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1.
Nat Immunol ; 25(4): 644-658, 2024 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-38503922

RESUMO

The organization of immune cells in human tumors is not well understood. Immunogenic tumors harbor spatially localized multicellular 'immunity hubs' defined by expression of the T cell-attracting chemokines CXCL10/CXCL11 and abundant T cells. Here, we examined immunity hubs in human pre-immunotherapy lung cancer specimens and found an association with beneficial response to PD-1 blockade. Critically, we discovered the stem-immunity hub, a subtype of immunity hub strongly associated with favorable PD-1-blockade outcome. This hub is distinct from mature tertiary lymphoid structures and is enriched for stem-like TCF7+PD-1+CD8+ T cells, activated CCR7+LAMP3+ dendritic cells and CCL19+ fibroblasts as well as chemokines that organize these cells. Within the stem-immunity hub, we find preferential interactions between CXCL10+ macrophages and TCF7-CD8+ T cells as well as between mature regulatory dendritic cells and TCF7+CD4+ and regulatory T cells. These results provide a picture of the spatial organization of the human intratumoral immune response and its relevance to patient immunotherapy outcomes.


Assuntos
Neoplasias Pulmonares , Humanos , Linfócitos T CD8-Positivos , Receptor de Morte Celular Programada 1 , Quimiocinas/metabolismo , Imunoterapia/métodos , Microambiente Tumoral
2.
Cell ; 184(18): 4734-4752.e20, 2021 09 02.
Artigo em Inglês | MEDLINE | ID: mdl-34450029

RESUMO

Immune responses to cancer are highly variable, with mismatch repair-deficient (MMRd) tumors exhibiting more anti-tumor immunity than mismatch repair-proficient (MMRp) tumors. To understand the rules governing these varied responses, we transcriptionally profiled 371,223 cells from colorectal tumors and adjacent normal tissues of 28 MMRp and 34 MMRd individuals. Analysis of 88 cell subsets and their 204 associated gene expression programs revealed extensive transcriptional and spatial remodeling across tumors. To discover hubs of interacting malignant and immune cells, we identified expression programs in different cell types that co-varied across tumors from affected individuals and used spatial profiling to localize coordinated programs. We discovered a myeloid cell-attracting hub at the tumor-luminal interface associated with tissue damage and an MMRd-enriched immune hub within the tumor, with activated T cells together with malignant and myeloid cells expressing T cell-attracting chemokines. By identifying interacting cellular programs, we reveal the logic underlying spatially organized immune-malignant cell networks.


Assuntos
Neoplasias Colorretais/imunologia , Neoplasias Colorretais/patologia , Proteínas Morfogenéticas Ósseas/metabolismo , Fibroblastos Associados a Câncer/metabolismo , Fibroblastos Associados a Câncer/patologia , Compartimento Celular , Linhagem Celular Tumoral , Quimiocinas/metabolismo , Estudos de Coortes , Neoplasias Colorretais/genética , Reparo de Erro de Pareamento de DNA/genética , Células Endoteliais/metabolismo , Regulação Neoplásica da Expressão Gênica , Humanos , Imunidade , Inflamação/patologia , Monócitos/patologia , Células Mieloides/patologia , Neutrófilos/patologia , Células Estromais/metabolismo , Linfócitos T/metabolismo , Transcrição Gênica
3.
Cell ; 184(26): 6262-6280.e26, 2021 12 22.
Artigo em Inglês | MEDLINE | ID: mdl-34910928

RESUMO

Colorectal cancers (CRCs) arise from precursor polyps whose cellular origins, molecular heterogeneity, and immunogenic potential may reveal diagnostic and therapeutic insights when analyzed at high resolution. We present a single-cell transcriptomic and imaging atlas of the two most common human colorectal polyps, conventional adenomas and serrated polyps, and their resulting CRC counterparts. Integrative analysis of 128 datasets from 62 participants reveals adenomas arise from WNT-driven expansion of stem cells, while serrated polyps derive from differentiated cells through gastric metaplasia. Metaplasia-associated damage is coupled to a cytotoxic immune microenvironment preceding hypermutation, driven partly by antigen-presentation differences associated with tumor cell-differentiation status. Microsatellite unstable CRCs contain distinct non-metaplastic regions where tumor cells acquire stem cell properties and cytotoxic immune cells are depleted. Our multi-omic atlas provides insights into malignant progression of colorectal polyps and their microenvironment, serving as a framework for precision surveillance and prevention of CRC.


Assuntos
Pólipos do Colo/patologia , Neoplasias Colorretais/patologia , Microambiente Tumoral , Imunidade Adaptativa , Adenoma/genética , Adenoma/patologia , Adulto , Idoso , Animais , Carcinogênese/genética , Carcinogênese/patologia , Morte Celular , Diferenciação Celular , Pólipos do Colo/genética , Pólipos do Colo/imunologia , Neoplasias Colorretais/genética , Neoplasias Colorretais/imunologia , Progressão da Doença , Feminino , Regulação Neoplásica da Expressão Gênica , Redes Reguladoras de Genes , Heterogeneidade Genética , Humanos , Masculino , Camundongos , Pessoa de Meia-Idade , Mutação/genética , Células-Tronco Neoplásicas/metabolismo , Células-Tronco Neoplásicas/patologia , RNA-Seq , Reprodutibilidade dos Testes , Análise de Célula Única , Microambiente Tumoral/imunologia
4.
Cell ; 182(6): 1474-1489.e23, 2020 09 17.
Artigo em Inglês | MEDLINE | ID: mdl-32841603

RESUMO

Widespread changes to DNA methylation and chromatin are well documented in cancer, but the fate of higher-order chromosomal structure remains obscure. Here we integrated topological maps for colon tumors and normal colons with epigenetic, transcriptional, and imaging data to characterize alterations to chromatin loops, topologically associated domains, and large-scale compartments. We found that spatial partitioning of the open and closed genome compartments is profoundly compromised in tumors. This reorganization is accompanied by compartment-specific hypomethylation and chromatin changes. Additionally, we identify a compartment at the interface between the canonical A and B compartments that is reorganized in tumors. Remarkably, similar shifts were evident in non-malignant cells that have accumulated excess divisions. Our analyses suggest that these topological changes repress stemness and invasion programs while inducing anti-tumor immunity genes and may therefore restrain malignant progression. Our findings call into question the conventional view that tumor-associated epigenomic alterations are primarily oncogenic.


Assuntos
Cromatina/metabolismo , Cromossomos/metabolismo , Neoplasias Colorretais/genética , Neoplasias Colorretais/metabolismo , Metilação de DNA , Epigênese Genética , Regulação Neoplásica da Expressão Gênica/genética , Divisão Celular , Senescência Celular/genética , Sequenciamento de Cromatina por Imunoprecipitação , Cromossomos/genética , Estudos de Coortes , Neoplasias Colorretais/mortalidade , Neoplasias Colorretais/patologia , Biologia Computacional , Metilação de DNA/genética , Epigenômica , Células HCT116 , Humanos , Hibridização in Situ Fluorescente , Microscopia Eletrônica de Transmissão , Simulação de Dinâmica Molecular , RNA-Seq , Análise Espacial , Proteínas Supressoras de Tumor/genética , Proteínas Supressoras de Tumor/metabolismo
5.
Cell ; 176(6): 1325-1339.e22, 2019 03 07.
Artigo em Inglês | MEDLINE | ID: mdl-30827679

RESUMO

Lineage tracing provides key insights into the fate of individual cells in complex organisms. Although effective genetic labeling approaches are available in model systems, in humans, most approaches require detection of nuclear somatic mutations, which have high error rates, limited scale, and do not capture cell state information. Here, we show that somatic mutations in mtDNA can be tracked by single-cell RNA or assay for transposase accessible chromatin (ATAC) sequencing. We leverage somatic mtDNA mutations as natural genetic barcodes and demonstrate their utility as highly accurate clonal markers to infer cellular relationships. We track native human cells both in vitro and in vivo and relate clonal dynamics to gene expression and chromatin accessibility. Our approach should allow clonal tracking at a 1,000-fold greater scale than with nuclear genome sequencing, with simultaneous information on cell state, opening the way to chart cellular dynamics in human health and disease.


Assuntos
DNA Mitocondrial/genética , Mitocôndrias/genética , Sequência de Bases , Linhagem da Célula , Cromatina , Neoplasias Colorretais/genética , Neoplasias Colorretais/patologia , Genômica/métodos , Células HEK293 , Células-Tronco Hematopoéticas/fisiologia , Sequenciamento de Nucleotídeos em Larga Escala/métodos , Humanos , Mutação , Análise de Célula Única , Transposases
6.
Cell ; 175(4): 998-1013.e20, 2018 11 01.
Artigo em Inglês | MEDLINE | ID: mdl-30388456

RESUMO

Treatment of cancer has been revolutionized by immune checkpoint blockade therapies. Despite the high rate of response in advanced melanoma, the majority of patients succumb to disease. To identify factors associated with success or failure of checkpoint therapy, we profiled transcriptomes of 16,291 individual immune cells from 48 tumor samples of melanoma patients treated with checkpoint inhibitors. Two distinct states of CD8+ T cells were defined by clustering and associated with patient tumor regression or progression. A single transcription factor, TCF7, was visualized within CD8+ T cells in fixed tumor samples and predicted positive clinical outcome in an independent cohort of checkpoint-treated patients. We delineated the epigenetic landscape and clonality of these T cell states and demonstrated enhanced antitumor immunity by targeting novel combinations of factors in exhausted cells. Our study of immune cell transcriptomes from tumors demonstrates a strategy for identifying predictors, mechanisms, and targets for enhancing checkpoint immunotherapy.


Assuntos
Linfócitos T CD8-Positivos/imunologia , Imunoterapia/métodos , Melanoma/imunologia , Transcriptoma , Animais , Anticorpos Monoclonais Humanizados/imunologia , Anticorpos Monoclonais Humanizados/farmacologia , Antígenos CD/imunologia , Antineoplásicos Imunológicos/imunologia , Antineoplásicos Imunológicos/farmacologia , Apirase/antagonistas & inibidores , Apirase/imunologia , Linhagem Celular Tumoral , Humanos , Antígenos Comuns de Leucócito/antagonistas & inibidores , Antígenos Comuns de Leucócito/imunologia , Melanoma/terapia , Camundongos , Camundongos Endogâmicos BALB C , Camundongos Endogâmicos C57BL , Fator 1 de Transcrição de Linfócitos T/metabolismo
7.
Cell ; 169(4): 567-569, 2017 05 04.
Artigo em Inglês | MEDLINE | ID: mdl-28475889

RESUMO

A deep understanding of the immune landscape in human cancer is essential for guiding the development of immunotherapy to benefit more patients with long-lasting efficacy. Now, two studies from Lavin et al. and Chevrier et al. employ mass cytometry to study immune infiltrates in lung adenocarcinoma and clear cell renal cell carcinoma, respectively.


Assuntos
Carcinoma de Células Renais/imunologia , Imunoterapia , Humanos , Metais Pesados
9.
Nature ; 615(7950): 158-167, 2023 03.
Artigo em Inglês | MEDLINE | ID: mdl-36634707

RESUMO

Despite the success of PD-1 blockade in melanoma and other cancers, effective treatment strategies to overcome resistance to cancer immunotherapy are lacking1,2. Here we identify the innate immune kinase TANK-binding kinase 1 (TBK1)3 as a candidate immune-evasion gene in a pooled genetic screen4. Using a suite of genetic and pharmacological tools across multiple experimental model systems, we confirm a role for TBK1 as an immune-evasion gene. Targeting TBK1 enhances responses to PD-1 blockade by decreasing the cytotoxicity threshold to effector cytokines (TNF and IFNγ). TBK1 inhibition in combination with PD-1 blockade also demonstrated efficacy using patient-derived tumour models, with concordant findings in matched patient-derived organotypic tumour spheroids and matched patient-derived organoids. Tumour cells lacking TBK1 are primed to undergo RIPK- and caspase-dependent cell death in response to TNF and IFNγ in a JAK-STAT-dependent manner. Taken together, our results demonstrate that targeting TBK1 is an effective strategy to overcome resistance to cancer immunotherapy.


Assuntos
Resistencia a Medicamentos Antineoplásicos , Evasão da Resposta Imune , Imunoterapia , Proteínas Serina-Treonina Quinases , Humanos , Evasão da Resposta Imune/genética , Evasão da Resposta Imune/imunologia , Imunoterapia/métodos , Receptor de Morte Celular Programada 1/antagonistas & inibidores , Proteínas Serina-Treonina Quinases/antagonistas & inibidores , Proteínas Serina-Treonina Quinases/genética , Organoides , Fatores de Necrose Tumoral/imunologia , Interferon gama/imunologia , Esferoides Celulares , Caspases , Janus Quinases , Fatores de Transcrição STAT
10.
Clin Infect Dis ; 2024 Jun 07.
Artigo em Inglês | MEDLINE | ID: mdl-38845562

RESUMO

BACKGROUND: The increased prevalence of antimicrobial resistant (AMR) infections is a significant global health threat, resulting in increased morbidity, mortality, and costs. The drivers of AMR are complex and potentially impacted by socioeconomic factors. We investigated the relationships between geographic and socioeconomic factors and AMR. METHODS: We collected select patient bacterial culture results from 2015 to 2020 from electronic health records (EHR) of two expansive healthcare systems within the Dallas-Fort Worth, TX (DFW) metropolitan area. Among individuals with EHR records who resided in the four most populus counties in DFW, culture data were aggregated. Case counts for each organism studied were standardized per 1,000 persons per area population. Using residential addresses, the cultures were geocoded and linked to socioeconomic index values. Spatial autocorrelation tests identified geographic clusters of high and low AMR organism prevalence and correlations with established socioeconomic indices. RESULTS: We found significant clusters of AMR organisms in areas with high levels of deprivation, as measured by the Area Deprivation Index (ADI). We found a significant spatial autocorrelation between ADI and the prevalence of AMR organisms, particularly for AmpC and MRSA with 14% and 13%, respectively, of the variability in prevalence rates being attributable to their relationship with the ADI values of the neighboring locations. CONCLUSIONS: We found that areas with a high ADI are more likely to have higher rates of AMR organisms. Interventions that improve socioeconomic factors such as poverty, unemployment, decreased access to healthcare, crowding, and sanitation in these areas of high prevalence may reduce the spread of AMR.

11.
J Hepatol ; 80(2): 251-267, 2024 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-36972796

RESUMO

BACKGROUND & AIMS: Chronic viral infections present serious public health challenges; however, direct-acting antivirals (DAAs) are now able to cure nearly all patients infected with hepatitis C virus (HCV), representing the only cure of a human chronic viral infection to date. DAAs provide a valuable opportunity to study immune pathways in the reversal of chronic immune failures in an in vivo human system. METHODS: To leverage this opportunity, we used plate-based single-cell RNA-seq to deeply profile myeloid cells from liver fine needle aspirates in patients with HCV before and after DAA treatment. We comprehensively characterised liver neutrophils, eosinophils, mast cells, conventional dendritic cells, plasmacytoid dendritic cells, classical monocytes, non-classical monocytes, and macrophages, and defined fine-grained subpopulations of several cell types. RESULTS: We discovered cell type-specific changes post-cure, including an increase in MCM7+STMN1+ proliferating CD1C+ conventional dendritic cells, which may support restoration from chronic exhaustion. We observed an expected downregulation of interferon-stimulated genes (ISGs) post-cure as well as an unexpected inverse relationship between pre-treatment viral load and post-cure ISG expression in each cell type, revealing a link between viral loads and sustained modifications of the host's immune system. We found an upregulation of PD-L1/L2 gene expression in ISG-high neutrophils and IDO1 expression in eosinophils, pinpointing cell subpopulations crucial for immune regulation. We identified three recurring gene programmes shared by multiple cell types, distilling core functions of the myeloid compartment. CONCLUSIONS: This comprehensive single-cell RNA-seq atlas of human liver myeloid cells in response to cure of chronic viral infections reveals principles of liver immunity and provides immunotherapeutic insights. CLINICAL TRIAL REGISTRATION: This study is registered at ClinicalTrials.gov (NCT02476617). IMPACT AND IMPLICATIONS: Chronic viral liver infections continue to be a major public health problem. Single-cell characterisation of liver immune cells during hepatitis C and post-cure provides unique insights into the architecture of liver immunity contributing to the resolution of the first curable chronic viral infection of humans. Multiple layers of innate immune regulation during chronic infections and persistent immune modifications after cure are revealed. Researchers and clinicians may leverage these findings to develop methods to optimise the post-cure environment for HCV and develop novel therapeutic approaches for other chronic viral infections.


Assuntos
Hepatite C Crônica , Hepatite C , Humanos , Antivirais/uso terapêutico , Infecção Persistente , Hepatite C/tratamento farmacológico , Hepacivirus/genética
12.
J Rheumatol ; 51(3): 297-304, 2024 Mar 01.
Artigo em Inglês | MEDLINE | ID: mdl-38101917

RESUMO

OBJECTIVE: The aim of this study was to investigate and compare different case definitions for chronic pain to provide estimates of possible misclassification when researchers are limited by available electronic health record and administrative claims data, allowing for greater precision in case definitions. METHODS: We compared the prevalence of different case definitions for chronic pain (N = 3042) in patients with autoimmune rheumatic diseases. We estimated the prevalence of chronic pain based on 15 unique combinations of pain scores, diagnostic codes, analgesic medications, and pain interventions. RESULTS: Chronic pain prevalence was lowest in unimodal pain phenotyping algorithms: 15% using analgesic medications, 18% using pain scores, 21% using pain diagnostic codes, and 22% using pain interventions. In comparison, the prevalence using a well-validated phenotyping algorithm was 37%. The prevalence of chronic pain also increased with the increasing number (bimodal to quadrimodal) of phenotyping algorithms that comprised the multimodal phenotyping algorithms. The highest estimated chronic pain prevalence (47%) was the multimodal phenotyping algorithm that combined pain scores, diagnostic codes, analgesic medications, and pain interventions. However, this quadrimodal phenotyping algorithm yielded a 10% overestimation of chronic pain compared to the well-validated algorithm. CONCLUSION: This is the first empirical study to our knowledge that shows that established common modes of phenotyping chronic pain can lead to substantially varying estimates of the number of patients with chronic pain. These findings can be a reference for biases in case definitions for chronic pain and could be used to estimate the extent of possible misclassifications or corrections in using datasets that cannot include specific data elements.


Assuntos
Doenças Autoimunes , Dor Crônica , Reumatologia , Humanos , Dor Crônica/diagnóstico , Dor Crônica/epidemiologia , Registros Eletrônicos de Saúde , Algoritmos , Analgésicos
13.
J Vasc Surg ; 77(6): 1797-1802, 2023 06.
Artigo em Inglês | MEDLINE | ID: mdl-36758909

RESUMO

OBJECTIVE: Survey data suggests that surgical residents spend 20% to 30% of training time using the electronic medical record (EMR), raising concerns about burnout and insufficient operative experience. We characterize trainee EMR activity in the vascular surgery service of a quaternary care center to identify modifiable factors associated with high EMR use. METHODS: Resident activity while on the vascular surgery service was queried from the EMR. Weekends and holidays were excluded to focus on typical staffing periods. Variables including daily time spent, post-graduate year (PGY), remote access via mobile device or personal laptop, and patient census including operative caseload were extracted. Univariate analysis was performed with t tests and χ2 tests where appropriate. We then fit a linear mixed-effects model with normalized daily EMR time as the outcome variable, random slopes for resident and patient census, and fixed effects of PGY level, academic year, and fractional time spent using remote access. RESULTS: EMR activity for 53 residents from July 2015 to June 2019 was included. The mean daily EMR usage was 1.6 hours, ranging from 3.6 hours per day in PGY1 residents to 1.1 hours in PGY4 to 5 residents. Across all PGYs, the most time-consuming EMR activities were chart review (43.0%-46.6%) and notes review (22.4%-27.0%). In the linear mixed-effects model, increased patient census was associated with increased daily EMR usage (Coefficient = 0.61, P-value < .001). Resident seniority (Coefficient = -1.2, P-value < .001) and increased remote access (Coefficient = -0.44, P-value < .001) were associated with reduced daily EMR usage. Over the study period, total EMR usage decreased significantly from the 2015/2016 academic year to the 2018/2019 academic year (mean difference, 2.4 hours vs 1.78; P-value < .001). CONCLUSIONS: In an audit of EMR activity logs on a vascular surgery service, mean EMR time was 1.6 hours a day, which is lower than survey estimates. Resident seniority and remote access utilization were associated with reduced time spent on the EMR, independent of patient census. Although increasing EMR accessibility via mobile devices and personal computers have been hypothesized to contribute to poor work-life balance, our study suggests a possible time-saving effect by enabling expedient access for data review, which constitutes the majority of resident EMR activity. Further research in other institutions and specialties is needed for external validation and exploring implications for resident wellness initiatives.


Assuntos
Internato e Residência , Carga de Trabalho , Humanos , Registros Eletrônicos de Saúde , Procedimentos Cirúrgicos Vasculares
14.
J Vasc Surg ; 77(6): 1669-1673.e1, 2023 06.
Artigo em Inglês | MEDLINE | ID: mdl-36781115

RESUMO

OBJECTIVE: Since 2005, the United States Preventative Services Task Force has recommended abdominal aortic aneurysm (AAA) ultrasound screening for 65- to 75-year-old male ever-smokers. Integrated health systems such as Kaiser Permanente and the Veterans Affairs (VA) health care system report 74% to 79% adherence, but compliance rates in the private sector are unknown. METHODS: The IBM Marketscan Commercial and Medicare Supplemental databases (2006-2017) were queried for male ever-smokers continuously enrolled from age 65 to 75 years. Exclusion criteria were previous history of AAA, connective tissue disorder, and aortic surgery. Patients with abdominal computed tomographic or magnetic resonance imaging from ages 65 to 75 years were also excluded. Screening was defined as a complete abdominal, retroperitoneal, or aortic ultrasound. A logistic mixed-effects model utilizing state as a random intercept was used to identify patient characteristics associated with screening. RESULTS: Of 35,154 eligible patients, 13,612 (38.7%) underwent screening. Compliance varied by state, ranging from 24.4% in Minnesota to 51.6% in Montana (P < .05). Screening activity increased yearly, with 0.7% of screening activity occurring in 2008 vs 22.2% in 2016 (P <.05). In a logistic mixed-effects model adjusting for state as a random intercept, history of hypertension (odds ratio [OR], 1.07; 95% confidence interval [CI], 1.03-1.13), coronary artery disease (OR, 1.17; 95% CI, 1.10-1.22), congestive heart failure (OR, 1.14; 95% CI, 1.01-1.22), diabetes (OR, 1.1; 95% CI, 1.06-1.16), and chronic kidney disease (OR, 1.4; 95% CI, 1.24-1.53) were associated with screening. Living outside of a census-designated metropolitan area was negatively associated with screening (OR, 0.92; 95% CI, 0.87-0.97). CONCLUSIONS: In a private claims database representing 250 million claimants, 38.7% of eligible patients received United States Preventative Services Task Force-recommended AAA screening. Compliance was nearly one-half that of integrated health systems and was significantly lower for patients living outside of metropolitan areas. Efforts to improve early detection of AAA should include targeting non-metropolitan areas and modifying Medicare reimbursement and incentivization strategies to improve guideline adherence.


Assuntos
Aneurisma da Aorta Abdominal , Doença da Artéria Coronariana , Humanos , Masculino , Estados Unidos , Idoso , Medicare , Aneurisma da Aorta Abdominal/diagnóstico por imagem , Aneurisma da Aorta Abdominal/cirurgia , United States Department of Veterans Affairs , Programas de Rastreamento/métodos
15.
Immunity ; 41(5): 802-14, 2014 Nov 20.
Artigo em Inglês | MEDLINE | ID: mdl-25464856

RESUMO

Protein kinase B (also known as AKT) and the mechanistic target of rapamycin (mTOR) are central regulators of T cell differentiation, proliferation, metabolism, and survival. Here, we show that during chronic murine lymphocytic choriomeningitis virus infection, activation of AKT and mTOR are impaired in antiviral cytotoxic T lymphocytes (CTLs), resulting in enhanced activity of the transcription factor FoxO1. Blockade of inhibitory receptor programmed cell death protein 1 (PD-1) in vivo increased mTOR activity in virus-specific CTLs, and its therapeutic effects were abrogated by the mTOR inhibitor rapamycin. FoxO1 functioned as a transcriptional activator of PD-1 that promoted the differentiation of terminally exhausted CTLs. Importantly, FoxO1-null CTLs failed to persist and control chronic viral infection. Collectively, this study shows that CTLs adapt to persistent infection through a positive feedback pathway (PD-1?FoxO1?PD-1) that functions to both desensitize virus-specific CTLs to antigen and support their survival during chronic viral infection.


Assuntos
Linfócitos T CD8-Positivos/imunologia , Fatores de Transcrição Forkhead/imunologia , Coriomeningite Linfocítica/imunologia , Vírus da Coriomeningite Linfocítica/imunologia , Receptor de Morte Celular Programada 1/biossíntese , Linfócitos T Citotóxicos/imunologia , Animais , Anticorpos Bloqueadores/farmacologia , Anticorpos Monoclonais/farmacologia , Antígenos CD28/imunologia , Diferenciação Celular/imunologia , Linhagem Celular Tumoral , Doença Crônica , Proteína Forkhead Box O1 , Fatores de Transcrição Forkhead/biossíntese , Fatores de Transcrição Forkhead/genética , Granzimas/biossíntese , Humanos , Interferon gama/biossíntese , Células Jurkat , Ativação Linfocitária/imunologia , Coriomeningite Linfocítica/virologia , Camundongos , Camundongos Endogâmicos C57BL , Camundongos Transgênicos , Receptor de Morte Celular Programada 1/imunologia , Proteínas Proto-Oncogênicas c-akt/biossíntese , Receptores de Antígenos de Linfócitos T/imunologia , Sirolimo/farmacologia , Linfócitos T Citotóxicos/citologia , Serina-Treonina Quinases TOR/antagonistas & inibidores , Serina-Treonina Quinases TOR/biossíntese
16.
Ann Allergy Asthma Immunol ; 130(5): 622-627, 2023 05.
Artigo em Inglês | MEDLINE | ID: mdl-36521783

RESUMO

BACKGROUND: Cluster schedules for subcutaneous allergen immunotherapy (AIT) require significantly fewer injections, but there have been conflicting reports regarding the risk of systemic reactions (SR). OBJECTIVE: To compare the incidence of SRs during the build-up stages of multiallergen standard vs cluster immunotherapy. METHODS: Data on SRs were collected prospectively from 91 urban adult patients who underwent either standard or cluster AIT at the Johns Hopkins Allergy and Asthma Center from 2014 to 2022. The SRs were recorded during the build-up phase and compared for both protocols using Pearson's χ2, Fisher exact test, and multivariate logistic regression models. RESULTS: Overall, SR rates were 21% for patients in the standard schedule and 37% for patients in the cluster immunotherapy schedule, which was not statistically different (P = .08). However, the SR rate for each injection was 0.69% per injection in the standard protocol and 2.29% per injection in the cluster schedule (incident rate ratio = 3.3). All SRs (100%) in both groups occurred in the second half of the build-up phase. Multivariate regression revealed that the target prescription protein nitrogen units and the number of allergens in the treatment vial did not influence SR rates (odds ratio = 1.00 and 1.06, respectively). CONCLUSION: The overall incidence of SR was not statistically different for cluster and standard AIT protocols. However, because cluster patients received approximately half the number of injections, the risk for SR per individual injection is more than 3-fold higher than that of standard immunotherapy.


Assuntos
Anafilaxia , Asma , Adulto , Humanos , Anafilaxia/etiologia , Anafilaxia/induzido quimicamente , Alérgenos , Dessensibilização Imunológica/efeitos adversos , Dessensibilização Imunológica/métodos , Injeções , Injeções Subcutâneas
17.
J Biomed Inform ; 147: 104522, 2023 11.
Artigo em Inglês | MEDLINE | ID: mdl-37827476

RESUMO

OBJECTIVE: Audit logs in electronic health record (EHR) systems capture interactions of providers with clinical data. We determine if machine learning (ML) models trained using audit logs in conjunction with clinical data ("observational supervision") outperform ML models trained using clinical data alone in clinical outcome prediction tasks, and whether they are more robust to temporal distribution shifts in the data. MATERIALS AND METHODS: Using clinical and audit log data from Stanford Healthcare, we trained and evaluated various ML models including logistic regression, support vector machine (SVM) classifiers, neural networks, random forests, and gradient boosted machines (GBMs) on clinical EHR data, with and without audit logs for two clinical outcome prediction tasks: major adverse kidney events within 120 days of ICU admission (MAKE-120) in acute kidney injury (AKI) patients and 30-day readmission in acute stroke patients. We further tested the best performing models using patient data acquired during different time-intervals to evaluate the impact of temporal distribution shifts on model performance. RESULTS: Performance generally improved for all models when trained with clinical EHR data and audit log data compared with those trained with only clinical EHR data, with GBMs tending to have the overall best performance. GBMs trained with clinical EHR data and audit logs outperformed GBMs trained without audit logs in both clinical outcome prediction tasks: AUROC 0.88 (95% CI: 0.85-0.91) vs. 0.79 (95% CI: 0.77-0.81), respectively, for MAKE-120 prediction in AKI patients, and AUROC 0.74 (95% CI: 0.71-0.77) vs. 0.63 (95% CI: 0.62-0.64), respectively, for 30-day readmission prediction in acute stroke patients. The performance of GBM models trained using audit log and clinical data degraded less in later time-intervals than models trained using only clinical data. CONCLUSION: Observational supervision with audit logs improved the performance of ML models trained to predict important clinical outcomes in patients with AKI and acute stroke, and improved robustness to temporal distribution shifts.


Assuntos
Injúria Renal Aguda , Acidente Vascular Cerebral , Humanos , Registros Eletrônicos de Saúde , Hospitalização , Prognóstico
18.
Telemed J E Health ; 29(1): 137-140, 2023 01.
Artigo em Inglês | MEDLINE | ID: mdl-35544068

RESUMO

Introduction: As telemedicine becomes standard in pediatrics, further research is required to ensure optimal adoption. This study seeks to characterize visits best suited for telemedicine by analyzing usage trends and encounter attributes associated with immediate in-person follow-up. Methods: Analysis of ambulatory pediatric encounters from the first quarter of 2021 in a nationwide insurance claims database. Results: Telemedicine comprised 9.5% (138,346) of ambulatory encounters. Among telemedicine visits, 7.5% (10,304) yielded in-person follow-up within 3 days. Encounters involving infants and diagnoses of the perinatal period were most frequently followed by in-person visits (11% and 20%, respectively). Mental health visits were least likely to have in-person follow-up. Conclusions: In 2021, telemedicine remained a common modality of care in pediatrics. Varying medical needs still require in-person evaluation, whereas other diagnoses may be conducive to even greater expansion. Insights from this study inform further research into optimization of pediatric telemedicine utilization and development of guidelines.


Assuntos
Assistência ao Convalescente , Telemedicina , Lactente , Gravidez , Feminino , Criança , Humanos , Inquéritos e Questionários , Assistência Ambulatorial
19.
Clin Infect Dis ; 74(8): 1485-1488, 2022 04 28.
Artigo em Inglês | MEDLINE | ID: mdl-34498683

RESUMO

A false-positive severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) reverse-transcription polymerase chain reaction result can lead to unnecessary public health measures. We report 2 individuals whose respiratory specimens were contaminated by an inactivated SARS-CoV-2 vaccine strain (CoronaVac), likely at vaccination premises. Incidentally, whole genome sequencing of CoronaVac showed adaptive deletions on the spike protein, which do not result in observable changes of antigenicity.


Assuntos
Vacinas contra COVID-19 , COVID-19 , COVID-19/prevenção & controle , Humanos , SARS-CoV-2/genética , Vacinação
20.
J Antimicrob Chemother ; 77(5): 1216-1217, 2022 04 27.
Artigo em Inglês | MEDLINE | ID: mdl-35355078

RESUMO

Antimicrobial stewardship is a key facet in preventing antimicrobial resistance but can be difficult to put into practice. Frontline providers are faced with the unknowns of pending culture data plus the urgency of appropriate antibiotic choice to prevent sepsis-related mortality; this often leads to broad-spectrum antibiotic prescribing. Currently available resources lack a customized approach to individual patients. Artificial intelligence (AI) focused on antimicrobial stewardship may create a unique opportunity to provide individualized, real-time recommendations to providers on appropriate, but narrower spectrum, antibiotic options. We envision that, with further advances in AI, personalized clinical decision support tools to optimize antibiotic prescribing could be available within the next decade.


Assuntos
Gestão de Antimicrobianos , Sepse , Antibacterianos/uso terapêutico , Inteligência Artificial , Humanos , Sepse/tratamento farmacológico
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