Most oncological cases can be detected by imaging techniques, but diagnosis is based on pathological assessment of tissue samples. In recent years, the pathology field has evolved to a digital era where tissue samples are digitised and evaluated on screen. As a result, digital pathology opened up many research opportunities, allowing the development of more advanced image processing techniques, as well as artificial intelligence (AI) methodologies. Nevertheless, despite colorectal cancer (CRC) being the second deadliest cancer type worldwide, with increasing incidence rates, the application of AI for CRC diagnosis, particularly on whole-slide images (WSI), is still a young field. In this review, we analyse some relevant works published on this particular task and highlight the limitations that hinder the application of these works in clinical practice. We also empirically investigate the feasibility of using weakly annotated datasets to support the development of computer-aided diagnosis systems for CRC from WSI. Our study underscores the need for large datasets in this field and the use of an appropriate learning methodology to gain the most benefit from partially annotated datasets. The CRC WSI dataset used in this study, containing 1,133 colorectal biopsy and polypectomy samples, is available upon reasonable request.
Colorectal cancer (CRC) diagnosis is based on samples obtained from biopsies, assessed in pathology laboratories. Due to population growth and ageing, as well as better screening programs, the CRC incidence rate has been increasing, leading to a higher workload for pathologists. In this sense, the application of AI for automatic CRC diagnosis, particularly on whole-slide images (WSI), is of utmost relevance, in order to assist professionals in case triage and case review. In this work, we propose an interpretable semi-supervised approach to detect lesions in colorectal biopsies with high sensitivity, based on multiple-instance learning and feature aggregation methods. The model was developed on an extended version of the recent, publicly available CRC dataset (the CRC+ dataset with 4433 WSI), using 3424 slides for training and 1009 slides for evaluation. The proposed method attained 90.19% classification ACC, 98.8% sensitivity, 85.7% specificity, and a quadratic weighted kappa of 0.888 at slide-based evaluation. Its generalisation capabilities are also studied on two publicly available external datasets.
OBJETIVO: A doença causada pelo Papilomavírus Humano (HPV) tem alta incidência na população e é considerada pré-neoplásica. O objetivo deste trabalho é estudar um método que detecte o HPV anorretal na sua forma subclínica e suas alterações neoplásicas, a incidência em pessoas com até três parceiros sexuais por ano e o resultado do tratamento com o uso de podofilina, ácido tricloroacético, eletrocauterização e ressecção local. MÉTODO: Vinte e dois pacientes foram submetidos ao exame de anuscopia de alta resolução. Os pacientes foram divididos em três grupos: o primeiro, formado por dez pacientes com prurido anal persistente mesmo após eliminadas causas como diabetes, doenças orificiais, outras doenças sexualmente transmissíveis, verminoses e submetidos a cuidados locais e dietéticos; o segundo e o terceiro, formados por seis pacientes com condiloma anal e seis pacientes com HPV genital respectivamente, ambos com alta do tratamento há mais de seis meses. Nenhum deles apresentava manifestação clínica da doença no momento do exame. Os casos com resultado positivo foram tratados com podofilina 25% e ácido tricloroacético, e os com carcinoma "in situ" com ressecção local e eletrocauterização da lesão. RESULTADOS: O exame de anuscopia de alta resolução proporcionou a colheita dirigida do material nas áreas positivas, cujo resultado anátomo-patológico foi positivo para HPV em 100% dos pacientes, sendo dois deles com carcinoma "in situ" e oito com lesões intraepiteliais concomitantes. Apenas 9% dos pacientes, tinham mais de três parceiros sexuais por ano. Todos os pacientes tratados com podofilina e ácido tricloroacético mantiveram as atipias coilocitóticas no controle após seis meses do início do tratamento. A ressecção local e eletrocauterização nos pacientes com carcinoma "in situ" possibilitou o desaparecimento da neoplasia em todos, mas manteve as atipias coilocitóticas. CONCLUSÕES: O exame de anuscopia de alta resolução possibilitou o diagnóstico de HPV anorretal na forma subclínica e suas alterações neoplásicas em 100% dos pacientes. O uso de podofilina e ácido tricloroacético não foi eficiente na erradicação das alterações anátomo-patológicas decorrentes do HPV subclínico anal, no controle após seis meses do início do tratamento. A ressecção local e eletrocauterização dos casos de carcinoma "in situ" foi efetiva para erradicar a neoplasia , no entanto, com manutenção das atipias coilocitóticas.
Internal hemipelvectomy is a surgical procedure adequate for treatment of certain tumors of the pelvic girdle. Being a lower limb-preserving approach, it is a therapeutic alternative to the classical interilioabdominal amputation and hip joint disarticulation. According to Enneking's classification, there are four types of internal hemipelvectomies, although the association of different types of resection in the same procedure is feasible if necesary. This surgical approach should be correctly indicated to positively affect the patient's morbidity, mortality and quality of life. We report eight cases of internal hemipelvectomy in patients diagnosed with tumors of the pelvic girdle. We also discuss the neoadjuvant and adjuvant treatments used, along with their follow-up.
Introduction: Drug-induced liver injury is an increasingly prevalent consequence of the diversification of available therapeutic weapons, mostly idiosyncratic and with several possible mechanisms and patterns of specific damage for each drug. Carvedilol, a widely used non-selective alpha and beta blocker leads, in very rare cases, to injury of the bile ducts by toxic metabolites, resulting in a mixed-pattern hepatitis with possible progression to chronic cholestatic syndrome and cirrhosis. The authors report the second known case of this important toxicity. Clinical Case: An 83-year-old woman was admitted to the Internal Medicine ward for etiological clarification of a mixed-pattern hepatitis. Clinical history was unremarkable and structural, infectious, and autoimmune causes were excluded by blood tests and imaging exams, ultimately leading to the diagnosis of toxic hepatitis that was further confirmed by liver biopsy with morphologic findings of mixed-pattern liver injury. Carvedilol, started 6 months before, was deemed the causal agent since it was the only drug with a clinically, temporally, analytically, and histologically compatible pattern. The withdrawal of the drug resulted in slow reversal of the referred abnormalities. Conclusion: In very rare cases, carvedilol can cause important liver toxicity as a chronic cholestatic syndrome which can evolve to cirrhosis. It should be taken in consideration as causal agent in similar cases and stopped immediately upon suspicion, as the timely withdrawal results in reversion of the pathological findings.
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