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1.
Cell ; 171(2): 427-439.e21, 2017 Oct 05.
Artigo em Inglês | MEDLINE | ID: mdl-28985565

RESUMO

Parrot feathers contain red, orange, and yellow polyene pigments called psittacofulvins. Budgerigars are parrots that have been extensively bred for plumage traits during the last century, but the underlying genes are unknown. Here we use genome-wide association mapping and gene-expression analysis to map the Mendelian blue locus, which abolishes yellow pigmentation in the budgerigar. We find that the blue trait maps to a single amino acid substitution (R644W) in an uncharacterized polyketide synthase (MuPKS). When we expressed MuPKS heterologously in yeast, yellow pigments accumulated. Mass spectrometry confirmed that these yellow pigments match those found in feathers. The R644W substitution abolished MuPKS activity. Furthermore, gene-expression data from feathers of different bird species suggest that parrots acquired their colors through regulatory changes that drive high expression of MuPKS in feather epithelia. Our data also help formulate biochemical models that may explain natural color variation in parrots. VIDEO ABSTRACT.


Assuntos
Proteínas Aviárias/genética , Plumas/fisiologia , Melopsittacus/genética , Pigmentos Biológicos/biossíntese , Polienos/metabolismo , Policetídeo Sintases/genética , Sequência de Aminoácidos , Animais , Proteínas Aviárias/metabolismo , Plumas/anatomia & histologia , Plumas/química , Expressão Gênica , Genoma , Estudo de Associação Genômica Ampla , Melopsittacus/anatomia & histologia , Melopsittacus/fisiologia , Pigmentação , Policetídeo Sintases/metabolismo , Polimorfismo de Nucleotídeo Único , Regeneração , Alinhamento de Sequência
2.
Mol Cell ; 73(4): 830-844.e12, 2019 02 21.
Artigo em Inglês | MEDLINE | ID: mdl-30639242

RESUMO

Proximity-dependent biotin labeling (BioID) may identify new targets for cancers driven by difficult-to-drug oncogenes such as Ras. Therefore, BioID was used with wild-type (WT) and oncogenic mutant (MT) H-, K-, and N-Ras, identifying known interactors, including Raf and PI3K, as well as a common set of 130 novel proteins proximal to all Ras isoforms. A CRISPR screen of these proteins for Ras dependence identified mTOR, which was also found proximal to MT Ras in human tumors. Oncogenic Ras directly bound two mTOR complex 2 (mTORC2) components, mTOR and MAPKAP1, to promote mTORC2 kinase activity at the plasma membrane. mTORC2 enabled the Ras pro-proliferative cell cycle transcriptional program, and perturbing the Ras-mTORC2 interaction impaired Ras-dependent neoplasia in vivo. Combining proximity-dependent proteomics with CRISPR screening identified a new set of functional Ras-associated proteins, defined mTORC2 as a new direct Ras effector, and offers a strategy for finding new proteins that cooperate with dominant oncogenes.


Assuntos
Transformação Celular Neoplásica/metabolismo , Alvo Mecanístico do Complexo 2 de Rapamicina/metabolismo , Neoplasias/metabolismo , Proteoma , Proteínas ras/metabolismo , Animais , Sítios de Ligação , Sistemas CRISPR-Cas , Células CACO-2 , Pontos de Checagem do Ciclo Celular , Proliferação de Células , Transformação Celular Neoplásica/genética , Transformação Celular Neoplásica/patologia , Feminino , Regulação Neoplásica da Expressão Gênica , Células HEK293 , Humanos , Alvo Mecanístico do Complexo 2 de Rapamicina/genética , Camundongos Pelados , Camundongos SCID , Camundongos Transgênicos , Mutação , Neoplasias/genética , Neoplasias/patologia , Ligação Proteica , Domínios e Motivos de Interação entre Proteínas , Proteômica/métodos , Carga Tumoral , Proteínas ras/genética
3.
Genes Dev ; 26(4): 338-43, 2012 Feb 15.
Artigo em Inglês | MEDLINE | ID: mdl-22302877

RESUMO

Long noncoding RNAs (lncRNAs) regulate diverse processes, yet a potential role for lncRNAs in maintaining the undifferentiated state in somatic tissue progenitor cells remains uncharacterized. We used transcriptome sequencing and tiling arrays to compare lncRNA expression in epidermal progenitor populations versus differentiating cells. We identified ANCR (anti-differentiation ncRNA) as an 855-base-pair lncRNA down-regulated during differentiation. Depleting ANCR in progenitor-containing populations, without any other stimuli, led to rapid differentiation gene induction. In epidermis, ANCR loss abolished the normal exclusion of differentiation from the progenitor-containing compartment. The ANCR lncRNA is thus required to enforce the undifferentiated cell state within epidermis.


Assuntos
Diferenciação Celular , Queratinócitos/citologia , RNA não Traduzido/metabolismo , Células-Tronco/citologia , Células Cultivadas , Células Epidérmicas , Regulação da Expressão Gênica no Desenvolvimento , Interferência de RNA , RNA Longo não Codificante , RNA não Traduzido/genética , Transcriptoma
4.
Nature ; 493(7431): 231-5, 2013 Jan 10.
Artigo em Inglês | MEDLINE | ID: mdl-23201690

RESUMO

Several of the thousands of human long non-coding RNAs (lncRNAs) have been functionally characterized; however, potential roles for lncRNAs in somatic tissue differentiation remain poorly understood. Here we show that a 3.7-kilobase lncRNA, terminal differentiation-induced ncRNA (TINCR), controls human epidermal differentiation by a post-transcriptional mechanism. TINCR is required for high messenger RNA abundance of key differentiation genes, many of which are mutated in human skin diseases, including FLG, LOR, ALOXE3, ALOX12B, ABCA12, CASP14 and ELOVL3. TINCR-deficient epidermis lacked terminal differentiation ultrastructure, including keratohyalin granules and intact lamellar bodies. Genome-scale RNA interactome analysis revealed that TINCR interacts with a range of differentiation mRNAs. TINCR-mRNA interaction occurs through a 25-nucleotide 'TINCR box' motif that is strongly enriched in interacting mRNAs and required for TINCR binding. A high-throughput screen to analyse TINCR binding capacity to approximately 9,400 human recombinant proteins revealed direct binding of TINCR RNA to the staufen1 (STAU1) protein. STAU1-deficient tissue recapitulated the impaired differentiation seen with TINCR depletion. Loss of UPF1 and UPF2, both of which are required for STAU1-mediated RNA decay, however, did not have differentiation effects. Instead, the TINCR-STAU1 complex seems to mediate stabilization of differentiation mRNAs, such as KRT80. These data identify TINCR as a key lncRNA required for somatic tissue differentiation, which occurs through lncRNA binding to differentiation mRNAs to ensure their expression.


Assuntos
Diferenciação Celular/genética , Células Epidérmicas , Epiderme/metabolismo , RNA Longo não Codificante/genética , RNA Longo não Codificante/metabolismo , Sequência de Bases , Células Cultivadas , Proteínas do Citoesqueleto/metabolismo , Proteínas Filagrinas , Regulação da Expressão Gênica , Ensaios de Triagem em Larga Escala , Humanos , Queratinócitos , Mutação , Motivos de Nucleotídeos/genética , Ligação Proteica , Estabilidade de RNA/genética , RNA Mensageiro/genética , RNA Mensageiro/metabolismo , Proteínas de Ligação a RNA/metabolismo , Dermatopatias/genética
5.
Genome Res ; 24(5): 751-60, 2014 May.
Artigo em Inglês | MEDLINE | ID: mdl-24443471

RESUMO

Thousands of putative enhancers are characterized in the human genome, yet few have been shown to have a functional role in cancer progression. Inhibiting oncokinases, such as EGFR, ALK, ERBB2, and BRAF, is a mainstay of current cancer therapy but is hindered by innate drug resistance mediated by up-regulation of the HGF receptor, MET. The mechanisms mediating such genomic responses to targeted therapy are unknown. Here, we identify lineage-specific enhancers at the MET locus for multiple common tumor types, including a melanoma lineage-specific enhancer 63 kb downstream from the MET TSS. This enhancer displays inducible chromatin looping with the MET promoter to up-regulate MET expression upon BRAF inhibition. Epigenomic analysis demonstrated that the melanocyte-specific transcription factor, MITF, mediates this enhancer function. Targeted genomic deletion (<7 bp) of the MITF motif within the MET enhancer suppressed inducible chromatin looping and innate drug resistance, while maintaining MITF-dependent, inhibitor-induced melanoma cell differentiation. Epigenomic analysis can thus guide functional disruption of regulatory DNA to decouple pro- and anti-oncogenic functions of a dominant transcription factor and block innate resistance to oncokinase therapy.


Assuntos
Resistencia a Medicamentos Antineoplásicos/genética , Elementos Facilitadores Genéticos , Regulação Neoplásica da Expressão Gênica , Genoma Humano , Proteínas Proto-Oncogênicas B-raf/antagonistas & inibidores , Linhagem Celular Tumoral , Cromatina/genética , Cromatina/metabolismo , Humanos , Indóis/farmacologia , Melanoma/genética , Fator de Transcrição Associado à Microftalmia/genética , Fator de Transcrição Associado à Microftalmia/metabolismo , Regiões Promotoras Genéticas , Inibidores de Proteínas Quinases/farmacologia , Proteínas Proto-Oncogênicas B-raf/genética , Proteínas Proto-Oncogênicas B-raf/metabolismo , Proteínas Proto-Oncogênicas c-met/genética , Proteínas Proto-Oncogênicas c-met/metabolismo , Sulfonamidas/farmacologia , Transcriptoma , Vemurafenib
6.
Emerg Infect Dis ; 20(2): 304-6, 2014 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-24447394

RESUMO

Burkholderia pseudomallei, the causative agent of melioidosis, was isolated from abscesses of 2 pet green iguanas in California, USA. The international trade in iguanas may contribute to importation of this pathogen into countries where it is not endemic and put persons exposed to these animals at risk for infection.


Assuntos
Abscesso/microbiologia , Burkholderia pseudomallei/isolamento & purificação , DNA Bacteriano/genética , Iguanas/microbiologia , Melioidose/microbiologia , Abscesso/diagnóstico , Animais , Burkholderia pseudomallei/genética , California , DNA Bacteriano/isolamento & purificação , Feminino , Humanos , Melioidose/diagnóstico , Animais de Estimação , Reação em Cadeia da Polimerase
7.
bioRxiv ; 2023 Feb 16.
Artigo em Inglês | MEDLINE | ID: mdl-36824942

RESUMO

Cancer is pervasive across multicellular species. Are there any patterns that can explain differences in cancer prevalence across species? Using 16,049 necropsy records for 292 species spanning three clades (amphibians, sauropsids and mammals) we found that neoplasia and malignancy prevalence increases with adult weight and decreases with gestation time, contrary to Peto’s Paradox. Evolution of cancer susceptibility appears to have undergone sudden shifts followed by stabilizing selection. Outliers for neoplasia prevalence include the common porpoise (<1.3%), the Rodrigues fruit bat (<1.6%) the black-footed penguin (<0.4%), ferrets (63%) and opossums (35%). Discovering why some species have particularly high or low levels of cancer may lead to a better understanding of cancer syndromes and novel strategies for the management and prevention of cancer.

8.
Res Sq ; 2023 Jul 06.
Artigo em Inglês | MEDLINE | ID: mdl-37461608

RESUMO

Cancer is pervasive across multicellular species, but what explains differences in cancer prevalence across species? Using 16,049 necropsy records for 292 species spanning three clades (amphibians, sauropsids and mammals) we found that neoplasia and malignancy prevalence increases with adult weight (contrary to Peto's Paradox) and somatic mutation rate, but decreases with gestation time. Evolution of cancer susceptibility appears to have undergone sudden shifts followed by stabilizing selection. Outliers for neoplasia prevalence include the common porpoise (<1.3%), the Rodrigues fruit bat (<1.6%) the black-footed penguin (<0.4%), ferrets (63%) and opossums (35%). Discovering why some species have particularly high or low levels of cancer may lead to a better understanding of cancer syndromes and novel strategies for the management and prevention of cancer.

9.
JAMIA Open ; 3(2): 306-317, 2020 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-32734172

RESUMO

OBJECTIVES: This manuscript reviews the current state of veterinary medical electronic health records and the ability to aggregate and analyze large datasets from multiple organizations and clinics. We also review analytical techniques as well as research efforts into veterinary informatics with a focus on applications relevant to human and animal medicine. Our goal is to provide references and context for these resources so that researchers can identify resources of interest and translational opportunities to advance the field. METHODS AND RESULTS: This review covers various methods of veterinary informatics including natural language processing and machine learning techniques in brief and various ongoing and future projects. After detailing techniques and sources of data, we describe some of the challenges and opportunities within veterinary informatics as well as providing reviews of common One Health techniques and specific applications that affect both humans and animals. DISCUSSION: Current limitations in the field of veterinary informatics include limited sources of training data for developing machine learning and artificial intelligence algorithms, siloed data between academic institutions, corporate institutions, and many small private practices, and inconsistent data formats that make many integration problems difficult. Despite those limitations, there have been significant advancements in the field in the last few years and continued development of a few, key, large data resources that are available for interested clinicians and researchers. These real-world use cases and applications show current and significant future potential as veterinary informatics grows in importance. Veterinary informatics can forge new possibilities within veterinary medicine and between veterinary medicine, human medicine, and One Health initiatives.

10.
PLoS One ; 15(6): e0234647, 2020.
Artigo em Inglês | MEDLINE | ID: mdl-32569327

RESUMO

Unstructured clinical narratives are continuously being recorded as part of delivery of care in electronic health records, and dedicated tagging staff spend considerable effort manually assigning clinical codes for billing purposes. Despite these efforts, however, label availability and accuracy are both suboptimal. In this retrospective study, we aimed to automate the assignment of top-level International Classification of Diseases version 9 (ICD-9) codes to clinical records from human and veterinary data stores using minimal manual labor and feature curation. Automating top-level annotations could in turn enable rapid cohort identification, especially in a veterinary setting. To this end, we trained long short-term memory (LSTM) recurrent neural networks (RNNs) on 52,722 human and 89,591 veterinary records. We investigated the accuracy of both separate-domain and combined-domain models and probed model portability. We established relevant baseline classification performances by training Decision Trees (DT) and Random Forests (RF). We also investigated whether transforming the data using MetaMap Lite, a clinical natural language processing tool, affected classification performance. We showed that the LSTM-RNNs accurately classify veterinary and human text narratives into top-level categories with an average weighted macro F1 score of 0.74 and 0.68 respectively. In the "neoplasia" category, the model trained on veterinary data had a high validation accuracy in veterinary data and moderate accuracy in human data, with F1 scores of 0.91 and 0.70 respectively. Our LSTM method scored slightly higher than that of the DT and RF models. The use of LSTM-RNN models represents a scalable structure that could prove useful in cohort identification for comparative oncology studies. Digitization of human and veterinary health information will continue to be a reality, particularly in the form of unstructured narratives. Our approach is a step forward for these two domains to learn from and inform one another.


Assuntos
Mineração de Dados , Medicina Narrativa , Software , Animais , Automação , Bases de Dados como Assunto , Humanos , Reprodutibilidade dos Testes , Especificidade da Espécie
11.
Vet Anaesth Analg ; 36(5): 464-79, 2009 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-19709051

RESUMO

OBJECTIVE: To compare Doppler and oscillometric methods of indirect arterial blood pressure (IBP) with direct arterial measurements in anesthetized and awake red-tailed hawks. STUDY DESIGN: Prospective, randomized, blinded study. ANIMALS: Six, sex unknown, adult red-tailed hawks. METHODS: Birds were anesthetized and IBP measurements were obtained by oscillometry (IBP-O) and Doppler (IBP-D) on the pectoral and pelvic limbs using three cuffs of different width based on limb circumference: cuff 1 (20-30% of circumference), cuff 2 (30-40%), and cuff 3 (40-50%). Direct arterial pressure measurements were obtained from the contralateral superficial ulnar artery. Indirect blood pressure measurements were compared to direct systolic arterial pressure (SAP) and mean arterial pressure (MAP) during normotension and induced states of hypotension and hypertension. Measurements were also obtained in awake, restrained birds. Three-way anova, linear regression and Bland-Altman analyses were used to evaluate the IBP-D data. Results are reported as mean bias (95% confidence intervals). RESULTS: The IBP-O monitor reported errors during 54% of the measurements. Indirect blood pressure Doppler measurements were most accurate with cuff 3 and were comparable to MAP with a bias of 2 (-9, 13 mmHg). However, this cuff consistently underestimated SAP with a bias of 33 (19, 48 mmHg). Variability in the readings within and among birds was high. There was no significant difference between sites of cuff placement. Awake birds had SAP, MAP and diastolic arterial pressure that were 56, 43, and 38 mmHg higher than anesthetized birds. CONCLUSIONS AND CLINICAL RELEVANCE: Indirect blood pressure (oscillometric) measurements were unreliable in red-tailed hawks. Indirect blood pressure (Doppler) measurements were closer to MAP measurements than SAP measurements. There was slightly better agreement with the use of cuff 3 on either the pectoral or pelvic limbs. Awake, restrained birds have significantly higher arterial pressures than those under sevoflurane anesthesia.


Assuntos
Anestesia Geral/veterinária , Determinação da Pressão Arterial/veterinária , Pressão Sanguínea/efeitos dos fármacos , Falcões/fisiologia , Animais , Determinação da Pressão Arterial/instrumentação , Determinação da Pressão Arterial/métodos
12.
Vet Clin Pathol ; 38(2): 247-52, 2009 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-19228359

RESUMO

An injured juvenile red-tailed hawk (Buteo jamaicensis) was evaluated at the Veterinary Medical Teaching Hospital at the University of California, Davis. The hawk was quiet, alert, and emaciated, and had a closed comminuted, mid-diaphyseal ulnar fracture. CBC results included heterophilia with a left shift, monocytosis, and increased plasma fibrinogen concentration. The blood smear included rare heterophils containing small, dark blue inclusions approximately 1-2 mum in diameter that ranged from round to coccobacillary in shape and formed variably shaped aggregates; the morphology of the inclusions was suspicious for Chlamydophila or Ehrlichia spp. pathogens. The hawk died, and histopathologic examination of tissues obtained at necropsy found severe multifocal histiocytic and heterophilic splenitis in addition to chronic hepatitis, myocarditis and epicarditis, meningoencephalitis, and airsacculitis. Using immunohistochemistry the presence of Chlamydia/Chlamydophila spp. antigen within multiple tissues was confirmed. Chlamydophila psittaci DNA was demonstrated in whole blood and fresh splenic tissue via real-time PCR. Direct fluorescent antibody staining of air-dried blood smears was positive in rare leukocytes for Chlamydia/Chlamydophila spp. antigen, and immunocytochemical staining of blood smears for Chlamydia/Chlamydophila spp. antigen was focally positive in rare heterophils. These findings may represent the first reported diagnosis of natural avian C. psittaci infection by visualization of organisms in peripheral blood heterophils. Immunocytochemical evaluation of blood smears was valuable in confirming the diagnosis and may be a useful antemortem test to discriminate between bacteria and other inclusions within heterophils.


Assuntos
Doenças das Aves/diagnóstico , Infecções por Chlamydophila/veterinária , Falcões , Animais , Doenças das Aves/sangue , Doenças das Aves/microbiologia , Doenças das Aves/patologia , Infecções por Chlamydophila/sangue , Infecções por Chlamydophila/microbiologia , Infecções por Chlamydophila/patologia , Chlamydophila psittaci/isolamento & purificação , Evolução Fatal
13.
NPJ Digit Med ; 2: 35, 2019.
Artigo em Inglês | MEDLINE | ID: mdl-31304381

RESUMO

Unlike human medical records, most of the veterinary records are free text without standard diagnosis coding. The lack of systematic coding is a major barrier to the growing interest in leveraging veterinary records for public health and translational research. Recent machine learning effort is limited to predicting 42 top-level diagnosis categories from veterinary notes. Here we develop a large-scale algorithm to automatically predict all 4577 standard veterinary diagnosis codes from free text. We train our algorithm on a curated dataset of over 100 K expert labeled veterinary notes and over one million unlabeled notes. Our algorithm is based on the adapted Transformer architecture and we demonstrate that large-scale language modeling on the unlabeled notes via pretraining and as an auxiliary objective during supervised learning greatly improves performance. We systematically evaluate the performance of the model and several baselines in challenging settings where algorithms trained on one hospital are evaluated in a different hospital with substantial domain shift. In addition, we show that hierarchical training can address severe data imbalances for fine-grained diagnosis with a few training cases, and we provide interpretation for what is learned by the deep network. Our algorithm addresses an important challenge in veterinary medicine, and our model and experiments add insights into the power of unsupervised learning for clinical natural language processing.

14.
Comp Med ; 69(3): 169-178, 2019 05 01.
Artigo em Inglês | MEDLINE | ID: mdl-30764892

RESUMO

A thorough understanding of how animals fly is a central goal of many scientific disciplines. Birds are a commonly used model organism for flight research. The success of this model requires studying healthy and naturally flying birds in a laboratory setting. This use of a nontraditional laboratory animal species presents unique challenges to animal care staff and researchers alike. Here we review regulatory, animal care, and training considerations associated with avian flight research.


Assuntos
Criação de Animais Domésticos , Aves/fisiologia , Voo Animal/fisiologia , Criação de Animais Domésticos/educação , Criação de Animais Domésticos/legislação & jurisprudência , Criação de Animais Domésticos/normas , Bem-Estar do Animal/legislação & jurisprudência , Bem-Estar do Animal/normas , Animais , Modelos Animais , Modelos Biológicos
15.
Lab Anim (NY) ; 37(8): 351-2, 2008 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-18650822

RESUMO

Intraosseous catheterization may be used to administer fluids or medications to small mammals, particularly when intravenous access cannot be established. This column describes the necessary equipment, procedure and potential complications of intraosseous catheterization.


Assuntos
Cateterismo/veterinária , Infusões Intraósseas/veterinária , Animais , Cateterismo/métodos , Infusões Intraósseas/métodos , Mamíferos
16.
J Zoo Wildl Med ; 39(1): 103-6, 2008 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-18432103

RESUMO

An adult male Chinese box turtle (Cuora flavomarginata) presented to the Avian and Exotic Pet Service of the Animal Medical Center for periorbital swelling of the right eye. The swelling had failed to respond to nutritional supplementation and parenteral administration of vitamin A. What had initially presented as periorbital swelling developed into a growth ventral to the globe that impeded vision and was frequently traumatized by forelimb movements of the turtle. Twenty-six months after initial presentation, the turtle was anesthetized and the bulk of the mass was surgically removed. Histopathologic examination determined the mass to be a benign lacrimal cystadenoma.


Assuntos
Cistadenoma/veterinária , Doenças do Aparelho Lacrimal/veterinária , Tartarugas , Animais , Cistadenoma/diagnóstico , Cistadenoma/cirurgia , Aparelho Lacrimal/patologia , Doenças do Aparelho Lacrimal/diagnóstico , Doenças do Aparelho Lacrimal/cirurgia , Masculino , Resultado do Tratamento
17.
J Avian Med Surg ; 22(3): 226-33, 2008 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-19014096

RESUMO

A geriatric male great horned owl (Bubo virginianus) that was a resident at a raptor center was presented for examination because of stridor and weight loss. Results of physical examination, diagnostic imaging, and biopsy were consistent with disseminated lymphoma involving the oropharynx, neck region (including thyroid and parathyroid glands), keel, spleen, and liver. Attempts to treat the owl with chlorambucil failed, and the owl was euthanatized 5 months later. Neoplastic cells from this owl were immunoreactive to CD-3 antibody, suggesting the lymphoma was of T-cell origin.


Assuntos
Doenças das Aves/patologia , Linfoma de Células T/veterinária , Estrigiformes , Animais , Doenças das Aves/diagnóstico por imagem , Linfoma de Células T/diagnóstico por imagem , Linfoma de Células T/patologia , Masculino , Radiografia
18.
Vet Clin North Am Exot Anim Pract ; 21(2): 465-509, 2018 May.
Artigo em Inglês | MEDLINE | ID: mdl-29655479

RESUMO

Treatment options for animals with cancer are rapidly expanding, including in exotic animal medicine. Limited information is available about treatment effects in exotic pet species beyond individual case reports. Most cancer treatment protocols in exotic animals are extrapolated from those described in humans, dogs, and cats. This review provides an update on cancer treatment in exotic animal species. The Exotic Species Cancer Research Alliance accumulates clinical cases in a central location with standardized clinical information, with resources to help clinicians find and enter their cases for the collective good of exotic clinicians and their patients.


Assuntos
Animais Exóticos , Neoplasias/veterinária , Doenças dos Animais , Animais , Procedimentos Cirúrgicos de Citorredução/veterinária , Tratamento Farmacológico/veterinária , Neoplasias/terapia , Radioterapia/veterinária , Especificidade da Espécie
19.
NPJ Digit Med ; 1: 60, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-31304339

RESUMO

Large scale veterinary clinical records can become a powerful resource for patient care and research. However, clinicians lack the time and resource to annotate patient records with standard medical diagnostic codes and most veterinary visits are captured in free-text notes. The lack of standard coding makes it challenging to use the clinical data to improve patient care. It is also a major impediment to cross-species translational research, which relies on the ability to accurately identify patient cohorts with specific diagnostic criteria in humans and animals. In order to reduce the coding burden for veterinary clinical practice and aid translational research, we have developed a deep learning algorithm, DeepTag, which automatically infers diagnostic codes from veterinary free-text notes. DeepTag is trained on a newly curated dataset of 112,558 veterinary notes manually annotated by experts. DeepTag extends multitask LSTM with an improved hierarchical objective that captures the semantic structures between diseases. To foster human-machine collaboration, DeepTag also learns to abstain in examples when it is uncertain and defers them to human experts, resulting in improved performance. DeepTag accurately infers disease codes from free-text even in challenging cross-hospital settings where the text comes from different clinical settings than the ones used for training. It enables automated disease annotation across a broad range of clinical diagnoses with minimal preprocessing. The technical framework in this work can be applied in other medical domains that currently lack medical coding resources.

20.
J Am Vet Med Assoc ; 252(3): 309-315, 2018 Feb 01.
Artigo em Inglês | MEDLINE | ID: mdl-29346044

RESUMO

OBJECTIVE To determine the clinical features, treatment, and outcomes of treatment for oral and cutaneous squamous cell carcinoma (SCC) in avian species. DESIGN Retrospective case series with nested cohort study. ANIMALS 87 client-owned birds of various species with histologically confirmed SCC of the skin or oral cavity. PROCEDURES Clinicians entered case information through an online survey tool. Data were collected regarding patient signalment, concurrent conditions, treatments, adverse effects, and clinical outcomes. Relationships were examined between complete excision and partial or complete response. Survival analysis was performed to compare outcomes among groupings of therapeutic approaches. RESULTS Only 7 of 64 (11%) birds for which full outcome data were available had complete remission of SCC; 53 (83%) had progressive disease, were euthanized, or died of the disease. The unadjusted OR for partial or complete response following complete tumor excision (vs other treatment approaches) was 6.9 (95% confidence interval [CI], 1.8 to 25.8). Risk of death was 62% lower (hazard ratio, 0.38; 95% CI, 0.19 to 0.77) for birds that underwent complete excision versus conservative treatment. Median survival time from initial evaluation for birds receiving complete excision was 628 days (95% CI, 210 to 1,008 days), compared with 171 days (95% CI, 89 to 286 days) for birds receiving monitoring with or without conservative treatment. Birds receiving any other additional treatment had a median survival time of 357 days (95% CI, 143 to 562 days). CONCLUSIONS AND CLINICAL RELEVANCE For birds with SCC, complete excision was the only treatment approach significantly associated with complete or partial response and increased survival time.


Assuntos
Doenças das Aves/epidemiologia , Carcinoma de Células Escamosas/epidemiologia , Neoplasias Bucais/epidemiologia , Neoplasias Cutâneas/epidemiologia , Animais , Austrália/epidemiologia , Doenças das Aves/mortalidade , Doenças das Aves/cirurgia , Aves , Carcinoma de Células Escamosas/etiologia , Carcinoma de Células Escamosas/cirurgia , Estudos de Coortes , Feminino , Internet , Masculino , Boca , Neoplasias Bucais/etiologia , Neoplasias Bucais/cirurgia , Estudos Retrospectivos , Neoplasias Cutâneas/etiologia , Neoplasias Cutâneas/cirurgia , Inquéritos e Questionários , Análise de Sobrevida , Estados Unidos/epidemiologia
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