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1.
Pediatr Dev Pathol ; 26(1): 5-12, 2023.
Artículo en Inglés | MEDLINE | ID: mdl-36448447

RESUMEN

Digital imaging, including the use of artificial intelligence, has been increasingly applied to investigate the placenta and its related pathology. However, there has been no comprehensive review of this body of work to date. The aim of this study was to therefore review the literature regarding digital pathology of the placenta. A systematic literature search was conducted in several electronic databases. Studies involving the application of digital imaging and artificial intelligence techniques to human placental samples were retrieved and analyzed. Relevant articles were categorized by digital image technique and their relevance to studying normal and diseased placenta. Of 2008 retrieved articles, 279 were included. Digital imaging research related to the placenta was often coupled with immunohistochemistry, confocal microscopy, 3D reconstruction, and/or deep learning algorithms. By significantly increasing pathologists' ability to recognize potentially prognostic relevant features and by lessening inter-observer variability, published data overall indicate that the application of digital pathology to placental and perinatal diseases, along with clinical and radiology correlation, has great potential to improve fetal and maternal health care including the selection of targeted therapy in high-risk pregnancy.


Asunto(s)
Inteligencia Artificial , Placenta , Femenino , Embarazo , Humanos , Algoritmos , Feto
2.
Cytopathology ; 34(5): 419-422, 2023 09.
Artículo en Inglés | MEDLINE | ID: mdl-36721906

RESUMEN

The COVID-19 pandemic has acted as a powerful change driver in the field of pathology and has had relevant consequences on the practice of cytopathology, in terms of changes in workload, rates of malignancy, and the performance of cytology. At the same time, regulatory authorities have relaxed their requirements for the deployment of digital pathology for remote diagnostic reporting. However, most of these improvements have concerned digital histopathology. Data from a literature search show that experiences in digital cytopathology during the pandemic have concerned mainly educational and academic activities. From a broader point of view, when searching for all published literature on digital pathology, only a minority of papers deal with cytopathology, but a noticeable increase in publications has been seen in the last 10 years, with an upward trend toward a maximum of papers in 2021. Indeed, the pandemic has led to greater awareness of the possibility of digital for cytopathology as well.


Asunto(s)
COVID-19 , Humanos , COVID-19/epidemiología , Pandemias , Citodiagnóstico , Prueba de COVID-19
3.
Cytopathology ; 34(1): 5-14, 2023 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-36082410

RESUMEN

Whole slide imaging (WSI) allows pathologists to view virtual versions of slides on computer monitors. With increasing adoption of digital pathology, laboratories have begun to validate their WSI systems for diagnostic purposes according to reference guidelines. Among these the College of American Pathologists (CAP) guideline includes three strong recommendations (SRs) and nine good practice statements (GPSs). To date, the application of WSI to cytopathology has been beyond the scope of the CAP guideline due to limited evidence. Herein we systematically reviewed the published literature on WSI validation studies in cytology. A systematic search was carried out in PubMed-MEDLINE and Embase databases up to November 2021 to identify all publications regarding validation of WSI in cytology. Each article was reviewed to determine if SRs and/or GPSs recommended by the CAP guideline were adequately satisfied. Of 3963 retrieved articles, 25 were included. Only 4/25 studies (16%) satisfied all three SRs, with only one publication (1/25, 4%) fulfilling all three SRs and nine GPSs. Lack of a suitable validation dataset was the main missing SR (16/25, 64%) and less than a third of the studies reported intra-observer variability data (7/25, 28%). Whilst the CAP guideline for WSI validation in clinical practice helped the widespread adoption of digital pathology, more evidence is required to routinely employ WSI for diagnostic purposes in cytopathology practice. More dedicated validation studies satisfying all SRs and/or GPSs recommended by the CAP are needed to help expedite the use of WSI for primary diagnosis in cytopathology.


Asunto(s)
Interpretación de Imagen Asistida por Computador , Microscopía , Humanos , Microscopía/métodos , Interpretación de Imagen Asistida por Computador/métodos , Variaciones Dependientes del Observador , Citodiagnóstico/métodos , Laboratorios
4.
Pathologica ; 115(3): 127-136, 2023 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-37387439

RESUMEN

Objective: The digital revolution in pathology represents an invaluable resource fto optimise costs, reduce the risk of error and improve patient care, even though it is still adopted in a minority of laboratories. Barriers include concerns about initial costs, lack of confidence in using whole slide images for primary diagnosis, and lack of guidance on transition. To address these challenges and develop a programme to facilitate the introduction of digital pathology (DP) in Italian pathology departments, a panel discussion was set up to identify the key points to be considered. Methods: On 21 July 2022, an initial conference call was held on Zoom to identify the main issues to be discussed during the face-to-face meeting. The final summit was divided into four different sessions: (I) the definition of DP, (II) practical applications of DP, (III) the use of AI in DP, (IV) DP and education. Results: Essential requirements for the implementation of DP are a fully tracked and automated workflow, selection of the appropriate scanner based on the specific needs of each department, and a strong commitment combined with coordinated teamwork (pathologists, technicians, biologists, IT service and industries). This could reduce human error, leading to the application of AI tools for diagnosis, prognosis and prediction. Open challenges are the lack of specific regulations for virtual slide storage and the optimal storage solution for large volumes of slides. Conclusion: Teamwork is key to DP transition, including close collaboration with industry. This will ease the transition and help bridge the gap that currently exists between many labs and full digitisation. The ultimate goal is to improve patient care.


Asunto(s)
Personal de Salud , Patólogos , Humanos
5.
Mod Pathol ; 35(6): 712-720, 2022 06.
Artículo en Inglés | MEDLINE | ID: mdl-35249100

RESUMEN

Ki-67 assessment is a key step in the diagnosis of neuroendocrine neoplasms (NENs) from all anatomic locations. Several challenges exist related to quantifying the Ki-67 proliferation index due to lack of method standardization and inter-reader variability. The application of digital pathology coupled with machine learning has been shown to be highly accurate and reproducible for the evaluation of Ki-67 in NENs. We systematically reviewed all published studies on the subject of Ki-67 assessment in pancreatic NENs (PanNENs) employing digital image analysis (DIA). The most common advantages of DIA were improvement in the standardization and reliability of Ki-67 evaluation, as well as its speed and practicality, compared to the current gold standard approach of manual counts from captured images, which is cumbersome and time consuming. The main limitations were attributed to higher costs, lack of widespread availability (as of yet), operator qualification and training issues (if it is not done by pathologists), and most importantly, the drawback of image algorithms counting contaminating non-neoplastic cells and other signals like hemosiderin. However, solutions are rapidly developing for all of these challenging issues. A comparative meta-analysis for DIA versus manual counting shows very high concordance (global coefficient of concordance: 0.94, 95% CI: 0.83-0.98) between these two modalities. These findings support the widespread adoption of validated DIA methods for Ki-67 assessment in PanNENs, provided that measures are in place to ensure counting of only tumor cells either by software modifications or education of non-pathologist operators, as well as selection of standard regions of interest for analysis. NENs, being cellular and monotonous neoplasms, are naturally more amenable to Ki-67 assessment. However, lessons of this review may be applicable to other neoplasms where proliferation activity has become an integral part of theranostic evaluation including breast, brain, and hematolymphoid neoplasms.


Asunto(s)
Neoplasias de la Mama , Tumores Neuroendocrinos , Neoplasias Pancreáticas , Biomarcadores de Tumor/análisis , Proliferación Celular , Femenino , Humanos , Procesamiento de Imagen Asistido por Computador/métodos , Antígeno Ki-67/análisis , Tumores Neuroendocrinos/diagnóstico , Tumores Neuroendocrinos/patología , Neoplasias Pancreáticas/diagnóstico , Neoplasias Pancreáticas/patología , Reproducibilidad de los Resultados
6.
Histopathology ; 80(2): 397-406, 2022 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-34496080

RESUMEN

AIMS: The introduction of immunotherapy for patients with head and neck squamous cell carcinoma (HNSCC) raises the need for harmonisation between different types of antibody and immunohistochemistry platform for evaluating the expression of PD-L1 by use of the combined positive score (CPS) in this tumour. The aim of this study was to compare the expression of PD-L1 as determined with the CPS and two widely used assays (the 22C3 PharmDx assay and the SP263 assay) in a cohort of HNSCCs. METHODS AND RESULTS: We analysed 43 whole sections of HNSCC with two different anti-PD-L1 antibodies, 22C3 and SP263. The results, expressed as the CPS, were evaluated by 10 trained pathologists and statistical analyses were performed. We found a very similar results for PD-L1 expression between the 22C3 PharmDx assay and the SP263 assay in our cohort, and a strong and significant correlation between the two assays for all specimens (P < 0.0001). The interobserver reliability among pathologists for the continuous scores of CPS with the intraclass correlation coefficient and the correlation between the two assays were both good. Moreover, the rate of agreement between assays was high at all cut-offs and was best for the most relevant cut-off of CPS ≥ 1, and the kappa values were always in the range of almost perfect. CONCLUSIONS: Two different assays (the 22C3 PharmDx assay and SP263 assay) for PD-L1 in HNSCC showed high agreement. These data suggest that these two assays are interchangeable in the selection of patients with HNSCC for immunotherapy.


Asunto(s)
Antígeno B7-H1/metabolismo , Neoplasias de Cabeza y Cuello/metabolismo , Carcinoma de Células Escamosas de Cabeza y Cuello/metabolismo , Anciano , Biomarcadores de Tumor/metabolismo , Femenino , Neoplasias de Cabeza y Cuello/patología , Humanos , Inmunohistoquímica , Masculino , Persona de Mediana Edad , Reproducibilidad de los Resultados , Estudios Retrospectivos , Carcinoma de Células Escamosas de Cabeza y Cuello/patología
7.
Eur Arch Otorhinolaryngol ; 279(6): 3159-3166, 2022 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-34739577

RESUMEN

OBJECTIVE: The aim of the study was to evaluate the impact of the COVID-19 pandemic on new diagnoses of head and neck cancer (HNC) in South Tyrol, northern Italy in terms of the number of new diagnoses and worsening disease stage due to diagnostic delay. METHODS: Patients were divided into two groups: the control group with a first diagnosis of HNC in 10 months before the national lockdown (March 9th, 2020) and the study group with a first diagnosis of HNC in 10 months after lockdown. RESULTS: A total of 124 patients were included in the study. Before the spread of COVID-19, 79 new diagnoses of HNCs were registered, while in the period after the lockdown, 45 new cancers cases were diagnosed and the difference was statistically significant (p = 0.01278). Early clinical T-stage results showed 52 cases in the control group and 21 in the study group, again with a significant difference (p = 0.03711). Advanced T-stage results showed 27 cases in the control group and 24 in the study group. CONCLUSIONS: This study highlights the impact of the COVID-19 pandemic on HNCs, showing a statistically significant difference in the number of diagnoses before and after the lockdown which was related to the spread of the SARS-CoV-2 virus, and with a relevant decrease in early cT-staged HNCs.


Asunto(s)
COVID-19 , Neoplasias de Cabeza y Cuello , COVID-19/epidemiología , Control de Enfermedades Transmisibles , Diagnóstico Tardío , Neoplasias de Cabeza y Cuello/diagnóstico , Neoplasias de Cabeza y Cuello/epidemiología , Humanos , Italia/epidemiología , Pandemias , Derivación y Consulta , SARS-CoV-2
8.
Pathologica ; 114(4): 322-325, 2022 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-36136900

RESUMEN

Skin often represents a target organ for adverse drug reactions and this also applies to the mRNA vaccines against Sars-CoV-2. Here we present a case of extensive livedoid reaction after 2nd dose of BNT162b-2 vaccine with massive blood skin extravasation and no systemic symptoms apart from anemization. The 30-year-old woman developed progressively enlarging livedoid lesions on limbs and abdomen. Histology showed a near-normal epidermis and a very mild interstitial mixed inflammatory infiltrate with extensive blood extravasation in mid- and deep dermis. Diagnosis was adverse reaction to vaccine with skin capillary hyperpermeability and anaemization with lower than diagnostic features of cutaneous small vessel vasculitis. To date, no cases of a livedoid skin reaction associated to Covid-19 vaccine have been reported, and this case illustrates that massive livedoid reaction can be another kind of skin reaction to mRNA Covid-19 vaccine.


Asunto(s)
Vacunas contra la COVID-19 , COVID-19 , Adulto , COVID-19/diagnóstico , COVID-19/prevención & control , Vacunas contra la COVID-19/efectos adversos , Femenino , Humanos , ARN Mensajero , SARS-CoV-2 , Piel/patología
9.
Liver Transpl ; 27(1): 55-66, 2021 01.
Artículo en Inglés | MEDLINE | ID: mdl-32746498

RESUMEN

The risk of transmission of malignancy from donor to recipient is low. However, this occurrence has dramatic consequences. Many reports of donor-derived cancers in liver transplant recipients have been published, but they have not been systematically summarized into a lucid and unified analysis. The present study is an attempt to provide clarity to this unusual but clinically important problem. We systematically reviewed all patient reports, patient series, and registries published on cancer transmission events through the end of December 2019. We identified a total of 67 publications with 92 transmission events. The most frequently transmitted cancers were lymphomas (30; 32.6%), melanomas (8; 8.7%), and neuroendocrine tumors (8; 8.7%). Most of the melanomas were metastasizing, whereas most of the lymphomas were localized to the graft. The median time to cancer diagnosis after transplantation was 7 months, with 78.1% of diagnoses established in the first year. Melanoma carried the worst prognosis, with no recipients alive at 1 year after cancer diagnosis. Lymphoma recipients had a better outcome, with more than 75% surviving at 2 years. A metastatic cancer carries a worse prognosis for recipients, and recipients with localized cancer can benefit from the chance to undergo transplantation again. The findings confirm the need to pay attention to donors with a history of melanoma but also suggest the need for a more careful evaluation of groups of donors, such as those dying from cerebral hemorrhage. Finally, recipients of organs from donors with cancer should be carefully followed to detect potential transmission.


Asunto(s)
Trasplante de Hígado , Neoplasias , Trasplantes , Supervivencia de Injerto , Humanos , Trasplante de Hígado/efectos adversos , Sistema de Registros , Donantes de Tejidos
10.
J Oral Pathol Med ; 50(9): 864-873, 2021 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-34157159

RESUMEN

BACKGROUND: Programmed death-ligand 1 (PD-L1) expression with combined positive score (CPS) ≥1 is required for administration of checkpoint inhibitor therapy in recurrent/metastatic head and neck squamous cell carcinoma (HNSCC). The 22C3 pharmDx Dako immunohistochemical assay is the one approved as companion diagnostic for pembrolizumab, but many laboratories work on other platforms and/or with other clones, and studies exploring the potential interchangeability of assays have appeared. EVIDENCE FROM THE LITERATURE: After review of the literature, it emerges that the concordance among assays ranges from fair to moderate, with a tendence of assay SP263 to yield a higher quota of positivity and of assay SP142 to stain better immune cells. Moreover, pathologists achieve very good concordance in assessing PD-L1 CPS, particularly with SP263. CONCLUSIONS: Differences in terms of platforms, procedures, and study design still preclude a quantitative synthesis of evidence and clearly further work is needed to draw stronger conclusions on the interchangeability of PD-L1 assays in HNSCC.


Asunto(s)
Antígeno B7-H1 , Neoplasias de Cabeza y Cuello , Biomarcadores de Tumor , Neoplasias de Cabeza y Cuello/tratamiento farmacológico , Humanos , Inmunohistoquímica , Recurrencia Local de Neoplasia , Patólogos , Carcinoma de Células Escamosas de Cabeza y Cuello/tratamiento farmacológico
11.
Cytopathology ; 32(5): 588-595, 2021 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-33792981

RESUMEN

The application of next generation sequencing (NGS) technology to cytological samples has significantly modified molecular cytopathology practice. Cytological samples represent a valid source of high-quality DNA for NGS analysis, especially for predicting patients' response to targeted treatments and for refining the risk of malignancy in indeterminate cytological diagnoses. However, several pre-analytical factors may influence the reliability of NGS clinical analysis. Here, we briefly review the challenges of NGS in cytology practice, focusing on those pre-analytical factors that may negatively affect NGS success rates and routine diagnostic applications. Finally, we address the future directions of the field.


Asunto(s)
Citodiagnóstico/métodos , Técnicas Citológicas/métodos , Secuenciación de Nucleótidos de Alto Rendimiento/métodos , Humanos , Neoplasias/diagnóstico , Neoplasias/genética , Neoplasias/patología
12.
Pathologica ; 113(4): 280-284, 2021 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-34542544

RESUMEN

Congenital granular cell epulis is a rare benign lesion usually arising as single mass from the alveolar ridge of maxillary bone of female newborns, composed of polygonal granular cells that typically stain negative for S-100, in contrast to the adult counterpart. Larger lesions can disturb breathing and breast-feeding, requiring surgery. Prenatal diagnosis is achieved in few cases, even if this would be important for best management of delivery and therapy. Here we present a case of multiple CGCE in a female newborn discovered at birth, together with a brief review of pathogenesis, differential diagnoses and treatment implications of early diagnosis.


Asunto(s)
Neoplasias Gingivales , Tumor de Células Granulares , Diagnóstico Diferencial , Femenino , Neoplasias Gingivales/diagnóstico por imagen , Neoplasias Gingivales/cirugía , Tumor de Células Granulares/diagnóstico por imagen , Tumor de Células Granulares/cirugía , Humanos , Recién Nacido , Embarazo , Diagnóstico Prenatal
13.
Cytopathology ; 31(5): 372-378, 2020 09.
Artículo en Inglés | MEDLINE | ID: mdl-32020667

RESUMEN

Whole slide imaging (WSI) allows generation of large whole slide images and their navigation with zoom in and out like a true virtual microscope. It has become widely used in surgical pathology for many purposes, such as education and training, research activity, teleconsultation, and primary diagnosis. However, in cytopathology, the use of WSI has been lagging behind histology, mainly due to the cytological specimen's characteristics, as groups of cells of different thickness are distributed throughout the slide. To allow the same focusing capability of light microscope, slides have to be scanned at multiple focal planes, at the cost of longer scan times and larger file size. These are the main technical pitfalls of WSI for cytopathology, partly overcome by solutions like liquid-based preparations. Validation studies for the use in primary diagnosis are less numerous and more heterogeneous than in surgical pathology. WSI has been proved effective for training students and successfully used in proficiency testing, allowing the creation of digital cytology atlases. Longer scan times are also a barrier for use in rapid on-site evaluation, but WSI retains its advantages of easy sharing of images for consultation, multiple simultaneous viewing in different locations, the possibility of unlimited annotations and easy integration with medical records. Moreover, digital slides set the laboratory free from reliance on a physical glass slide, with no more concern of fading of stain or slide breakage. Costs are still a problem for small institutions, but WSI can also represent the beginning of a more efficient way of working.


Asunto(s)
Citodiagnóstico/tendencias , Procesamiento de Imagen Asistido por Computador/tendencias , Microscopía/tendencias , Imagen Molecular , Humanos
14.
Cytopathology ; 31(5): 432-444, 2020 09.
Artículo en Inglés | MEDLINE | ID: mdl-32248583

RESUMEN

OBJECTIVE: Thyroid pathology has great potential for automated/artificial intelligence algorithm application as the incidence of thyroid nodules is increasing and the indeterminate interpretation rate of fine-needle aspiration remains relatively high. The aim of the study is to review the published literature on automated image analysis and artificial intelligence applications to thyroid pathology with whole-slide imaging. METHODS: Systematic search was carried out in electronic databases. Studies dealing with thyroid pathology and use of automated algorithms applied to whole-slide imaging were included. Quality of studies was assessed with a modified QUADAS-2 tool. RESULTS: Of 919 retrieved articles, 19 were included. The main themes addressed were the comparison of automated assessment of immunohistochemical staining with manual pathologist's assessment, quantification of differences in cellular and nuclear parameters among tumour entities, and discrimination between benign and malignant nodules. Correlation coefficients with manual assessment were higher than 0.76 and diagnostic performance of automated models was comparable with an expert pathologist diagnosis. Computational difficulties were related to the large size of whole-slide images. CONCLUSIONS: Overall, the results are promising and it is likely that, with the resolution of technical issues, the application of automated algorithms in thyroid pathology will increase and be adopted following suitable validation studies.


Asunto(s)
Citodiagnóstico/tendencias , Procesamiento de Imagen Asistido por Computador , Glándula Tiroides/patología , Neoplasias de la Tiroides/diagnóstico , Algoritmos , Inteligencia Artificial/tendencias , Humanos , Glándula Tiroides/ultraestructura , Neoplasias de la Tiroides/patología , Neoplasias de la Tiroides/ultraestructura , Nódulo Tiroideo/diagnóstico , Nódulo Tiroideo/patología , Nódulo Tiroideo/ultraestructura
15.
J Card Surg ; 35(3): 679-682, 2020 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-31886917

RESUMEN

Mesothelial/monocytic incidental cardiac excrescence (MICE) is a rare benign finding made of mesothelial cells, histiocytes, and fibrin, usually found during heart valve surgery. The clinical relevance resides in the potential misdiagnosis as metastatic carcinoma or arterial embolism. The pathogenesis remains uncertain, with artifactual and reactive hypotheses. Here we present a case of MICE with paradigmatic clinical, imaging, and histological features in a 28-year-old woman with undifferentiated connective tissue disease without previous cardiac catheterization with possible pathogenesis, highlighting the importance of awareness of the existence of this lesion in patients with autoimmune disease.


Asunto(s)
Enfermedades Autoinmunes/complicaciones , Cardiomiopatías/patología , Cardiomiopatías/cirugía , Enfermedades del Tejido Conjuntivo/complicaciones , Epitelio/patología , Hallazgos Incidentales , Monocitos/patología , Miocardio/patología , Adulto , Procedimientos Quirúrgicos Cardíacos , Cardiomiopatías/etiología , Diagnóstico Diferencial , Femenino , Humanos
17.
Neuropathology ; 39(4): 307-312, 2019 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-31206872

RESUMEN

Astroblastoma is a rare glial neoplasia of the central nervous system. It is histologically defined by the presence of neoplastic cells with non- or slightly tapering processes arranged around blood vessels (astroblastic rosettes) and conventionally subdivided into well-differentiated and anaplastic. It commonly affects children and young adults, although cases and due to its superficial location in the brain cortex, it can mimic an extra-axial mass on magnetic resonance imagining. Herein, we describe a unique case of pure extra-axial anaplastic astroblastoma in an elderly woman. Awareness that astroblastoma may be also extra-axial and affect older subjects, may be helpful for its identification and differential diagnosis toward more common entities at this site and age of onset, and for appropriate therapeutic management as well.


Asunto(s)
Neoplasias Encefálicas/patología , Neoplasias Neuroepiteliales/patología , Anciano , Neoplasias Encefálicas/diagnóstico por imagen , Diagnóstico Diferencial , Femenino , Humanos , Neoplasias Neuroepiteliales/diagnóstico por imagen
18.
Int J Mol Sci ; 20(15)2019 Aug 05.
Artículo en Inglés | MEDLINE | ID: mdl-31387321

RESUMEN

Aberrant function of Smad2, a crucial member of transforming growth factor beta (TGF-ß) signaling, is associated with the development of malignancies, particularly in the gastrointestinal district. However, little is known about its possible prognostic role in such tumor types. With the first meta-analysis on this topic, we demonstrated that the lack of the activated form of Smad2 (phosphor-Smad2 or pSmad2), which was meant to be the C-terminally phosphorylated form, showed a statistically significant association with an increased risk of all-cause mortality in patients with gastrointestinal cancers (RR, 1.58; 95% CI, 1.05-2.37, p = 0.029, I2 = 84%), also after having adjusted for potential confounders (RR, 1.65; 95% CI, 1.24-2.18; p < 0.001; I2 = 4%). This finding highlights the importance of the TGF-ß signaling in this type of cancer. In this line, further studies are needed to explore more in depth this important molecular pathway, focusing also on potential therapeutic strategies based on its effectors or molecular targets.


Asunto(s)
Neoplasias Gastrointestinales/metabolismo , Neoplasias Gastrointestinales/mortalidad , Proteína Smad2/metabolismo , Factor de Crecimiento Transformador beta/metabolismo , Biomarcadores , Humanos , Oportunidad Relativa , Fosforilación , Pronóstico , Sesgo de Publicación , Transducción de Señal
19.
Pathologica ; 115(4): 247, 2023 08.
Artículo en Inglés | MEDLINE | ID: mdl-37711043
20.
J Nephrol ; 37(1): 65-76, 2024 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-37768550

RESUMEN

INTRODUCTION: Artificial intelligence (AI) integration in nephropathology has been growing rapidly in recent years, facing several challenges including the wide range of histological techniques used, the low occurrence of certain diseases, and the need for data sharing. This narrative review retraces the history of AI in nephropathology and provides insights into potential future developments. METHODS: Electronic searches in PubMed-MEDLINE and Embase were made to extract pertinent articles from the literature. Works about automated image analysis or the application of an AI algorithm on non-neoplastic kidney histological samples were included and analyzed to extract information such as publication year, AI task, and learning type. Prepublication servers and reviews were not included. RESULTS: Seventy-six (76) original research articles were selected. Most of the studies were conducted in the United States in the last 7 years. To date, research has been mainly conducted on relatively easy tasks, like single-stain glomerular segmentation. However, there is a trend towards developing more complex tasks such as glomerular multi-stain classification. CONCLUSION: Deep learning has been used to identify patterns in complex histopathology data and looks promising for the comprehensive assessment of renal biopsy, through the use of multiple stains and virtual staining techniques. Hybrid and collaborative learning approaches have also been explored to utilize large amounts of unlabeled data. A diverse team of experts, including nephropathologists, computer scientists, and clinicians, is crucial for the development of AI systems for nephropathology. Collaborative efforts among multidisciplinary experts result in clinically relevant and effective AI tools.


Asunto(s)
Algoritmos , Inteligencia Artificial , Riñón , Humanos , Colorantes , Riñón/diagnóstico por imagen , Riñón/patología
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