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1.
Clin Chem ; 70(1): 140-149, 2024 01 04.
Artigo em Inglês | MEDLINE | ID: mdl-38175589

RESUMO

BACKGROUND: Cancers are a large and heterogeneous group of malignant tumors that collectively accounted for approximately 600 000 US deaths in 2020; only heart disease claimed more lives. A large amount of knowledge has accumulated regarding the epidemiology of most cancer types, including their causes. CONTENT: The cancer types most frequently diagnosed among adults in most high-income countries are lung, colorectal, female breast, cutaneous melanoma, and prostate. In general cancer incidence and mortality is very low in children and adolescents, rising exponentially with increasing age during adulthood. There is marked international variation in the incidence of most cancers. The most important causes of cancer are tobacco use (primarily cigarette use), excess alcohol consumption, obesity, lack of physical activity, diets low in fruits and vegetables, infectious agents, and sun exposure. Early detection can reduce the chances that a person will die of cancers of the female breast, uterine cervix, colon and rectum, lung, and prostate. SUMMARY: Although the most common cancers in the United States continue to have a substantial impact on public health, they are caused in whole or part by factors over which people and governments have control through choices they make. Among these are tobacco and alcohol use, obesity, diets low in fruits and vegetables and lack of physical activity, and sun exposure. Thus, a very large proportion of cancer's impact could be ameliorated if more people avoided these exposures.


Assuntos
Melanoma , Neoplasias Cutâneas , Adolescente , Adulto , Criança , Masculino , Feminino , Humanos , Saúde Pública , Consumo de Bebidas Alcoólicas/epidemiologia , Obesidade
2.
J Biomed Inform ; 149: 104576, 2024 01.
Artigo em Inglês | MEDLINE | ID: mdl-38101690

RESUMO

INTRODUCTION: Machine learning algorithms are expected to work side-by-side with humans in decision-making pipelines. Thus, the ability of classifiers to make reliable decisions is of paramount importance. Deep neural networks (DNNs) represent the state-of-the-art models to address real-world classification. Although the strength of activation in DNNs is often correlated with the network's confidence, in-depth analyses are needed to establish whether they are well calibrated. METHOD: In this paper, we demonstrate the use of DNN-based classification tools to benefit cancer registries by automating information extraction of disease at diagnosis and at surgery from electronic text pathology reports from the US National Cancer Institute (NCI) Surveillance, Epidemiology, and End Results (SEER) population-based cancer registries. In particular, we introduce multiple methods for selective classification to achieve a target level of accuracy on multiple classification tasks while minimizing the rejection amount-that is, the number of electronic pathology reports for which the model's predictions are unreliable. We evaluate the proposed methods by comparing our approach with the current in-house deep learning-based abstaining classifier. RESULTS: Overall, all the proposed selective classification methods effectively allow for achieving the targeted level of accuracy or higher in a trade-off analysis aimed to minimize the rejection rate. On in-distribution validation and holdout test data, with all the proposed methods, we achieve on all tasks the required target level of accuracy with a lower rejection rate than the deep abstaining classifier (DAC). Interpreting the results for the out-of-distribution test data is more complex; nevertheless, in this case as well, the rejection rate from the best among the proposed methods achieving 97% accuracy or higher is lower than the rejection rate based on the DAC. CONCLUSIONS: We show that although both approaches can flag those samples that should be manually reviewed and labeled by human annotators, the newly proposed methods retain a larger fraction and do so without retraining-thus offering a reduced computational cost compared with the in-house deep learning-based abstaining classifier.


Assuntos
Aprendizado Profundo , Humanos , Incerteza , Redes Neurais de Computação , Algoritmos , Aprendizado de Máquina
3.
Dig Dis Sci ; 69(4): 1105-1109, 2024 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-38418683

RESUMO

BACKGROUND: Inflammatory bowel disease is a chronic, relapsing, and remitting inflammatory disorder that despite advances in medical therapy often requires hospitalization for treatment of acute flares with intravenous corticosteroids. Many patients will not respond to corticosteroids and require infliximab or cyclosporine as rescue therapy. If medical therapy fails, definitive surgical management is required. Recently, Janus Kinase inhibitors, including upadacitinib, have been proposed as an alternative rescue therapy. AIMS: We hypothesized that upadacitinib may be effective in treating acute severe colitis. METHODS: A retrospective review of 12 inflammatory bowel disease patients admitted for acute severe colitis who received upadacitinib induction therapy was performed. The rates of surgery, repeat or prolonged steroid use, and re-admission within 90 days of index hospitalization were measured. The need for re-induction with upadacitinib, change in medical therapy, rates of clinical remission, change in 6-point partial Mayo score, and laboratory markers of inflammation were measured as secondary outcomes. RESULTS: Five patients met the primary composite endpoint including four patients requiring surgery and one additional patient being unable to withdraw steroids within 90 days of hospital discharge. One patient required re-induction with upadacitinib within 90 days and no patients required change in medical therapy within 90 days. Most patients who did not undergo surgery were in clinical remission within 90 days and showed clinical improvement with decreased 6-point partial Mayo scores. CONCLUSION: Upadacitinib may be effective salvage therapy for acute severe colitis, but larger controlled trials are required to validate these results.


Assuntos
Colite Ulcerativa , Colite , Compostos Heterocíclicos com 3 Anéis , Doenças Inflamatórias Intestinais , Humanos , Colite Ulcerativa/tratamento farmacológico , Recidiva Local de Neoplasia/tratamento farmacológico , Colite/tratamento farmacológico , Corticosteroides/uso terapêutico , Doenças Inflamatórias Intestinais/tratamento farmacológico , Resultado do Tratamento
4.
Pediatr Nephrol ; 38(4): 1365-1372, 2023 04.
Artigo em Inglês | MEDLINE | ID: mdl-36125547

RESUMO

BACKGROUND: Acute kidney injury (AKI) is common after hematopoietic cell transplantation (HCT) and is associated with poorer outcomes. Risk factors for AKI after pediatric HCT are not fully understood. The study objective was to assess unique risk factors for AKI in the HCT population and evaluate post-HCT AKI patterns. METHODS: We conducted a retrospective cohort study of patients < 21 years of age who underwent HCT at Seattle Children's Hospital/Fred Hutchinson Cancer Center from September 2008 to July 2017 (n = 484). We defined AKI using KDIGO criteria. We collected demographics, baseline HCT characteristics, post-HCT complications, and mortality. Multinomial logistic regression was used to estimate association between AKI and potential risk factors. We used adjusted Cox proportional hazard ratios to evaluate differences in mortality. RESULTS: One hundred and eighty-six patients (38%) developed AKI. Seventy-nine (42%) had severe AKI and 27 (15%) required kidney replacement therapy. Fluid overload was common in all groups and 67% of those with severe AKI had > 10% fluid overload. Nephrology was consulted in less than 50% of those with severe AKI. In multivariable analysis, risk of severe AKI was lower in those taking a calcineurin inhibitor (CNI). Risk of death was higher in severe AKI compared to no AKI (RR 4.6, 95% CI 2.6-8.1). CONCLUSIONS: AKI and fluid overload are common in pediatric patients after HCT. Severe AKI occurred less often with CNI use and was associated with higher mortality. Future interventions to reduce AKI and its associated complications such as fluid overload are approaches to reducing morbidity and mortality after HCT. A higher resolution version of the Graphical abstract is available as Supplementary information.


Assuntos
Injúria Renal Aguda , Transplante de Células-Tronco Hematopoéticas , Humanos , Criança , Estudos Retrospectivos , Injúria Renal Aguda/epidemiologia , Injúria Renal Aguda/etiologia , Injúria Renal Aguda/terapia , Fatores de Risco , Terapia de Substituição Renal/efeitos adversos , Transplante de Células-Tronco Hematopoéticas/efeitos adversos
5.
Retina ; 43(10): 1717-1722, 2023 10 01.
Artigo em Inglês | MEDLINE | ID: mdl-37320859

RESUMO

PURPOSE: We evaluated the clinical outcomes of intraocular inflammation (IOI) of eyes with neovascular age-related macular degeneration (AMD) injected with brolucizumab in our tertiary referral center. METHODS: A retrospective case series for which clinical records of all eyes that received intravitreal brolucizumab at Bascom Palmer Eye Institute between December 1, 2019, and April 1, 2021, were reviewed. RESULTS: There were 345 eyes of 278 patients who received 801 brolucizumab injections. IOI was detected in 16 eyes of 13 patients (4.6%). In those patients, baseline Logarithm of Minimu Angle of Resolution (logMAR) best-corrected visual acuity was 0.32 0.2 (20/42), while it was 0.58 0.3 (20/76) at IOI presentation. The mean number of injections among eyes experiencing IOI was 2.4, and the interval between the last brolucizumab injection and IOI presentation was 20 days. There was no known case of retinal vasculitis. Management of IOI included topical steroids in seven eyes (54%), topical and systemic steroids in five eyes (38%), and observation in one eye (8%). Best-corrected visual acuity returned to baseline and inflammation resolved in all eyes by the last follow-up examination. CONCLUSION: Intraocular inflammation after brolucizumab injection for neovascular AMD was not uncommon. Inflammation resolved in all eyes by the last follow-up visit.


Assuntos
Degeneração Macular , Doenças da Úvea , Uveíte , Humanos , Inibidores da Angiogênese , Estudos Retrospectivos , Incidência , Uveíte/tratamento farmacológico , Injeções Intravítreas , Inflamação/tratamento farmacológico , Degeneração Macular/tratamento farmacológico
6.
J Biomed Inform ; 125: 103957, 2022 01.
Artigo em Inglês | MEDLINE | ID: mdl-34823030

RESUMO

In the last decade, the widespread adoption of electronic health record documentation has created huge opportunities for information mining. Natural language processing (NLP) techniques using machine and deep learning are becoming increasingly widespread for information extraction tasks from unstructured clinical notes. Disparities in performance when deploying machine learning models in the real world have recently received considerable attention. In the clinical NLP domain, the robustness of convolutional neural networks (CNNs) for classifying cancer pathology reports under natural distribution shifts remains understudied. In this research, we aim to quantify and improve the performance of the CNN for text classification on out-of-distribution (OOD) datasets resulting from the natural evolution of clinical text in pathology reports. We identified class imbalance due to different prevalence of cancer types as one of the sources of performance drop and analyzed the impact of previous methods for addressing class imbalance when deploying models in real-world domains. Our results show that our novel class-specialized ensemble technique outperforms other methods for the classification of rare cancer types in terms of macro F1 scores. We also found that traditional ensemble methods perform better in top classes, leading to higher micro F1 scores. Based on our findings, we formulate a series of recommendations for other ML practitioners on how to build robust models with extremely imbalanced datasets in biomedical NLP applications.


Assuntos
Processamento de Linguagem Natural , Neoplasias , Registros Eletrônicos de Saúde , Humanos , Aprendizado de Máquina , Redes Neurais de Computação
7.
Graefes Arch Clin Exp Ophthalmol ; 260(10): 3173-3183, 2022 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-35467125

RESUMO

PURPOSE: To analyze the recovery course of foveal microstructures in eyes with nonsurgical healing of full-thickness macular hole (FTMH). METHODS: By serial OCT scans, the temporal healing sequences were analyzed in ocular trauma, vitreomacular traction (VMT), cystoid macular edema (CME), and the remaining group. We evaluated correlations between the final best-corrected spectacle visual acuity and reconstruction time of external limiting membrane (ELM), and inner segment/outer segment (IS/OS). RESULTS: The healing (mean±standard deviation in months) most involved fusion at the level of the outer nuclear layer (ONL) (6.3±10.5) followed by restoration of ELM (9.1±13.8), and lastly, by IS/OS regeneration (13.1±19.5). In severe blunt ocular trauma, healing was fast and involved subretinal zipper glue-like reapposition with resulting outer retinal atrophy. Best spectacle-corrected visual acuity correlated with normalization of the clivus (p=0.012), faster ELM (p=0.006), and IS/OS reconstitution (p=0.024). Recurrence of FTMH occurred when the healing was halted (3 eyes) or was aberrant by lamellar hole epiretinal proliferation (LHEP) (3 eyes) or by the persistence of VMT (1 eye). CONCLUSION: Recovery sequences proceeded from the ONL to the deeper layers with BCVA correlating absolutely and temporally with the restoration of outer retinal layer integrity.


Assuntos
Perfurações Retinianas , Fóvea Central , Humanos , Perfurações Retinianas/diagnóstico , Perfurações Retinianas/cirurgia , Estudos Retrospectivos , Tomografia de Coerência Óptica , Transtornos da Visão , Acuidade Visual , Vitrectomia
9.
Am J Epidemiol ; 189(4): 330-342, 2020 04 02.
Artigo em Inglês | MEDLINE | ID: mdl-31781743

RESUMO

Head and neck cancer (HNC) risk prediction models based on risk factor profiles have not yet been developed. We took advantage of the large database of the International Head and Neck Cancer Epidemiology (INHANCE) Consortium, including 14 US studies from 1981-2010, to develop HNC risk prediction models. Seventy percent of the data were used to develop the risk prediction models; the remaining 30% were used to validate the models. We used competing-risk models to calculate absolute risks. The predictors included age, sex, education, race/ethnicity, alcohol drinking intensity, cigarette smoking duration and intensity, and/or family history of HNC. The 20-year absolute risk of HNC was 7.61% for a 60-year-old woman who smoked more than 20 cigarettes per day for over 20 years, consumed 3 or more alcoholic drinks per day, was a high school graduate, had a family history of HNC, and was non-Hispanic white. The 20-year risk for men with a similar profile was 6.85%. The absolute risks of oropharyngeal and hypopharyngeal cancers were generally lower than those of oral cavity and laryngeal cancers. Statistics for the area under the receiver operating characteristic curve (AUC) were 0.70 or higher, except for oropharyngeal cancer in men. This HNC risk prediction model may be useful in promoting healthier behaviors such as smoking cessation or in aiding persons with a family history of HNC to evaluate their risks.


Assuntos
Neoplasias de Cabeça e Pescoço/epidemiologia , Modelos Teóricos , Idoso , Estudos de Casos e Controles , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Medição de Risco , Estados Unidos/epidemiologia
10.
Br J Cancer ; 122(6): 745-748, 2020 03.
Artigo em Inglês | MEDLINE | ID: mdl-31929514

RESUMO

High dietary glycaemic index (GI) and glycaemic load (GL) may increase cancer risk. However, limited information was available on GI and/or GL and head and neck cancer (HNC) risk. We conducted a pooled analysis on 8 case-control studies (4081 HNC cases; 7407 controls) from the International Head and Neck Cancer Epidemiology (INHANCE) consortium. We estimated the odds ratios (ORs) and 95% confidence intervals (CIs) of HNC, and its subsites, from fixed- or mixed-effects logistic models including centre-specific quartiles of GI or GL. GI, but not GL, had a weak positive association with HNC (ORQ4 vs. Q1 = 1.16; 95% CI = 1.02-1.31). In subsites, we found a positive association between GI and laryngeal cancer (ORQ4 vs. Q1 = 1.60; 95% CI = 1.30-1.96) and an inverse association between GL and oropharyngeal cancer (ORQ4 vs. Q1 = 0.78; 95% CI = 0.63-0.97). This pooled analysis indicates a modest positive association between GI and HNC, mainly driven by laryngeal cancer.


Assuntos
Índice Glicêmico/fisiologia , Carga Glicêmica/fisiologia , Neoplasias de Cabeça e Pescoço/diagnóstico , Estudos de Casos e Controles , Feminino , Neoplasias de Cabeça e Pescoço/sangue , Humanos , Masculino , Inquéritos e Questionários
11.
Br J Cancer ; 123(9): 1456-1463, 2020 10.
Artigo em Inglês | MEDLINE | ID: mdl-32830199

RESUMO

BACKGROUND: Alcohol is a well-established risk factor for head and neck cancer (HNC). This study aims to explore the effect of alcohol intensity and duration, as joint continuous exposures, on HNC risk. METHODS: Data from 26 case-control studies in the INHANCE Consortium were used, including never and current drinkers who drunk ≤10 drinks/day for ≤54 years (24234 controls, 4085 oral cavity, 3359 oropharyngeal, 983 hypopharyngeal and 3340 laryngeal cancers). The dose-response relationship between the risk and the joint exposure to drinking intensity and duration was investigated through bivariate regression spline models, adjusting for potential confounders, including tobacco smoking. RESULTS: For all subsites, cancer risk steeply increased with increasing drinks/day, with no appreciable threshold effect at lower intensities. For each intensity level, the risk of oral cavity, hypopharyngeal and laryngeal cancers did not vary according to years of drinking, suggesting no effect of duration. For oropharyngeal cancer, the risk increased with durations up to 28 years, flattening thereafter. The risk peaked at the higher levels of intensity and duration for all subsites (odds ratio = 7.95 for oral cavity, 12.86 for oropharynx, 24.96 for hypopharynx and 6.60 for larynx). CONCLUSIONS: Present results further encourage the reduction of alcohol intensity to mitigate HNC risk.


Assuntos
Consumo de Bebidas Alcoólicas/epidemiologia , Neoplasias de Cabeça e Pescoço/epidemiologia , Neoplasias de Cabeça e Pescoço/etiologia , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Consumo de Bebidas Alcoólicas/efeitos adversos , Consumo de Bebidas Alcoólicas/patologia , Estudos de Casos e Controles , Feminino , Humanos , Neoplasias Laríngeas/epidemiologia , Neoplasias Laríngeas/etiologia , Masculino , Pessoa de Meia-Idade , Neoplasias Bucais/epidemiologia , Neoplasias Bucais/etiologia , Neoplasias Orofaríngeas/epidemiologia , Neoplasias Orofaríngeas/etiologia , Fatores de Risco , Índice de Gravidade de Doença , Fumar/efeitos adversos , Fumar/epidemiologia , Fumar/patologia , Fatores de Tempo , Adulto Jovem
12.
Cochrane Database Syst Rev ; 6(6): CD008428, 2020 06 18.
Artigo em Inglês | MEDLINE | ID: mdl-32573764

RESUMO

BACKGROUND: Retinitis pigmentosa (RP) comprises a group of hereditary eye diseases characterized by progressive degeneration of retinal photoreceptors. It results in severe visual loss that may lead to blindness. Symptoms may become manifest during childhood or adulthood which include poor night vision (nyctalopia) and constriction of peripheral vision (visual field loss). Visual field loss is progressive and affects central vision later in the disease course. The worldwide prevalence of RP is approximately 1 in 4000, with 100,000 individuals affected in the USA. At this time, there is no proven therapy for RP. OBJECTIVES: The objective of this review was to synthesize the best available evidence regarding the effectiveness and safety of vitamin A and fish oils (docosahexaenoic acid (DHA)) in preventing the progression of RP. SEARCH METHODS: We searched the Cochrane Central Register of Controlled Trials (CENTRAL), which contains the Cochrane Eyes and Vision Trials Register (2020, Issue 2); Ovid MEDLINE; Embase.com; PubMed; Latin American and Caribbean Health Sciences Literature Database (LILACS); ClinicalTrials.gov; the World Health Organization (WHO) International Clinical Trials Registry Platform (ICTRP); and OpenGrey. We did not use any date or language restrictions in the electronic searches for trials. We last searched the electronic databases on 7 February 2020. SELECTION CRITERIA: We included randomized controlled trials that enrolled participants of any age diagnosed with any degree of severity or type of RP, and evaluated the effectiveness of vitamin A, fish oils (DHA), or both compared to placebo, vitamins (other than vitamin A), or no therapy, as a treatment for RP. We excluded cluster-randomized trials and cross-over trials. DATA COLLECTION AND ANALYSIS: We prespecified the following outcomes: mean change from baseline visual field, mean change from baseline electroretinogram (ERG) amplitudes, and anatomic changes as measured by optical coherence tomography (OCT), at one-year follow-up, and mean change in visual acuity, at five-year follow-up. Two review authors independently extracted data and evaluated risk of bias for all included trials. We also contacted study investigators for further information when necessary. MAIN RESULTS: In addition to three trials from the previous version of this review, we included a total of four trials with 944 participants aged 4 to 55 years. Two trials included only participants with X-linked RP and the other two included participants with RP of all forms of genetic predisposition. Two trials evaluated the effect of DHA alone; one trial evaluated vitamin A alone; and one trial evaluated DHA and vitamin A versus vitamin A alone. Two trials recruited participants from the USA, and the other two recruited from the USA and Canada. All trials were at low risk of bias for most domains. We did not perform meta-analysis due to clinical heterogeneity. Four trials assessed visual field sensitivity. Investigators found no evidence of a difference in mean values between the groups. However, one trial found that the annual rate of change of visual field sensitivity over four years favored the DHA group in foveal (-0.02 ± 0.55 (standard error (SE)) dB versus -0.47 ± 0.03 dB, P = 0.039), macular (-0.42 ± 0.05 dB versus -0.85 ± 0.03 dB, P = 0.031), peripheral (-0.39 ± 0.02 versus -0.86 ± 0.02 dB, P < 0.001), and total visual field sensitivity (-0.39 ± 0.02 versus -0.86 ± 0.02 dB, P < 0.001). The certainty of the evidence was very low. The four trials evaluated visual acuity (LogMAR scale) at a follow-up of four to six years. In one trial (208 participants), investigators found no evidence of a difference between the two groups, as both groups lost 0.7 letters of the Early Treatment Diabetic Retinopathy Study (ETDRS) visual acuity per year. In another trial (41 participants), DHA showed no evidence of effect on visual acuity (mean difference -0.01 logMAR units (95% confidence interval -0.14 to 0.12; one letter difference between the two groups; very low-certainty evidence). In the third trial (60 participants), annual change in mean number of letters correct was -0.8 (DHA) and 1.4 letters (placebo), with no evidence of between-group difference. In the fourth trial (572 participants), which evaluated (vitamin A + vitamin E trace) compared with (vitamin A trace + vitamin E trace), decline in ETDRS visual acuity was 1.1 versus 0.9 letters per year, respectively. All four trials reported electroretinography (ERG). Investigators of two trials found no evidence of a difference between the DHA and placebo group in yearly rates of change in 31 Hz cone ERG amplitude (mean ± SE) (-0.028 ± 0.001 log µV versus -0.022 ± 0.002 log µV; P = 0.30); rod ERG amplitude (mean ± SE) (-0.010 ± 0.001 log µV versus -0.023 ± 0.001 log µV; P = 0.27); and maximal ERG amplitude (mean ± SE) (-0.042 ± 0.001 log µV versus -0.036 ± 0.001 log µV; P = 0.65). In another trial, a slight difference (6.1% versus 7.1%) in decline of ERG per year favored vitamin A (P = 0.01). The certainty of the evidence was very low. One trial (51 participants) that assessed optical coherence tomography found no evidence of a difference in ellipsoid zone constriction (P = 0.87) over two years, with very low-certainty evidence. The other three trials did not report this outcome. Only one trial reported adverse events, which found that 27/60 participants experienced 42 treatment-related emergent adverse events (22 in DHA group, 20 in placebo group). The certainty of evidence was very low. The rest of the trials reported no adverse events, and no study reported any evidence of benefit of vitamin supplementation on the progression of visual acuity loss. AUTHORS' CONCLUSIONS: Based on the results of four studies, it is uncertain if there is a benefit of treatment with vitamin A or DHA, or both for people with RP. Future trials should also take into account the changes observed in ERG amplitudes and other outcome measures from trials included in this review.


Assuntos
Ácidos Docosa-Hexaenoicos/uso terapêutico , Retinose Pigmentar/terapia , Vitamina A/uso terapêutico , Vitaminas/uso terapêutico , Adolescente , Adulto , Criança , Pré-Escolar , Terapia Combinada/métodos , Progressão da Doença , Ácidos Docosa-Hexaenoicos/efeitos adversos , Eletrorretinografia , Feminino , Óleos de Peixe/uso terapêutico , Humanos , Masculino , Pessoa de Meia-Idade , Ensaios Clínicos Controlados Aleatórios como Assunto , Retinose Pigmentar/genética , Acuidade Visual , Campos Visuais/fisiologia , Vitamina A/efeitos adversos , Vitaminas/efeitos adversos , Adulto Jovem
13.
Cochrane Database Syst Rev ; 5: CD006126, 2020 05 13.
Artigo em Inglês | MEDLINE | ID: mdl-32408387

RESUMO

BACKGROUND: Retinal detachment (RD) with proliferative vitreoretinopathy (PVR) often requires surgery to restore normal anatomy and to stabilize or improve vision. PVR usually occurs in association with recurrent RD (that is, after initial retinal re-attachment surgery), but occasionally may be associated with primary RD. Either way, for both circumstances a tamponade agent (gas or silicone oil) is needed during surgery to reduce the rate of postoperative recurrent RD. OBJECTIVES: The objective of this review was to assess the relative safety and effectiveness of various tamponade agents used with surgery for RD complicated by PVR. SEARCH METHODS: We searched CENTRAL (which contains the Cochrane Eyes and Vision Trials Register) (the Cochrane Library 2019, Issue 1), Ovid MEDLINE, Ovid MEDLINE In-Process and Other Non-Indexed Citations, Ovid MEDLINE Daily, Ovid OLDMEDLINE (January 1946 to January 2019), Embase (January 1980 to January 2019), Latin American and Caribbean Literature on Health Sciences (LILACS) (January 1982 to January 2019), the metaRegister of Controlled Trials (mRCT) (www.controlled-trials.com), ClinicalTrials.gov (www.clinicaltrials.gov) and the WHO International Clinical Trials Registry Platform (ICTRP) (www.who.int/ictrp/search/en). We did not use any date or language restrictions in the electronic searches for trials. We last searched the electronic databases on 2 January 2019. SELECTION CRITERIA: We included randomized controlled trials (RCTs) on participants undergoing surgery for RD associated with PVR that compared various tamponade agents. DATA COLLECTION AND ANALYSIS: Two review authors screened the search results independently. We used the standard methodological procedures expected by Cochrane. MAIN RESULTS: We identified four RCTs (601 participants) that provided data for the primary and secondary outcomes. Three RCTs provided data on visual acuity, two reported on macular attachment, one on retinal reattachment and another two on adverse events such as RD, worsening visual acuity and intraocular pressure. Study Characteristics Participants' characteristics varied across studies and across intervention groups, with an age range between 21 to 89 years, and were predominantly men. The Silicone Study was conducted in the USA and consisted of two RCTs: (silicone oil versus sulfur hexafluoride (SF6) gas tamponades; 151 participants) and (silicone oil versus perfluropropane (C3F8) gas tamponades; 271 participants). The third RCT compared heavy silicone oil (a mixture of perfluorohexyloctane (F6H8) and silicone oil) with standard silicone oil (either 1000 centistokes or 5000 centistokes; 94 participants). The fourth RCT compared 1000 centistokes with 5000 centistokes silicone oil in 85 participants. We assessed most RCTs at low or unclear risk of bias for most 'Risk of bias' domains. Findings Although SF6 gas was reported to be associated with worse anatomic and visual outcomes than was silicone oil at one year (quantitative data not reported), at two years, silicone oil compared to SF6 gas showed no evidence of a difference in visual acuity (33% versus 51%; risk ratio (RR) 1.57; 95% confidence interval (CI) 0.93 to 2.66; 1 RCT, 87 participants; low-certainty evidence). At one year, another RCT comparing silicone oil and C3F8 gas found no evidence of a difference in visual acuity between the two groups (41% versus 39%; RR 0.97; 95% CI 0.73 to 1.31; 1 RCT, 264 participants; low-certainty evidence). In a third RCT, participants treated with standard silicone oil compared to those receiving heavy silicone oil also showed no evidence of a difference in the change in visual acuity at one year, measured on logMAR scale ( mean difference -0.03 logMAR; 95% CI -0.35 to 0.29; 1 RCT; 93 participants; low-certainty evidence). The fourth RCT with 5000-centistoke and 1000-centistoke comparisons did not report data on visual acuity. For macular attachment, participants treated with silicone oil may probably experience more favorable outcomes than did participants who received SF6 at both one year (quantitative data not reported) and two years (58% versus 79%; RR 1.37; 95% CI 1.01 to 1.86; 1 RCT; 87 participants; low-certainty evidence). In another RCT, silicone oil compared to C3F8 at one year found no evidence of difference in macular attachment (RR 1.00; 95% CI 0.86 to 1.15; 1 RCT, 264 participants; low-certainty evidence). One RCT that compared 5000 centistokes to 1000 centistoke reported that retinal reattachment was successful in 67 participants (78.8%) with first surgery and 79 participants (92.9%) with the second surgery, and no evidence of between-group difference (1 RCT; 85 participants; low-certainty evidence). The fourth RCT that compared standard silicone oil with heavy silicone oil did not report on macular attachment. Adverse events In one RCT (86 participants), those receiving standard 1000 centistoke silicone oil compared with those of the 5000 centistoke silicone oil showed no evidence of a difference in intraocular pressure elevation at 18 months (24% versus 22%; RR 0.90; 95% CI 0.41 to 1.94; low-certainty evidence), visually significant cataract (49% versus 64%; RR 1.30; 95% CI 0.89 to 1.89; low-certainty evidence), and incidence of retina detachment after the removal of silicone oil (RR 0.36 95% CI 0.08 to 1.67; low-certainty evidence). Another RCT that compared standard silicone oil with heavy silicone oil suggests no difference in retinal detachment at one year (25% versus 22%; RR 0.89; 95% CI 0.54 to 1.48; 1 RCT; 186 participants; low-certainty evidence). Retinal detachment was not reported in the RCTs that compared silicone oil versus SF6 and silicone oil versus to C3F8. AUTHORS' CONCLUSIONS: There do not appear to be any major differences in outcomes between C3F8 and silicone oil. Silicone oil may be better than SF6 for macular attachment and other short-term outcomes. The choice of a tamponade agent should be individualized for each patient. The use of either C3F8 or standard silicone oil appears reasonable for most patients with RD associated with PVR. Heavy silicone oil, which is not available for routine clinical use in the USA, may not demonstrate evidence of superiority over standard silicone oil.


Assuntos
Fluorocarbonos/administração & dosagem , Descolamento Retiniano/terapia , Óleos de Silicone/administração & dosagem , Hexafluoreto de Enxofre/administração & dosagem , Vitreorretinopatia Proliferativa/complicações , Adulto , Idoso , Idoso de 80 Anos ou mais , Feminino , Humanos , Pressão Intraocular , Macula Lutea , Masculino , Pessoa de Meia-Idade , Ensaios Clínicos Controlados Aleatórios como Assunto , Descolamento Retiniano/etiologia , Descolamento Retiniano/prevenção & controle , Prevenção Secundária , Acuidade Visual , Adulto Jovem
14.
PLoS Genet ; 13(8): e1006866, 2017 08.
Artigo em Inglês | MEDLINE | ID: mdl-28806749

RESUMO

A small percentage of women with cervical HPV infection progress to cervical neoplasia, and the risk factors determining progression are incompletely understood. We sought to define the genetic loci involved in cervical neoplasia and to assess its heritability using unbiased unrelated case/control statistical approaches. We demonstrated strong association of cervical neoplasia with risk and protective HLA haplotypes that are determined by the amino-acids carried at positions 13 and 71 in pocket 4 of HLA-DRB1 and position 156 in HLA-B. Furthermore, 36% (standard error 2.4%) of liability of HPV-associated cervical pre-cancer and cancer is determined by common genetic variants. Women in the highest 10% of genetic risk scores have approximately >7.1% risk, and those in the highest 5% have approximately >21.6% risk, of developing cervical neoplasia. Future studies should examine genetic risk prediction in assessing the risk of cervical neoplasia further, in combination with other screening methods.


Assuntos
Predisposição Genética para Doença , Estudo de Associação Genômica Ampla , Antígenos HLA-B/genética , Cadeias HLA-DRB1/genética , Neoplasias do Colo do Útero/genética , Alelos , Estudos de Casos e Controles , Feminino , Técnicas de Genotipagem , Haplótipos , Humanos , Desequilíbrio de Ligação , Modelos Logísticos , Complexo Principal de Histocompatibilidade , Papillomaviridae , Polimorfismo de Nucleotídeo Único , Fatores de Risco , Neoplasias do Colo do Útero/diagnóstico , Neoplasias do Colo do Útero/virologia
15.
Pediatr Blood Cancer ; 66(1): e27486, 2019 01.
Artigo em Inglês | MEDLINE | ID: mdl-30294882

RESUMO

Historically, adolescents and young adults (AYA) diagnosed with cancer have been an understudied population, and their unique care experiences, needs, and outcomes were not well understood. Thus, 10 years ago, the National Cancer Institute supported the fielding of the Adolescent and Young Adult Health Outcomes and Patient Experiences (AYA HOPE) study to address this gap. We recruited individuals diagnosed at ages 15 to 39 with germ cell, Hodgkin and non-Hodgkin lymphoma, acute lymphoblastic leukemia, and sarcoma from Surveillance, Epidemiology, and End Results cancer registries into the first multicenter population-based study of medical care, physical, and mental health outcomes for AYAs with cancer in the United States. This review of the 17 published manuscripts showed low awareness of clinical trials and substantial impact of cancer on financial burden, education and work, relationships and family planning, and physical and mental health. It highlights the feasibility of a longitudinal population-based study and key lessons learned for research on AYAs with cancer in and beyond the United States.


Assuntos
Avaliação das Necessidades , Neoplasias/psicologia , Neoplasias/terapia , Psicoterapia , Qualidade de Vida , Sobreviventes/psicologia , Adaptação Psicológica , Adolescente , Adulto , Necessidades e Demandas de Serviços de Saúde , Humanos , Cobertura do Seguro , Masculino , Sistema de Registros , Programa de SEER , Resultado do Tratamento , Adulto Jovem
16.
J Biomed Inform ; 97: 103267, 2019 09.
Artigo em Inglês | MEDLINE | ID: mdl-31401235

RESUMO

OBJECTIVE: We study the performance of machine learning (ML) methods, including neural networks (NNs), to extract mutational test results from pathology reports collected by cancer registries. Given the lack of hand-labeled datasets for mutational test result extraction, we focus on the particular use-case of extracting Epidermal Growth Factor Receptor mutation results in non-small cell lung cancers. We explore the generalization of NNs across different registries where our goals are twofold: (1) to assess how well models trained on a registry's data port to test data from a different registry and (2) to assess whether and to what extent such models can be improved using state-of-the-art neural domain adaptation techniques under different assumptions about what is available (labeled vs unlabeled data) at the target registry site. MATERIALS AND METHODS: We collected data from two registries: the Kentucky Cancer Registry (KCR) and the Fred Hutchinson Cancer Research Center (FH) Cancer Surveillance System. We combine NNs with adversarial domain adaptation to improve cross-registry performance. We compare to other classifiers in the standard supervised classification, unsupervised domain adaptation, and supervised domain adaptation scenarios. RESULTS: The performance of ML methods varied between registries. To extract positive results, the basic convolutional neural network (CNN) had an F1 of 71.5% on the KCR dataset and 95.7% on the FH dataset. For the KCR dataset, the CNN F1 results were low when trained on FH data (Positive F1: 23%). Using our proposed adversarial CNN, without any labeled data, we match the F1 of the models trained directly on each target registry's data. The adversarial CNN F1 improved when trained on FH and applied to KCR dataset (Positive F1: 70.8%). We found similar performance improvements when we trained on KCR and tested on FH reports (Positive F1: 45% to 96%). CONCLUSION: Adversarial domain adaptation improves the performance of NNs applied to pathology reports. In the unsupervised domain adaptation setting, we match the performance of models that are trained directly on target registry's data by using source registry's labeled data and unlabeled examples from the target registry.


Assuntos
Aprendizado de Máquina , Mutação , Neoplasias/genética , Neoplasias/patologia , Sistema de Registros/estatística & dados numéricos , Carcinoma Pulmonar de Células não Pequenas/genética , Carcinoma Pulmonar de Células não Pequenas/patologia , Biologia Computacional , Mineração de Dados , Aprendizado Profundo , Receptores ErbB/genética , Humanos , Neoplasias Pulmonares/genética , Neoplasias Pulmonares/patologia , Redes Neurais de Computação
17.
Altern Ther Health Med ; 25(5): 12-29, 2019 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-31221944

RESUMO

CONTEXT: Dietary supplement manufacturers claim cutaneous anti-aging properties for their products; however, research supporting these claims remains sparse. OBJECTIVES: The study intended to determine if a correlation existed between the effects of a collagen dietary supplement and changes associated with skin aging. DESIGN: The study was a 12-week, double-blind, placebo-controlled trial. SETTING: The study took place at a clinical facility specializing in dermatological testing that could perform biophysical, instrumental analysis on the effects of proprietary supplement on human skin. PARTICIPANTS: Participants were 128 females, aged 39-59 (50.57 ± 5.55). INTERVENTION: Participants were randomly assigned to an intervention or a placebo. The intervention consisted of twice daily oral administration of a supplement containing 500 mg BioCell Collagen, a chicken sternal cartilage derived dietary ingredient composed of a naturally-occurring matrix of hydrolyzed collagen type-II (≥300 mg), chondroitin sulfate (≥100 mg), hyaluronic acid (≥50 mg). OUTCOME MEASURES: The primary parameters included transepidermal water loss, viscoelasticity, hydration, (indirect) collagen content, chromophore (melanin) content and hemoglobin level, and photographic analysis. An expert visually graded participants' skin to determine the intervention's efficacy, measuring facial lines and wrinkles, crow's feet lines and wrinkles, skin texture and smoothness, and skin tone. The presence of erythema and/or dryness determined tolerance. Secondary outcome measures were tolerance and incidence of adverse events, and the participant's perception of the supplement's value. RESULTS: For the 113 participants completing the study, the dietary supplementation compared to a placebo: (1) significantly reduced facial lines and wrinkles (P = .019) and crow's feet lines and wrinkles (P = .05), (2) increased skin elasticity (P = .008) and cutaneous collagen content (P < .001) by 12%, (3) improved indicators associated with a more youthful skin appearance based on visual grading and wrinkle width (P = .046), and (4) decreased skin dryness and erythema. No difference existed between the supplement and the placebo for skin-surface water content or retention. The supplement was well tolerated, with no reported adverse reactions. CONCLUSIONS: Dietary supplementation with chicken, sternal cartilage extract supports the accumulation of types-I/III collagen in skin to promote increased elasticity and reduced skin wrinkling.


Assuntos
Galinhas , Colágeno Tipo II/administração & dosagem , Cartilagem Costal/química , Epiderme/efeitos dos fármacos , Envelhecimento da Pele/efeitos dos fármacos , Esterno/química , Adulto , Animais , Colágeno Tipo II/farmacologia , Método Duplo-Cego , Face/irrigação sanguínea , Feminino , Humanos , Pessoa de Meia-Idade , Resultado do Tratamento
18.
J Infect Dis ; 218(12): 2006-2015, 2018 11 05.
Artigo em Inglês | MEDLINE | ID: mdl-30099516

RESUMO

Background: Cervical cancer is the fourth most common cancer in women, and we recently reported human leukocyte antigen (HLA) alleles showing strong associations with cervical neoplasia risk and protection. HLA ligands are recognized by killer immunoglobulin-like receptors (KIRs) expressed on a range of immune cell subsets, governing their proinflammatory activity. We hypothesized that the inheritance of particular HLA-KIR combinations would increase cervical neoplasia risk. Methods: Here, we used HLA and KIR dosages imputed from single-nucleotide polymorphism genotype data from 2143 cervical neoplasia cases and 13858 healthy controls of European decent. Results: The following 4 novel HLA alleles were identified in association with cervical neoplasia, owing to their linkage disequilibrium with known cervical neoplasia-associated HLA-DRB1 alleles: HLA-DRB3*9901 (odds ratio [OR], 1.24; P = 2.49 × 10-9), HLA-DRB5*0101 (OR, 1.29; P = 2.26 × 10-8), HLA-DRB5*9901 (OR, 0.77; P = 1.90 × 10-9), and HLA-DRB3*0301 (OR, 0.63; P = 4.06 × 10-5). We also found that homozygosity of HLA-C1 group alleles is a protective factor for human papillomavirus type 16 (HPV16)-related cervical neoplasia (C1/C1; OR, 0.79; P = .005). This protective association was restricted to carriers of either KIR2DL2 (OR, 0.67; P = .00045) or KIR2DS2 (OR, 0.69; P = .0006). Conclusions: Our findings suggest that HLA-C1 group alleles play a role in protecting against HPV16-related cervical neoplasia, mainly through a KIR-mediated mechanism.


Assuntos
Predisposição Genética para Doença , Antígenos HLA-C/genética , Infecções por Papillomavirus/genética , Infecções por Papillomavirus/virologia , Receptores KIR/genética , Neoplasias do Colo do Útero/virologia , Estudos de Casos e Controles , Feminino , Dosagem de Genes , Genótipo , Antígenos HLA-C/imunologia , Papillomavirus Humano 16 , Humanos , Polimorfismo de Nucleotídeo Único , Receptores KIR/imunologia
19.
Cancer Causes Control ; 29(10): 987-994, 2018 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-30120643

RESUMO

PURPOSE: In vitro and animal models suggest that the physiological effects of sleep apnea could contribute to cancer risk, yet epidemiologic studies have been inconsistent. METHODS: We identified a cohort of adults diagnosed with sleep apnea between 2005 and 2014 using regional administrative databases. Linking this cohort to a population-based cancer registry, we identified first incident cancers diagnosed after sleep apnea diagnosis through 2015. We calculated age-sex standardized cancer incidence ratios (SIRs) to compare the observed number of cancers among those with sleep apnea with expected population estimates over a comparable period. RESULTS: Among 34,402 individuals with sleep apnea, 1,575 first incident cancers were diagnosed during follow-up (mean ± SD; 5.3 ± 2.0 years). Compared to the general population, cancer incidence (SIR 1.26, 95% CI 1.20-1.32) was elevated among sleep apnea patients. We observed significantly elevated incidence for kidney (SIR 2.24, 95% CI 1.82-2.72), melanoma (SIR 1.71, 95% CI 1.42-2.03), breast (SIR 1.43, 95% CI 1.76-2.00), and corpus uteri (SIR 2.80, 95% CI 2.24-2.47) while risk for lung (SIR 0.66, 95% CI 0.54-0.79) and colorectal cancer (SIR 0.71, 95% CI 0.56-0.89) was lower. CONCLUSION: These findings suggest an elevated cancer burden, particularly at certain sites, among individuals with diagnosed sleep apnea. Results should be interpreted with caution due to unmeasured confounders (e.g., BMI, diabetes).


Assuntos
Neoplasias/epidemiologia , Síndromes da Apneia do Sono/epidemiologia , Adulto , Idoso , Estudos de Coortes , Feminino , Humanos , Incidência , Masculino , Pessoa de Meia-Idade , Sistema de Registros , Estudos Retrospectivos , Risco , Adulto Jovem
20.
Cancer Causes Control ; 29(7): 619-630, 2018 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-29761303

RESUMO

There have been few published studies on differences between Blacks and Whites in the estimated effects of alcohol and tobacco use on the incidence of head and neck cancer (HNC) in the United States. Previous studies have been limited by small numbers of Blacks. Using pooled data from 13 US case-control studies of oral, pharyngeal, and laryngeal cancers in the International Head and Neck Cancer Epidemiology Consortium, this study comprised a large number of Black HNC cases (n = 975). Logistic regression was used to estimate adjusted odds ratios (OR) and 95% confidence intervals (CI) for several tobacco and alcohol consumption characteristics. Blacks were found to have consistently stronger associations than Whites for the majority of tobacco consumption variables. For example, compared to never smokers, Blacks who smoked cigarettes for > 30 years had an OR 4.53 (95% CI 3.22-6.39), which was larger than that observed in Whites (OR 3.01, 95% CI 2.73-3.33; pinteraction < 0.0001). The ORs for alcohol use were also larger among Blacks compared to Whites. Exclusion of oropharyngeal cases attenuated the racial differences in tobacco use associations but not alcohol use associations. These findings suggest modest racial differences exist in the association of HNC risk with tobacco and alcohol consumption.


Assuntos
Consumo de Bebidas Alcoólicas/epidemiologia , Neoplasias de Cabeça e Pescoço/epidemiologia , Grupos Raciais/estatística & dados numéricos , Uso de Tabaco/epidemiologia , Estudos de Casos e Controles , Humanos , Fatores de Risco , Estados Unidos/epidemiologia
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