RESUMO
Prognostic markers in routine clinical management of breast cancer are often assessed using RNA-based multi-gene panels that depend on fluctuating tumor purity. Multiplex fluorescence immunohistochemistry (mfIHC) holds the potential for an improved risk assessment. To enable automated prognosis marker detection (i.e., progesterone receptor [PR], estrogen receptor [ER], androgen receptor [AR], GATA3, TROP2, HER2, PD-L1, Ki67, TOP2A), a framework for automated breast cancer identification was developed and validated involving thirteen different artificial intelligence analysis steps and an algorithm for cell distance analysis using 11+1-marker-BLEACH&STAIN-mfIHC staining in 1404 invasive breast cancers of no special type (NST). The framework for automated breast cancer detection discriminated normal glands from malignant glands with an accuracy of 98.4%. This approach identified that five (PR, ER, AR, GATA3, PD-L1) of nine biomarkers were associated with prolonged overall survival (p ≤ 0.0095 each) and two of these (PR, AR) were found to be independent risk factors in multivariate analysis (p ≤ 0.0151 each). The combined assessment of PR-ER-AR-GATA3-PD-L1 as a five-marker prognosis score showed strong prognostic relevance (p < 0.0001) and was an independent risk factor in multivariate analysis (p = 0.0034). Automated breast cancer detection in combination with an artificial intelligence-based analysis of mfIHC enables a rapid and reliable analysis of multiple prognostic parameters. The strict limitation of the analysis to malignant cells excludes the impact of fluctuating tumor purity on assay precision.
RESUMO
The Ki-67 labeling index (Ki-67 LI) is a strong prognostic marker in prostate cancer, although its analysis requires cumbersome manual quantification of Ki-67 immunostaining in 200-500 tumor cells. To enable automated Ki-67 LI assessment in routine clinical practice, a framework for automated Ki-67 LI quantification, which comprises three different artificial intelligence analysis steps and an algorithm for cell-distance analysis of multiplex fluorescence immunohistochemistry (mfIHC) staining, was developed and validated in a cohort of 12,475 prostate cancers. The prognostic impact of the Ki-67 LI was tested on a tissue microarray (TMA) containing one 0.6 mm sample per patient. A 'heterogeneity TMA' containing three to six samples from different tumor areas in each patient was used to model Ki-67 analysis of multiple different biopsies, and 30 prostate biopsies were analyzed to compare a 'classical' bright field-based Ki-67 analysis with the mfIHC-based framework. The Ki-67 LI provided strong and independent prognostic information in 11,845 analyzed prostate cancers (p < 0.001 each), and excellent agreement was found between the framework for automated Ki-67 LI assessment and the manual quantification in prostate biopsies from routine clinical practice (intraclass correlation coefficient: 0.94 [95% confidence interval: 0.87-0.97]). The analysis of the heterogeneity TMA revealed that the Ki-67 LI of the sample with the highest Gleason score (area under the curve [AUC]: 0.68) was as prognostic as the mean Ki-67 LI of all six foci (AUC: 0.71 [p = 0.24]). The combined analysis of the Ki-67 LI and Gleason score obtained on identical tissue spots showed that the Ki-67 LI added significant additional prognostic information in case of classical International Society of Urological Pathology grades (AUC: 0.82 [p = 0.002]) and quantitative Gleason score (AUC: 0.83 [p = 0.018]). The Ki-67 LI is a powerful prognostic parameter in prostate cancer that is now applicable in routine clinical practice. In the case of multiple cancer-positive biopsies, the sole automated analysis of the worst biopsy was sufficient. © 2023 The Authors. The Journal of Pathology published by John Wiley & Sons Ltd on behalf of The Pathological Society of Great Britain and Ireland.
Assuntos
Inteligência Artificial , Neoplasias da Próstata , Masculino , Humanos , Antígeno Ki-67 , Imuno-Histoquímica , Neoplasias da Próstata/diagnóstico , Neoplasias da Próstata/patologia , PrognósticoRESUMO
Modern next-generation sequencing and microarray technologies allow for the simultaneous analysis of all human genes on the DNA, RNA, miRNA, and methylation RNA level. Studies using such techniques have lead to the identification of hundreds of genes with a potential role in cancer or other diseases. The validation of all of these candidate genes requires in situ analysis of high numbers of clinical tissues samples. The tissue microarray technology greatly facilitates such analysis. In this method minute tissue samples (typically 0.6 mm in diameter) from up to 1000 different tissues can be analyzed on one microscope glass slide. All in situ methods suitable for histological studies can be applied to TMAs without major changes of protocols, including immunohistochemistry, fluorescence in situ hybridization, or RNA in situ hybridization. Because all tissues are analyzed simultaneously with the same batch of reagents, TMA studies provide an unprecedented degree of standardization, speed, and cost efficiency.
Assuntos
Análise Serial de Tecidos/métodos , Sequenciamento de Nucleotídeos em Larga Escala/economia , Sequenciamento de Nucleotídeos em Larga Escala/métodos , Ensaios de Triagem em Larga Escala/economia , Ensaios de Triagem em Larga Escala/métodos , Humanos , Imuno-Histoquímica/economia , Imuno-Histoquímica/métodos , Hibridização in Situ Fluorescente/economia , Hibridização in Situ Fluorescente/métodos , Análise Serial de Tecidos/economiaRESUMO
Aspirin-exacerbated respiratory disease (AERD) is characterized by adult onset of asthma, chronic rhinosinusitis (CRS), nasal polyposis, and aspirin sensitivity. In this syndrome, each disease component has deleterious effects on the patient's health and quality of life. Latest figures from the Centers for Disease Control indicate 8.2% of the U.S. population has asthma and among adult asthmatic patients, up to 9% have AERD. Approximately 13% of the population suffers from CRS and 15% of patients with CRS with nasal polyposis have AERD. A review of the impact that each component of AERD has on patients will delineate the considerable burden of AERD, especially when considering the cumulative effects of the tetrad.
Assuntos
Anti-Inflamatórios não Esteroides/efeitos adversos , Aspirina/efeitos adversos , Asma Induzida por Aspirina/economia , Efeitos Psicossociais da Doença , Doenças Respiratórias/economia , Doenças Respiratórias/etiologia , Asma Induzida por Aspirina/classificação , Asma Induzida por Aspirina/fisiopatologia , Doença Crônica , Inibidores de Ciclo-Oxigenase/economia , Inibidores de Ciclo-Oxigenase/uso terapêutico , Humanos , Pólipos Nasais/etiologia , Pólipos Nasais/fisiopatologia , Transtornos do Olfato/economia , Transtornos do Olfato/etiologia , Transtornos do Olfato/fisiopatologia , Qualidade de Vida , Doenças Respiratórias/fisiopatologia , Rinite/economia , Rinite/etiologia , Rinite/fisiopatologia , Sinusite/economia , Sinusite/etiologia , Sinusite/fisiopatologia , Estados Unidos/epidemiologiaRESUMO
When proteolytic enzymes were first introduced to common laundry detergents in the 1960s, their ability to cause hypersensitivity due to exposure by inhalation was soon recognized as a problem, especially for production workers. Subsequently, formulations and manufacturing methods were developed to minimize exposure to enzymes via inhaled dust particles. Although detergents containing proteases are now considered safe for consumers, the experience with laundry pre-spotter products is not as extensive. Two studies were undertaken to examine the risk of sensitization to protease (i.e. Savinase(®)) used in a trigger-spray laundry pre-spotter product. The first was a laboratory study simulating a very heavy-use scenario in a controlled environment cubical chamber (14.5 m(3)). The product was applied to a series of fabric targets held vertically over a standard washing machine. Eight replicates of the experiment were done, using 30 sprays for each replicate. Airborne particle distributions in the breathing zone were characterized using a TSI particle analyzer. Enzyme concentrations in air were measured using PTFE membrane filters that were frozen until analyzed by an enzyme linked immunosorbent assay (ELISA). Results indicated that aerosol concentrations returned to baseline within 10 min, during which the average enzyme concentration in air was 17 ± 1.6 and 12 ± 0.92 ng/m(3) using low- and high-volume samplers, respectively. The corresponding amount of enzyme that could be inhaled was significantly less than allowed in occupational situations. The second study was a 6-month, controlled-use study involving approximately 100 subjects with confirmed atopic status by skin prick testing with common aeroallergens. The study involved daily exaggerated use of the pre-spotter product for 6 months, with prick testing for the protease carried out at baseline, 3 and 6 months. Results from the clinical study indicated that none of the subjects exhibited reactions that would indicate sensitization to the protease by inhalation. The principal limitations of the study were the relatively small number of subjects and the limited duration (96 completed the entire 6-month exposure program).
Assuntos
Poluentes Atmosféricos/toxicidade , Alérgenos/toxicidade , Produtos Domésticos/toxicidade , Hipersensibilidade/etiologia , Peptídeo Hidrolases/toxicidade , Adolescente , Adulto , Idoso , Poluentes Atmosféricos/análise , Poluentes Ocupacionais do Ar/análise , Poluentes Ocupacionais do Ar/toxicidade , Alérgenos/análise , Qualidade de Produtos para o Consumidor , Dermatite Atópica/diagnóstico , Dermatite Atópica/etiologia , Ensaio de Imunoadsorção Enzimática , Feminino , Produtos Domésticos/análise , Humanos , Hipersensibilidade/diagnóstico , Exposição por Inalação , Masculino , Pessoa de Meia-Idade , Peptídeo Hidrolases/análise , Medição de Risco , Testes Cutâneos , Fatores de Tempo , Adulto JovemRESUMO
BACKGROUND: There is an intuitive belief that in-house trauma attendings benefit patient outcome, although multiple studies have failed to prove this. However, no studies investigate the financial advantage for hospitals by having the attendings also perform urgent general surgery cases (GSC) during nights and weekends. The purpose of this study is to identify how an in-house attending program was used for urgent GSC and to see if it provided a financial benefit to the hospital. METHODS: The in-house program began in October 2007. A retrospective study reviewed all cholecystectomies performed from October 2006 to September 2007 and October 2007 to September 2008. Total length of stay (LOS) was calculated. Total LOS for each group was multiplied by the daily cost for a medical-surgical bed ($2,530.00). The cost difference was calculated for the pre- and post-in-house groups. RESULTS: Two hundred sixty-four cholecystectomies were performed before instituting an in-house attending program compared with 291 cases in the period after a 9% increase. Total LOS for cholecystectomies performed before the program was 6.4 days translating to $16,192.00 in room costs versus 5.24 days after and $13,257.20 in room costs. This translated to a savings of $2,934.80 per patient and $854,026.80 savings in total because of reduced LOS, which subsidized the cost of the program, which was $750,000.00. CONCLUSION: In-house attendings are beneficial in decreasing overall LOS for urgent GSC. This study demonstrates that in-house attendings can perform urgent GSCs and realize a savings for a hospital that can be used to fully subsidize the cost of the program.