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1.
J Surg Res ; 298: 24-35, 2024 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-38552587

RESUMO

INTRODUCTION: Survival following emergency department thoracotomy (EDT) for patients in extremis is poor. Whether intervention in the operating room instead of EDT in select patients could lead to improved outcomes is unknown. We hypothesized that patients who underwent intervention in the operating room would have improved outcomes compared to those who underwent EDT. METHODS: We conducted a retrospective review of the Trauma Quality Improvement Program database from 2017 to 2021. All adult patients who underwent EDT, operating room thoracotomy (ORT), or sternotomy as the first form of surgical intervention within 1 h of arrival were included. Of patients without prehospital cardiac arrest, propensity score matching was utilized to create three comparable groups. The primary outcome was survival. Secondary outcomes included time to procedure. RESULTS: There were 1865 EDT patients, 835 ORT patients, and 456 sternotomy patients who met the inclusion criteria. There were 349 EDT, 344 ORT, and 408 sternotomy patients in the matched analysis. On Cox multivariate regression, there was an increased risk of mortality with EDT versus sternotomy (HR 4.64, P < 0.0001), EDT versus ORT (HR 1.65, P < 0.0001), and ORT versus sternotomy (HR 2.81, P < 0.0001). Time to procedure was shorter with EDT versus sternotomy (22 min versus 34 min, P < 0.0001) and versus ORT (22 min versus 37 min, P < 0.0001). CONCLUSIONS: There was an association between sternotomy and ORT versus EDT and improved mortality. In select patients, operative approaches rather than the traditional EDT could be considered.


Assuntos
Bases de Dados Factuais , Serviço Hospitalar de Emergência , Pontuação de Propensão , Melhoria de Qualidade , Esternotomia , Toracotomia , Humanos , Toracotomia/mortalidade , Toracotomia/estatística & dados numéricos , Feminino , Masculino , Estudos Retrospectivos , Pessoa de Meia-Idade , Serviço Hospitalar de Emergência/estatística & dados numéricos , Adulto , Esternotomia/estatística & dados numéricos , Bases de Dados Factuais/estatística & dados numéricos , Idoso , Tempo para o Tratamento/estatística & dados numéricos , Tempo para o Tratamento/normas , Salas Cirúrgicas/estatística & dados numéricos , Salas Cirúrgicas/organização & administração , Salas Cirúrgicas/normas
2.
Cancers (Basel) ; 16(3)2024 Jan 29.
Artigo em Inglês | MEDLINE | ID: mdl-38339316

RESUMO

For over a century, early researchers sought to study biological organisms in a laboratory setting, leading to the generation of both in vitro and in vivo model systems. Patient-derived models of cancer (PDMCs) have more recently come to the forefront of preclinical cancer models and are even finding their way into clinical practice as part of functional precision medicine programs. The PDMC Consortium, supported by the Division of Cancer Biology in the National Cancer Institute of the National Institutes of Health, seeks to understand the biological principles that govern the various PDMC behaviors, particularly in response to perturbagens, such as cancer therapeutics. Based on collective experience from the consortium groups, we provide insight regarding PDMCs established both in vitro and in vivo, with a focus on practical matters related to developing and maintaining key cancer models through a series of vignettes. Although every model has the potential to offer valuable insights, the choice of the right model should be guided by the research question. However, recognizing the inherent constraints in each model is crucial. Our objective here is to delineate the strengths and limitations of each model as established by individual vignettes. Further advances in PDMCs and the development of novel model systems will enable us to better understand human biology and improve the study of human pathology in the lab.

3.
Micromachines (Basel) ; 14(7)2023 Jul 15.
Artigo em Inglês | MEDLINE | ID: mdl-37512739

RESUMO

We propose a self-powered remote multi-sensing system for traffic sensing which is powered by the collective energy harvested from the mechanical vibration of the road caused by the passing vehicles and from the temperature gradient between the asphalt of the road and the soil underneath. A stacked piezoelectric transducer converts mechanical vibrations into electrical energy and a thermoelectric generator harvests the thermal energy from the thermal gradient. Electrical energy signals from the stacked piezoelectric transducer and the thermoelectric generators are converted into usable DC power to recharge the battery using AC-DC and DC-DC converters working simultaneously. The multi-sensing system comprises an embedded system with a microcontroller that acquires data from the sensors and sends the sensory data to an IoT transceiver which transmits the data as RF packets to an ethernet gateway. The gateway converts the RF packets into Internet Protocol (IP) packets and sends them to a remote server. Laboratory and road-testing results showed over 98% sensory data accuracy with the system functioning solely powered by the energy harvested from the alternative energy sources. The successful maximum transmission distance obtained between the IoT, and the gateway was approximately 1 mile, which is a considerable transmission distance achieved in an urban environment. Successful operation of the self-powered multi-sensing system under both laboratory and road conditions contributes considerably to the fields of energy harvesting and self-powered remote sensing systems. The energy flow chart and efficiency for the steps in the system were found to be mechanical power from vehicles to the energy harvester of 0.25%, stacked PZT transducer efficiency was found to be 37%, and for the TEGs the efficiency is 11%. AC-to-DC and DC-to-DC converters' efficiencies were found to be 90% and 11%. The wireless communication RF transceiver efficiency was found to be 62.5%.

4.
Clin Otolaryngol ; 48(4): 587-594, 2023 07.
Artigo em Inglês | MEDLINE | ID: mdl-36929626

RESUMO

OBJECTIVES: To evaluate the impact of the COVID-19 lockdown measures on HNC, by comparing the stage at presentation and treatment of HNC before and after the most severe COVID-19 restrictions. DESIGN: A retrospective cohort study. SETTING: A regional cancer network serving a patient population of 2.4 million. PARTICIPANTS: Newly diagnosed patients with HNC between June and October 2019 (pre-pandemic) and June and October 2021 (post-pandemic). MAIN OUTCOME MEASURES: Symptom duration before diagnosis, stage at diagnosis, patient performance status (PS) and intent of treatment delivered (palliative vs. curative). RESULTS: Five hundred forty-five patients were evaluated-250 in the 2019 and 295 in the 2021 cohort. There were no significant differences in symptom duration between the cohorts (p = .359) or patient PS (p = .821). There were no increased odds of presenting with a late (Stage III or IV) AJCC cancer stage in 2021 compared with 2019 (odds ratio [OR] = 0.90; 95% confidence interval [CI]: 0.76-1.08); nor increased odds of receiving palliative rather than curative treatment in 2021 compared with 2019 (OR = 0.68; 95% CI: 0.45-1.03). CONCLUSION: The predicted stage shift to more advanced disease at the time of diagnosis of HNC due to the COVID-19 pandemic has not been realised in the longer term. In keeping with this, there was no difference in symptom duration, patient PS, or treatment patterns between the 2019 and 2021 cohorts.


Assuntos
COVID-19 , Neoplasias de Cabeça e Pescoço , Humanos , Pandemias , Estudos Retrospectivos , Controle de Doenças Transmissíveis
6.
Nat Cell Biol ; 24(8): 1306-1318, 2022 08.
Artigo em Inglês | MEDLINE | ID: mdl-35864314

RESUMO

Endometriosis is characterized by the growth of endometrial-like tissue outside the uterus. It affects many women during their reproductive age, causing years of pelvic pain and potential infertility. Its pathophysiology remains largely unknown, which limits early diagnosis and treatment. We characterized peritoneal and ovarian lesions at single-cell transcriptome resolution and compared them to matched eutopic endometrium, unaffected endometrium and organoids derived from these tissues, generating data on over 122,000 cells across 14 individuals. We spatially localized many of the cell types using imaging mass cytometry. We identify a perivascular mural cell specific to the peritoneal lesions, with dual roles in angiogenesis promotion and immune cell trafficking. We define an immunotolerant peritoneal niche, fundamental differences in eutopic endometrium and between lesion microenvironments and an unreported progenitor-like epithelial cell subpopulation. Altogether, this study provides a holistic view of the endometriosis microenvironment that represents a comprehensive cell atlas of the disease in individuals undergoing hormonal treatment, providing essential information for future therapeutics and diagnostics.


Assuntos
Coristoma , Endometriose , Cistos Ovarianos , Neoplasias Ovarianas , Coristoma/complicações , Coristoma/genética , Coristoma/metabolismo , Endometriose/genética , Endometriose/metabolismo , Endométrio/metabolismo , Feminino , Humanos , Cistos Ovarianos/complicações , Cistos Ovarianos/metabolismo , Cistos Ovarianos/patologia , Neoplasias Ovarianas/patologia , Análise de Célula Única , Microambiente Tumoral
7.
Nat Commun ; 13(1): 767, 2022 02 09.
Artigo em Inglês | MEDLINE | ID: mdl-35140215

RESUMO

A major rate-limiting step in developing more effective immunotherapies for GBM is our inadequate understanding of the cellular complexity and the molecular heterogeneity of immune infiltrates in gliomas. Here, we report an integrated analysis of 201,986 human glioma, immune, and other stromal cells at the single cell level. In doing so, we discover extensive spatial and molecular heterogeneity in immune infiltrates. We identify molecular signatures for nine distinct myeloid cell subtypes, of which five are independent prognostic indicators of glioma patient survival. Furthermore, we identify S100A4 as a regulator of immune suppressive T and myeloid cells in GBM and demonstrate that deleting S100a4 in non-cancer cells is sufficient to reprogram the immune landscape and significantly improve survival. This study provides insights into spatial, molecular, and functional heterogeneity of glioma and glioma-associated immune cells and demonstrates the utility of this dataset for discovering therapeutic targets for this poorly immunogenic cancer.


Assuntos
Imunoterapia , Proteína A4 de Ligação a Cálcio da Família S100/isolamento & purificação , Análise de Célula Única/métodos , Animais , Neoplasias Encefálicas/imunologia , Feminino , Glioma/imunologia , Humanos , Masculino , Camundongos , Camundongos Endogâmicos C57BL , Células Mieloides , Prognóstico , Proteína A4 de Ligação a Cálcio da Família S100/genética , Microambiente Tumoral/imunologia
9.
Cell Metab ; 34(1): 75-89.e8, 2022 01 04.
Artigo em Inglês | MEDLINE | ID: mdl-34813734

RESUMO

Insulin resistance is a pathological state often associated with obesity, representing a major risk factor for type 2 diabetes. Limited mechanism-based strategies exist to alleviate insulin resistance. Here, using single-cell transcriptomics, we identify a small, critically important, but previously unexamined cell population, p21Cip1 highly expressing (p21high) cells, which accumulate in adipose tissue with obesity. By leveraging a p21-Cre mouse model, we demonstrate that intermittent clearance of p21high cells can both prevent and alleviate insulin resistance in obese mice. Exclusive inactivation of the NF-κB pathway within p21high cells, without killing them, attenuates insulin resistance. Moreover, fat transplantation experiments establish that p21high cells within fat are sufficient to cause insulin resistance in vivo. Importantly, a senolytic cocktail, dasatinib plus quercetin, eliminates p21high cells in human fat ex vivo and mitigates insulin resistance following xenotransplantation into immuno-deficient mice. Our findings lay the foundation for pursuing the targeting of p21high cells as a new therapy to alleviate insulin resistance.


Assuntos
Diabetes Mellitus Tipo 2 , Resistência à Insulina , Tecido Adiposo/metabolismo , Animais , Senescência Celular/fisiologia , Diabetes Mellitus Tipo 2/metabolismo , Dieta Hiperlipídica , Camundongos , Camundongos Endogâmicos C57BL , Obesidade/metabolismo
10.
Proc Biol Sci ; 288(1963): 20212029, 2021 11 24.
Artigo em Inglês | MEDLINE | ID: mdl-34814749

RESUMO

Avoiding detection through camouflage is often key to survival. However, an animal's appearance is not the only factor affecting conspicuousness: background complexity also alters detectability. This has been experimentally demonstrated for both artificially patterned backgrounds in the laboratory and natural backgrounds in the wild, but only for targets that already match the background well. Do habitats of high visual complexity provide concealment to even relatively poorly camouflaged animals? Using artificial prey which differed in their degrees of background matching to tree bark, we were able to determine their survival, under bird predation, with respect to the natural complexity of the background. The latter was quantified using low-level vision metrics of feature congestion (or 'visual clutter') adapted for bird vision. Higher background orientation clutter (edges with varying orientation) reduced the detectability of all but the poorest background-matching camouflaged treatments; higher background luminance clutter (varying achromatic lightness) reduced average mortality for all treatments. Our results suggest that poorer camouflage can be mitigated by more complex backgrounds, with implications for both camouflage evolution and habitat preferences.


Assuntos
Pigmentação , Comportamento Predatório , Animais , Aves , Ecossistema , Visão Ocular
11.
J Neurosci ; 41(46): 9539-9560, 2021 11 17.
Artigo em Inglês | MEDLINE | ID: mdl-34642212

RESUMO

The lateral hypothalamic area (LHA) is a highly conserved brain region critical for maintaining physiological homeostasis and goal-directed behavior. LHA neurons that express melanin-concentrating hormone (MCH) are key regulators of arousal, energy balance, and motivated behavior. However, cellular and functional diversity among LHAMCH neurons is not well understood. Previous anatomic and molecular data suggest that LHAMCH neurons may be parsed into at least two distinct subpopulations, one of which is enriched in neurokinin-3 receptor (NK3R), the receptor for neurokinin B (NKB), encoded by the Tac2 gene. This tachykininergic ligand-receptor system has been implicated in reproduction, fear memory, and stress in other brain regions, but NKB interactions with LHAMCH neurons are poorly understood. We first identified how LHAMCH subpopulations may be distinguished anatomically and electrophysiologically. To dissect functional connectivity between NKB-expressing neurons and LHAMCH neurons, we used Cre-dependent retrograde and anterograde viral tracing in male Tac2-Cre mice and identified Tac2/EYFP+ neurons in the bed nucleus of the stria terminalis and central nucleus of the amygdala, the central extended amygdala, as major sources of NKB input onto LHAMCH neurons. In addition to innervating the LHA, these limbic forebrain NKB neurons also project to midbrain and brainstem targets. Finally, using a dual-virus approach, we found that optogenetic activation of these inputs in slices evokes GABA release onto a subset of LHAMCH neurons but lacked specificity for the NK3R+ subpopulation. Overall, these data define parallel tachykininergic/GABAergic limbic forebrain projections that are positioned to modulate multiple nodes of homeostatic and behavioral control.SIGNIFICANCE STATEMENT The LHA orchestrates fundamental behavioral states in the mammalian hypothalamus, including arousal, energy balance, memory, stress, and motivated behavior. The neuropeptide MCH defines one prominent population of LHA neurons, with multiple roles in the regulation of homeostatic behavior. Outstanding questions remain concerning the upstream inputs that control MCH neurons. We sought to define neurochemically distinct pathways in the mouse brain that may communicate with specific MCH neuron subpopulations using viral-based retrograde and anterograde neural pathway tracing and optogenetics in brain slices. Here, we identify a specific neuropeptide-defined forebrain circuit that makes functional synaptic connections with MCH neuron subpopulations. This work lays the foundation for further manipulating molecularly distinct neural circuits that modulate innate behavioral states.


Assuntos
Núcleo Central da Amígdala/citologia , Região Hipotalâmica Lateral/citologia , Vias Neurais/citologia , Neurônios/citologia , Animais , Hormônios Hipotalâmicos/metabolismo , Masculino , Melaninas/metabolismo , Camundongos , Camundongos Transgênicos , Vias Neurais/metabolismo , Neurocinina B/metabolismo , Neurônios/metabolismo , Hormônios Hipofisários/metabolismo
12.
J Clin Tuberc Other Mycobact Dis ; 25: 100273, 2021 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-34604547

RESUMO

Herein we report a 30-year-old man presenting with fevers, headaches and weight loss. On admission he was disorientated and demonstrated no focal signs of neurological deficit. Magnetic resonance imaging revealed a large area of abnormal bone marrow signal centred within the clivus with extension into the sphenoid sinus and signs of associated basal meningitis. A sphenoid sinus biopsy was performed and proved non diagnostic. The patient was treated empirically with antitubercular therapy (ATT). Lumbar puncture provided cerebrospinal fluid from which Mycobacterium tuberculosis (MTB) was isolated 35 days later. His clinical course was complicated by development of communicating hydrocephalus requiring placement of a ventriculoperitoneal shunt and addition of thalidomide. The patient was discharged following a ten-week admission with complete resolution of symptoms and remains well two years later.

13.
Elife ; 102021 05 20.
Artigo em Inglês | MEDLINE | ID: mdl-34013884

RESUMO

Glutamatergic neurons in the retrotrapezoid nucleus (RTN) function as respiratory chemoreceptors by regulating breathing in response to tissue CO2/H+. The RTN and greater parafacial region may also function as a chemosensing network composed of CO2/H+-sensitive excitatory and inhibitory synaptic interactions. In the context of disease, we showed that loss of inhibitory neural activity in a mouse model of Dravet syndrome disinhibited RTN chemoreceptors and destabilized breathing (Kuo et al., 2019). Despite this, contributions of parafacial inhibitory neurons to control of breathing are unknown, and synaptic properties of RTN neurons have not been characterized. Here, we show the parafacial region contains a limited diversity of inhibitory neurons including somatostatin (Sst)-, parvalbumin (Pvalb)-, and cholecystokinin (Cck)-expressing neurons. Of these, Sst-expressing interneurons appear uniquely inhibited by CO2/H+. We also show RTN chemoreceptors receive inhibitory input that is withdrawn in a CO2/H+-dependent manner, and chemogenetic suppression of Sst+ parafacial neurons, but not Pvalb+ or Cck+ neurons, increases baseline breathing. These results suggest Sst-expressing parafacial neurons contribute to RTN chemoreception and respiratory activity.


Assuntos
Dióxido de Carbono/metabolismo , Células Quimiorreceptoras/metabolismo , Epilepsias Mioclônicas/metabolismo , Hidrogênio/metabolismo , Núcleos Intralaminares do Tálamo/metabolismo , Pulmão/inervação , Respiração , Somatostatina/metabolismo , Animais , Modelos Animais de Doenças , Epilepsias Mioclônicas/genética , Epilepsias Mioclônicas/fisiopatologia , Feminino , Ácido Glutâmico/metabolismo , Núcleos Intralaminares do Tálamo/fisiopatologia , Masculino , Camundongos da Linhagem 129 , Camundongos Endogâmicos C57BL , Camundongos Transgênicos , Canal de Sódio Disparado por Voltagem NAV1.1/genética , Canal de Sódio Disparado por Voltagem NAV1.1/metabolismo , Inibição Neural , Somatostatina/genética , Transmissão Sináptica
14.
Ther Deliv ; 12(3): 201-214, 2021 03.
Artigo em Inglês | MEDLINE | ID: mdl-33715382

RESUMO

Design: Prospective, double-masked, controlled, cross-over superiority studies. Materials & methods: Eligible volunteers in two pooled Phase III trials received microdosed mydriatics. MIST-1 study subjects received fixed-combination TR-PH, phenylephrine 2.5% (PH) or tropicamide 1% (TR). MIST-2 study subjects received TR-PH or placebo. Mean change from baseline in pupil diameter was measured by digital pupillometry at 35 min postadministration. Results: Pooled efficacy analysis included 131 subjects. Compared with TR-PH, treatment group difference in 35-min change in mean pupil dilation from baseline was 0.58 mm (p < 0.0001) with TR, 3.87 mm (p < 0.0001) with PH and 4.65 mm (p < 0.0001) with placebo. Adverse events reported were infrequent, transient and mostly mild. Conclusion: TR-PH demonstrated superior pupil dilation compared with each component and placebo. TR-PH was safe & well-tolerated.


Assuntos
Midríase , Tropicamida , Humanos , Soluções Oftálmicas , Fenilefrina , Estudos Prospectivos , Pupila
15.
Eur Arch Otorhinolaryngol ; 278(12): 5077-5080, 2021 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-33687506

RESUMO

PURPOSE: Obstructive sleep apnoea (OSA) describes an irregular night-time breathing pattern that is present in approximately 1.8% of children and can have a negative impact on quality of life. The use of antibiotics postoperatively is controversial. They are commonly prescribed; however, they can also be associated with side effects and resistance. This study explores the role of antibiotics in the post-operative management of children with OSA in a cohort of children. METHODS: We conducted a retrospective cohort study of children undergoing surgery for OSA or sleep disordered breathing (SDB) at a tertiary paediatric ENT referral centre from November 2018 to November 2019. RESULTS: This study identified 382 children who had undergone surgical treatment for OSA or sleep disordered breathing (SDB); 319 underwent adenotonsillectomy, 53 adenoidectomy and 10 tonsillectomies. Antibiotics were given post-operatively to 158 (41%) patients and 18 (11%) of these patients presented to hospital with post-operative complications. A higher number of patients re-presented to hospital from the group who did not receive antibiotics (p = 0.982). Bleeding (p = 0.886) and infection (p = 0.823) were also more common in those children who did not receive antibiotics. CONCLUSION: Antibiotics led to fewer complications and re-presentations to hospital in children undergoing operative management of OSA; however, this trend was not found to be statistically significant.


Assuntos
Apneia Obstrutiva do Sono , Tonsilectomia , Adenoidectomia , Antibacterianos/uso terapêutico , Criança , Estudos de Coortes , Humanos , Qualidade de Vida , Estudos Retrospectivos , Apneia Obstrutiva do Sono/cirurgia
16.
Clin Anat ; 34(5): 757-765, 2021 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-33470455

RESUMO

Social distancing measures due to the COVID-19 pandemic will make anatomy dissecting room practicals difficult, if not impossible to run at some institutions in the upcoming academic year. The learning community that exists within physical anatomy practicals needs to be moved online. Virtual replacement of visuo-spatial and social elements of learning anatomy pose particular challenges to educators. Our department has trialed Blackboard Collaborate, an online communication platform in conjunction with Visible Body, a 3D anatomical modeling program. We have delivered 266 hr of synchronous small group teaching to medical and physician associate students. We describe this approach and discuss the relevance of distance learning pedagogy to the design of new online anatomy teaching and development of online learning communities.


Assuntos
Anatomia/educação , COVID-19/prevenção & controle , Educação a Distância , Educação Médica , COVID-19/epidemiologia , COVID-19/transmissão , Instrução por Computador , Currículo , Humanos , Modelos Anatômicos , Distanciamento Físico
17.
Am J Surg ; 221(2): 298-302, 2021 02.
Artigo em Inglês | MEDLINE | ID: mdl-33189315

RESUMO

INTRODUCTION: In order to recruit high-potential trainees, surgery residency and fellowship programs must first understand what competencies and attributes are required for success in their respective programs. This study performed a systematic analysis to define organizational culture and competency expectations across training programs within one academic surgery department. METHODS: Subject matter experts rated the importance and frequency of 22 competencies and completed a 44-item organizational culture inventory along 1 to 5 Likert-type scales. RESULTS: Importance and frequency attributions of competencies varied significantly among programs (p < .05 by ANOVA), but there was substantial agreement on organizational culture; self-directed (x̄ = 3.8), perfectionist (x̄ = 3.7) and social (x̄ = 3.7) attributes were most representative of the program, while oppositional (x̄ = 1.8), competitive (x̄ = 2.5) and hierarchical (x̄ = 2.7) characteristics were least representative. CONCLUSIONS: Residency and fellowship programs within the same department have shared perceptions of the culture and values of their institution, but seek different competencies among entering trainees.


Assuntos
Centros Médicos Acadêmicos/organização & administração , Competência Clínica/normas , Cultura Organizacional , Seleção de Pessoal/normas , Centro Cirúrgico Hospitalar/organização & administração , Centros Médicos Acadêmicos/normas , Bolsas de Estudo/normas , Internato e Residência/normas , Motivação , Centro Cirúrgico Hospitalar/normas
18.
Elife ; 92020 10 29.
Artigo em Inglês | MEDLINE | ID: mdl-33119507

RESUMO

The ventral posterior hypothalamus (VPH) is an anatomically complex brain region implicated in arousal, reproduction, energy balance, and memory processing. However, neuronal cell type diversity within the VPH is poorly understood, an impediment to deconstructing the roles of distinct VPH circuits in physiology and behavior. To address this question, we employed a droplet-based single-cell RNA sequencing (scRNA-seq) approach to systematically classify molecularly distinct cell populations in the mouse VPH. Analysis of >16,000 single cells revealed 20 neuronal and 18 non-neuronal cell populations, defined by suites of discriminatory markers. We validated differentially expressed genes in selected neuronal populations through fluorescence in situ hybridization (FISH). Focusing on the mammillary bodies (MB), we discovered transcriptionally-distinct clusters that exhibit neuroanatomical parcellation within MB subdivisions and topographic projections to the thalamus. This single-cell transcriptomic atlas of VPH cell types provides a resource for interrogating the circuit-level mechanisms underlying the diverse functions of VPH circuits.


Assuntos
Hipotálamo Posterior/citologia , Animais , Feminino , Perfilação da Expressão Gênica , Hipotálamo Posterior/anatomia & histologia , Hipotálamo Posterior/fisiologia , Masculino , Camundongos , Camundongos Endogâmicos C57BL , RNA/genética , Análise de Sequência de RNA , Análise de Célula Única
19.
EBioMedicine ; 61: 103030, 2020 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-33039710

RESUMO

BACKGROUND: Cancer of unknown primary (CUP), representing approximately 3-5% of all malignancies, is defined as metastatic cancer where a primary site of origin cannot be found despite a standard diagnostic workup. Because knowledge of a patient's primary cancer remains fundamental to their treatment, CUP patients are significantly disadvantaged and most have a poor survival outcome. Developing robust and accessible diagnostic methods for resolving cancer tissue of origin, therefore, has significant value for CUP patients. METHODS: We developed an RNA-based classifier called CUP-AI-Dx that utilizes a 1D Inception convolutional neural network (1D-Inception) model to infer a tumor's primary tissue of origin. CUP-AI-Dx was trained using the transcriptional profiles of 18,217 primary tumours representing 32 cancer types from The Cancer Genome Atlas project (TCGA) and International Cancer Genome Consortium (ICGC). Gene expression data was ordered by gene chromosomal coordinates as input to the 1D-CNN model, and the model utilizes multiple convolutional kernels with different configurations simultaneously to improve generality. The model was optimized through extensive hyperparameter tuning, including different max-pooling layers and dropout settings. For 11 tumour types, we also developed a random forest model that can classify the tumour's molecular subtype according to prior TCGA studies. The optimised CUP-AI-Dx tissue of origin classifier was tested on 394 metastatic samples from 11 tumour types from TCGA and 92 formalin-fixed paraffin-embedded (FFPE) samples representing 18 cancer types from two clinical laboratories. The CUP-AI-Dx molecular subtype was also independently tested on independent ovarian and breast cancer microarray datasets FINDINGS: CUP-AI-Dx identifies the primary site with an overall top-1-accuracy of 98.54% in cross-validation and 96.70% on a test dataset. When applied to two independent clinical-grade RNA-seq datasets generated from two different institutes from the US and Australia, our model predicted the primary site with a top-1-accuracy of 86.96% and 72.46% respectively. INTERPRETATION: The CUP-AI-Dx predicts tumour primary site and molecular subtype with high accuracy and therefore can be used to assist the diagnostic work-up of cancers of unknown primary or uncertain origin using a common and accessible genomics platform. FUNDING: NIH R35 GM133562, NCI P30 CA034196, Victorian Cancer Agency Australia.


Assuntos
Inteligência Artificial , Biomarcadores Tumorais/genética , Biologia Computacional/métodos , Neoplasias Primárias Desconhecidas/diagnóstico , Neoplasias Primárias Desconhecidas/genética , RNA , Software , Algoritmos , Biologia Computacional/normas , Bases de Dados Genéticas , Genômica/métodos , Humanos , Aprendizado de Máquina , Metástase Neoplásica/diagnóstico , Metástase Neoplásica/genética , Redes Neurais de Computação , Reprodutibilidade dos Testes , Fluxo de Trabalho
20.
Nat Immunol ; 21(9): 1094-1106, 2020 09.
Artigo em Inglês | MEDLINE | ID: mdl-32747814

RESUMO

Patients with systemic lupus erythematosus (SLE) display a complex blood transcriptome whose cellular origin is poorly resolved. Using single-cell RNA sequencing, we profiled ~276,000 peripheral blood mononuclear cells from 33 children with SLE with different degrees of disease activity and 11 matched controls. Increased expression of interferon-stimulated genes (ISGs) distinguished cells from children with SLE from healthy control cells. The high ISG expression signature (ISGhi) derived from a small number of transcriptionally defined subpopulations within major cell types, including monocytes, CD4+ and CD8+ T cells, natural killer cells, conventional and plasmacytoid dendritic cells, B cells and especially plasma cells. Expansion of unique subpopulations enriched in ISGs and/or in monogenic lupus-associated genes classified patients with the highest disease activity. Profiling of ~82,000 single peripheral blood mononuclear cells from adults with SLE confirmed the expansion of similar subpopulations in patients with the highest disease activity. This study lays the groundwork for resolving the origin of the SLE transcriptional signatures and the disease heterogeneity towards precision medicine applications.


Assuntos
Leucócitos Mononucleares/fisiologia , Lúpus Eritematoso Sistêmico/genética , Análise de Célula Única/métodos , Adolescente , Adulto , Células Cultivadas , Criança , Estudos de Coortes , Progressão da Doença , Feminino , Perfilação da Expressão Gênica , Humanos , Interferons/genética , Masculino , Análise de Sequência de RNA , Índice de Gravidade de Doença , Transcriptoma
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