protective effects of exercise were not observed when exercise was started after completion of Doxo treatments. Moreover, in the TB-NM model, Doxo caused a decrease in heart mass: tibia length and in body weight that was prevented by exercise, whereas NTB-IC mice exhibited no change in these measurements. Doxo delivery to the hearts of TB-NM was decreased by consistent moderate aerobic exercise before Doxo injection. These findings demonstrate the important but subtle differences in cardiotoxicity observed in different mouse models. Collectively, these results also strongly suggest that aerobic exercise during early-life Doxo exposure mitigates cardiotoxicity, possibly through altered delivery of Doxo to myocardial tissue.


Subject(s)
Antibiotics, Antineoplastic/toxicity , Cardiotoxicity/physiopathology , Doxorubicin/toxicity , Heart/drug effects , Physical Conditioning, Animal , Animals , Cardiotoxicity/etiology , Cardiotoxicity/prevention & control , Disease Models, Animal , Mice , Mice, Inbred C57BL , Mice, Nude , Neoplasms, Experimental/physiopathology
7.
J Biol Chem ; 292(17): 7173-7188, 2017 04 28.
Article in English | MEDLINE | ID: mdl-28228478

ABSTRACT

The transforming growth factor ß isoforms, TGF-ß1, -ß2, and -ß3, are small secreted homodimeric signaling proteins with essential roles in regulating the adaptive immune system and maintaining the extracellular matrix. However, dysregulation of the TGF-ß pathway is responsible for promoting the progression of several human diseases, including cancer and fibrosis. Despite the known importance of TGF-ßs in promoting disease progression, no inhibitors have been approved for use in humans. Herein, we describe an engineered TGF-ß monomer, lacking the heel helix, a structural motif essential for binding the TGF-ß type I receptor (TßRI) but dispensable for binding the other receptor required for TGF-ß signaling, the TGF-ß type II receptor (TßRII), as an alternative therapeutic modality for blocking TGF-ß signaling in humans. As shown through binding studies and crystallography, the engineered monomer retained the same overall structure of native TGF-ß monomers and bound TßRII in an identical manner. Cell-based luciferase assays showed that the engineered monomer functioned as a dominant negative to inhibit TGF-ß signaling with a Ki of 20-70 nm Investigation of the mechanism showed that the high affinity of the engineered monomer for TßRII, coupled with its reduced ability to non-covalently dimerize and its inability to bind and recruit TßRI, enabled it to bind endogenous TßRII but prevented it from binding and recruiting TßRI to form a signaling complex. Such engineered monomers provide a new avenue to probe and manipulate TGF-ß signaling and may inform similar modifications of other TGF-ß family members.


Subject(s)
Protein Engineering/methods , Protein Serine-Threonine Kinases/antagonists & inhibitors , Receptors, Transforming Growth Factor beta/antagonists & inhibitors , Signal Transduction , Transforming Growth Factor beta/chemistry , Amino Acid Motifs , Animals , Disease Progression , Extracellular Matrix/metabolism , Fluorescence Resonance Energy Transfer , HEK293 Cells , Humans , Kinetics , Mice , Protein Binding , Protein Folding , Protein Isoforms , Protein Multimerization , Protein Serine-Threonine Kinases/metabolism , Receptor, Transforming Growth Factor-beta Type I , Receptors, Transforming Growth Factor beta/metabolism , Solubility , Surface Plasmon Resonance , Transforming Growth Factor beta/metabolism , Ultracentrifugation
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