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1.
JCO Clin Cancer Inform ; 8: e2300130, 2024 01.
Article in English | MEDLINE | ID: mdl-38194615

ABSTRACT

PURPOSE: A critical task in oncology is extracting information related to cancer metastasis from electronic health records. Metastasis-related information is crucial for planning treatment, evaluating patient prognoses, and cancer research. However, the unstructured way in which findings of distant metastasis are often written in radiology reports makes it difficult to extract information automatically. The main aim of this study was to extract distant metastasis findings from free-text imaging and nuclear medicine reports to classify the patient status according to the presence or absence of distant metastasis. MATERIALS AND METHODS: We created a distant metastasis annotated corpus using positron emission tomography-computed tomography and computed tomography reports of patients with prostate, colorectal, and breast cancers. Entities were labeled M1 or M0 according to affirmative or negative metastasis descriptions. We used a named entity recognition model on the basis of a bidirectional long short-term memory model and conditional random fields to identify entities. Mentions were subsequently used to classify whole reports into M1 or M0. RESULTS: The model detected distant metastasis mentions with a weighted average F1 score performance of 0.84. Whole reports were classified with an F1 score of 0.92 for M0 documents and 0.90 for M1 documents. CONCLUSION: These results show the usefulness of the model in detecting distant metastasis findings in three different types of cancer and the consequent classification of reports. The relevance of this study is to generate structured distant metastasis information from free-text imaging reports in Spanish. In addition, the manually annotated corpus, annotation guidelines, and code are freely released to the research community.


Subject(s)
Breast Neoplasms , Radiology , Male , Humans , Tomography, X-Ray Computed , Electronic Health Records , Medical Oncology
2.
J Am Soc Cytopathol ; 13(1): 42-52, 2024.
Article in English | MEDLINE | ID: mdl-37993377

ABSTRACT

INTRODUCTION: In cytopathology education, Virtual Microscopy e-learning modules (VM-eLM) have achieved remarkable results in the improvement and personalization of learning. However, it remains to be determined whether these modules can significantly contribute to improving the accuracy of cytological diagnosis. The aim of this work was to create a VM-eLM for gynecologic cytopathology education designed to improve screening and interpretation skills in two groups of cytologists: experienced and nonexperienced. MATERIALS AND METHODS: The module was designed in Moodle with both Whole Slide Images and Static Images taken from Papanicolaou smears that were diagnosed as: negative for intraepithelial lesion, low-grade squamous intraepithelial lesion, high-grade squamous intraepithelial lesion, squamous cell carcinoma, or adenocarcinoma. We assessed the effectiveness of the module using 1) clinical quality indicators to measure skill development and 2) a user survey. RESULTS: After training, participants significantly improved their cytological screening skills, decreasing their false negative diagnosis by 78% in the non-experienced group and eliminating them entirely in the experienced group. Nonexperienced participants also significantly increased their recognition of low-grade squamous intraepithelial lesion and high-grade squamous intraepithelial lesion by 31% and 50%, respectively. Participants positively evaluated the module, highlighting its novelty, the possibility to train remotely, the immediate feedback and the quality of the Whole Slide Images. CONCLUSIONS: We designed, implemented and tested a VM-eLM for Gynecologic Cytopathology Education that improved cytological screening skills for both non-experienced and experienced cytologists, also increasing the diagnostic accuracy of preinvasive lesions by less experienced cytologists. The module was positively evaluated by participants, who perceived an improvement in their interpretive skills.


Subject(s)
Computer-Assisted Instruction , Squamous Intraepithelial Lesions , Female , Humans , Computer-Assisted Instruction/methods , Microscopy/methods , Cytology , Learning
3.
Front Med (Lausanne) ; 10: 1258395, 2023.
Article in English | MEDLINE | ID: mdl-37964883

ABSTRACT

Background and aims: Latin American populations remain underrepresented in genetic studies of inflammatory bowel diseases (IBDs). Most genetic association studies of IBD rely on Caucasian, African, and Asian individuals. These associations have yet to be evaluated in detail in the Andean region of South America. We explored the contribution of IBD-reported genetic risk variants to a Chilean cohort and the ancestry contribution to IBD in this cohort. Methods: A total of 192 Chilean IBD patients were genotyped using Illumina's Global Screening Array. Genotype data were combined with similar information from 3,147 Chilean controls. The proportions of Aymara, African, European, and Mapuche ancestries were estimated using the software ADMIXTURE. We calculated the odds ratios (ORs) and 95% confidence intervals (CIs) for gender, age, and ancestry proportions. We also explored associations with previously reported IBD-risk variants independently and in conjunction with genetic ancestry. Results: The first and third quartiles of the proportion of Mapuche ancestry in IBD patients were 24.7 and 34.2%, respectively, and the corresponding OR was 2.30 (95%CI 1.52-3.48) for the lowest vs. the highest group. Only one variant (rs7210086) of the 180 reported IBD-risk SNPs was associated with IBD risk in the Chilean cohort (adjusted P = 0.01). This variant is related to myeloid cells. Conclusion: The type and proportion of Native American ancestry in Chileans seem to be associated with IBD risk. Variants associated with IBD risk in this Andean region were related to myeloid cells and the innate immune response.

4.
Int J Mol Sci ; 24(19)2023 Oct 03.
Article in English | MEDLINE | ID: mdl-37834314

ABSTRACT

Lactose intolerance (LI) and vitamin D deficiency (VDD) have been linked to inflammatory bowel disease (IBD). We conducted an observational study in 192 Chilean IBD patients to investigate the prevalence of a specific gene variant (LCT-13910 CC genotype) associated with LI and the prevalence of VDD/Vitamin D Receptor (VDR) gene variants. Blood samples were analyzed using Illumina's Infinium Global Screening Array. The LCT-13910 CC genotype was found in 61% of IBD patients, similar to Chilean Hispanic controls and lower than Chilean Amerindian controls. The frequency of the LCT-13910-C allele in Chilean IBD patients (0.79) was comparable to the general population and higher than Europeans (0.49). Regarding VDR and VDD variants, in our study, the rs12785878-GG variant was associated with an increased risk of IBD (OR = 2.64, CI = 1.61-4.32; p-value = 0.001). Sixty-one percent of the Chilean IBD cohort have a genetic predisposition to lactose malabsorption, and a significant proportion exhibit genetic variants associated with VDD/VDR. Screening for LI and VDD is crucial in this Latin American IBD population.


Subject(s)
Inflammatory Bowel Diseases , Lactose , Receptors, Calcitriol , Humans , Chile/epidemiology , Genetic Predisposition to Disease , Genotype , Inflammatory Bowel Diseases/epidemiology , Inflammatory Bowel Diseases/genetics , Inflammatory Bowel Diseases/complications , Lactose/deficiency , Polymorphism, Single Nucleotide , Prevalence , Receptors, Calcitriol/genetics , Vitamin D , Vitamin D Deficiency/complications , Vitamin D Deficiency/epidemiology , Vitamin D Deficiency/genetics
5.
Biology (Basel) ; 12(7)2023 Jun 29.
Article in English | MEDLINE | ID: mdl-37508360

ABSTRACT

This paper aims to review, systematically synthesize, and analyze fragmented information about the importance of coat color in local goats and its relationship with productivity and other important traits. Topics on current research on color expression are addressed, the relationship that has as a mechanism of environmental adaptation, its relationship with the production of meat, milk, and derivates, and the economic value of this characteristic. The use of this attribute as a tool to establish selection criteria in breeding programs based on results reported in the scientific literature is significant, particularly for low-income production systems, where the implementation of classic genetic improvement schemes is limited due to the lack of productive information, which is distinctive of extensive marginal or low scaled production systems around the world.

6.
Braz Oral Res ; 37: e063, 2023.
Article in English | MEDLINE | ID: mdl-37341234

ABSTRACT

This study aimed to analyze the molecular characteristics of oral epithelial dysplasia (OED), highlighting the pathways and variants of genes that are frequently mutated in oral squamous cell carcinoma (OSCC) and other cancers. Ten archival OED cases were retrieved for retrospective clinicopathological analysis and exome sequencing. Comparative genomic analysis was performed between high-grade dysplasia (HGD) and low-grade dysplasia (LGD), focusing on 57 well-known cancer genes, of which 10 were previously described as the most mutated in OSCC. HGD cases had significantly more variants; however, a similar mutational landscape to OSCC was observed in both groups. CASP8+FAT1/HRAS, TP53, and miscellaneous molecular signatures were also present. FAT1 is the gene that is most affected by pathogenic variants. Hierarchical divisive clustering showed division between the two groups: "HGD-like cluster" with 4HGD and 2LGD and "LGD-like cluster" with 4 LGD. MLL4 pathogenic variants were exclusively in the "LGD-like cluster". TP53 was affected in one case of HGD; however, its pathway was usually altered. We describe new insights into the genetic basis of epithelial malignant transformation by genomic analysis, highlighting those associated with FAT1 and TP53. Some LGDs presented a similar mutational landscape to HGD after cluster analysis. Perhaps molecular alterations have not yet been reflected in histomorphology. The relative risk of malignant transformation in this molecular subgroup should be addressed in future studies.


Subject(s)
Carcinoma, Squamous Cell , Head and Neck Neoplasms , Mouth Neoplasms , Humans , Carcinoma, Squamous Cell/genetics , Retrospective Studies , Mouth Neoplasms/genetics , Chromosome Mapping , Squamous Cell Carcinoma of Head and Neck
7.
Braz. oral res. (Online) ; 37: e063, 2023. tab, graf
Article in English | LILACS-Express | LILACS, BBO - Dentistry | ID: biblio-1439735

ABSTRACT

Abstract This study aimed to analyze the molecular characteristics of oral epithelial dysplasia (OED), highlighting the pathways and variants of genes that are frequently mutated in oral squamous cell carcinoma (OSCC) and other cancers. Ten archival OED cases were retrieved for retrospective clinicopathological analysis and exome sequencing. Comparative genomic analysis was performed between high-grade dysplasia (HGD) and low-grade dysplasia (LGD), focusing on 57 well-known cancer genes, of which 10 were previously described as the most mutated in OSCC. HGD cases had significantly more variants; however, a similar mutational landscape to OSCC was observed in both groups. CASP8+FAT1/HRAS, TP53, and miscellaneous molecular signatures were also present. FAT1 is the gene that is most affected by pathogenic variants. Hierarchical divisive clustering showed division between the two groups: "HGD-like cluster" with 4HGD and 2LGD and "LGD-like cluster" with 4 LGD. MLL4 pathogenic variants were exclusively in the "LGD-like cluster". TP53 was affected in one case of HGD; however, its pathway was usually altered. We describe new insights into the genetic basis of epithelial malignant transformation by genomic analysis, highlighting those associated with FAT1 and TP53. Some LGDs presented a similar mutational landscape to HGD after cluster analysis. Perhaps molecular alterations have not yet been reflected in histomorphology. The relative risk of malignant transformation in this molecular subgroup should be addressed in future studies.

8.
Medicine (Baltimore) ; 101(36): e30216, 2022 Sep 09.
Article in English | MEDLINE | ID: mdl-36086782

ABSTRACT

Inflammatory bowel disease (IBD), including ulcerative colitis (UC) and Crohn disease (CD), has emerged as a global disease with an increasing incidence in developing and newly industrialized regions such as South America. This global rise offers the opportunity to explore the differences and similarities in disease presentation and outcomes across different genetic backgrounds and geographic locations. Our study includes 265 IBD patients. We performed an exploratory analysis of the databases of Chilean and North American IBD patients to compare the clinical phenotypes between the cohorts. We employed an unsupervised machine-learning approach using principal component analysis, uniform manifold approximation, and projection, among others, for each disease. Finally, we predicted the cohort (North American vs Chilean) using a random forest. Several unsupervised machine learning methods have separated the 2 main groups, supporting the differences between North American and Chilean patients with each disease. The variables that explained the loadings of the clinical metadata on the principal components were related to the therapies and disease extension/location at diagnosis. Our random forest models were trained for cohort classification based on clinical characteristics, obtaining high accuracy (0.86 = UC; 0.79 = CD). Similarly, variables related to therapy and disease extension/location had a high Gini index. Similarly, univariate analysis showed a later CD age at diagnosis in Chilean IBD patients (37 vs 24; P = .005). Our study suggests a clinical difference between North American and Chilean IBD patients: later CD age at diagnosis with a predominantly less aggressive phenotype (39% vs 54% B1) and more limited disease, despite fewer biological therapies being used in Chile for both diseases.


Subject(s)
Colitis, Ulcerative , Crohn Disease , Inflammatory Bowel Diseases , Chile/epidemiology , Colitis, Ulcerative/genetics , Ethnicity , Humans , Inflammatory Bowel Diseases/diagnosis , North America/epidemiology , Phenotype
9.
Rev Med Chil ; 149(7): 1014-1022, 2021 Jul.
Article in Spanish | MEDLINE | ID: mdl-34751303

ABSTRACT

BACKGROUND: A significant proportion of the clinical record is in free text format, making it difficult to extract key information and make secondary use of patient data. Automatic detection of information within narratives initially requires humans, following specific protocols and rules, to identify medical entities of interest. AIM: To build a linguistic resource of annotated medical entities on texts produced in Chilean hospitals. MATERIAL AND METHODS: A clinical corpus was constructed using 150 referrals in public hospitals. Three annotators identified six medical entities: clinical findings, diagnoses, body parts, medications, abbreviations, and family members. An annotation scheme was designed, and an iterative approach to train the annotators was applied. The F1-Score metric was used to assess the progress of the annotator's agreement during their training. RESULTS: An average F1-Score of 0.73 was observed at the beginning of the project. After the training period, it increased to 0.87. Annotation of clinical findings and body parts showed significant discrepancy, while abbreviations, medications, and family members showed high agreement. CONCLUSIONS: A linguistic resource with annotated medical entities on texts produced in Chilean hospitals was built and made available, working with annotators related to medicine. The iterative annotation approach allowed us to improve performance metrics. The corpus and annotation protocols will be released to the research community.


Subject(s)
Electronic Data Processing , Chile , Humans
10.
Rev. méd. Chile ; 149(7): 1014-1022, jul. 2021. ilus, graf
Article in Spanish | LILACS | ID: biblio-1389546

ABSTRACT

Background: A significant proportion of the clinical record is in free text format, making it difficult to extract key information and make secondary use of patient data. Automatic detection of information within narratives initially requires humans, following specific protocols and rules, to identify medical entities of interest. Aim: To build a linguistic resource of annotated medical entities on texts produced in Chilean hospitals. Material and Methods: A clinical corpus was constructed using 150 referrals in public hospitals. Three annotators identified six medical entities: clinical findings, diagnoses, body parts, medications, abbreviations, and family members. An annotation scheme was designed, and an iterative approach to train the annotators was applied. The F1-Score metric was used to assess the progress of the annotator's agreement during their training. Results: An average F1-Score of 0.73 was observed at the beginning of the project. After the training period, it increased to 0.87. Annotation of clinical findings and body parts showed significant discrepancy, while abbreviations, medications, and family members showed high agreement. Conclusions: A linguistic resource with annotated medical entities on texts produced in Chilean hospitals was built and made available, working with annotators related to medicine. The iterative annotation approach allowed us to improve performance metrics. The corpus and annotation protocols will be released to the research community.


Subject(s)
Humans , Electronic Data Processing , Chile
11.
Mol Oncol ; 12(2): 151-165, 2018 02.
Article in English | MEDLINE | ID: mdl-28614631

ABSTRACT

Increased expression of the TRPM4 channel has been reported to be associated with the progression of prostate cancer. However, the molecular mechanism underlying its effect remains unknown. This work found that decreasing TRPM4 levels leads to the reduced proliferation of PC3 cells. This effect was associated with a decrease in total ß-catenin protein levels and its nuclear localization, and a significant reduction in Tcf/Lef transcriptional activity. Moreover, TRPM4 silencing increases the Ser33/Ser37/Thr41 ß-catenin phosphorylated population and reduces the phosphorylation of GSK-3ß at Ser9, suggesting an increase in ß-catenin degradation as the underlying mechanism. Conversely, TRPM4 overexpression in LNCaP cells increases the Ser9 inhibitory phosphorylation of GSK-3ß and the total levels of ß-catenin and its nonphosphorylated form. Finally, PC3 cells with reduced levels of TRPM4 showed a decrease in basal and stimulated phosphoactivation of Akt1, which is likely responsible for the decrease in GSK-3ß activity in these cells. Our results also suggest that the effect of TRPM4 on Akt1 is probably mediated by an alteration in the calcium/calmodulin-EGFR axis, linking TRPM4 activity with the observed effects in ß-catenin-related signaling pathways. These results suggest a role for TRPM4 channels in ß-catenin oncogene signaling and underlying mechanisms, highlighting this ion channel as a new potential target for future therapies in prostate cancer.


Subject(s)
Cell Proliferation/genetics , Glycogen Synthase Kinase 3 beta/metabolism , Prostatic Neoplasms/metabolism , Proto-Oncogene Proteins c-akt/metabolism , TRPM Cation Channels/metabolism , beta Catenin/metabolism , Calcium/metabolism , Calmodulin/metabolism , Cell Line, Tumor , Disease Progression , Glycogen Synthase Kinase 3 beta/genetics , HEK293 Cells , Humans , Male , PC-3 Cells , Phosphorylation/genetics , Prostatic Neoplasms/genetics , Proto-Oncogene Proteins c-akt/genetics , TRPM Cation Channels/genetics , beta Catenin/genetics
12.
Rev. urug. cardiol ; 28(2): 136-140, ago. 2013. tab
Article in Spanish | LILACS | ID: lil-723560

ABSTRACT

Introducción: las enfermedades cardíacas son la principal causa de muerte en Uruguay. Se estima que la mitad de estos fallecimientos se presentan como un paro cardíaco dentro de la primera hora de inicio de los síntomas. Material y método: estudio descriptivo-analítico, retrospectivo, de los paros cardíacos extrahospitalarios no traumáticosde adultos asistidos entre los años 2007 y 2011 en Montevideo. Se realizó test de chi cuadrado, test de t y regresión logísticapara el análisis de asociación de variables. Resultados: se asistieron 692 pacientes con edad promedio de 71,5 años, sexo masculino 57,2%. La mediana del tiempo recepción del llamado-arribo fue de 9 minutos. Los ritmos al arribo: asistolía 59,3%, fibrilación ventricular 22,6%, actividadeléctrica sin pulso 16,8% y taquicardia ventricular sin pulso 1,01%. La supervivencia al ingreso hospitalario fue de21,2%. En el análisis univariado con respecto a la sobrevida intrahospitalaria se observó significación estadística en las variables: vía pública como lugar del evento (p=0,0004), fibrilación ventricular (p<0,0001), taquicardia paroxística supraventricular(p = 0,01) y asistolía (p < 0,0001) como ritmos al arribo y edad (p = 0,004). Cuando se consideraron en conjunto los ritmos desfibrilables, se asociaron a mayor sobrevida intrahospitalaria (p<0,0001). En el análisis multivariado con respecto a la sobrevida intrahospitalaria se observó significación estadística en la variable ritmos desfibrilables(p < 0,0001). Conclusión: hubo tiempos de respuesta adecuados de la emergencia móvil. La sobrevida intraospitalaria fue similar a la referida en estudios internacionales. Los paros cardíacos extrahospitalarios en ritmos desfibrilables, la vía pública como el lugar donde acontece el evento y las edades más bajas se asociaron a mayor sobrevida intrahospitalaria.


ntroduction: cardiovascular diseases are the leading cause of death in Uruguay. Is estimated that half of these deaths presents as cardiac arrest within the first hour of onset of symptoms.Methods: this is a retrospective descriptive-analytic study of nontraumatic adult out of hospital cardiac arrest (OHCA) between 2007 and 2011 in Montevideo. We performed chi-square test, t test and logistic regression to analyze the association of variables.Results: 692 patients were treated by non-traumatic OHCA. The average age was 71.5 y.o., 57.2% male. The median time of the call-arrival reception was 9 minutes. The rhythms on arrival were: asystole 59.3%, ventricular fibrillation 22.6%, pulseless electrical activity 16.8% and pulseless ventricular tachycardia 1.01%. The survival to hospital admission (SHA) was 21.2%. In univariate analysis in reference to the SHA statistical significance was observed in the following variables: public place (p = 0.0004), ventricular fibrillation (p <0.0001), PVT (p = 0.01), asystole (p <0.0001) and age (p = 0.004). When considered together shockable rhythms were associated with greater SHA (p <0.0001). In multivariate analysis referred to to the SHA statistical significance was observed in the variable shockable rhythms (p <0.0001).Conclusion: Times of emergency response were acceptable.Survival to hospital admission is similar to that reported in international studies. The OHCA shockable rhythms, a public place where the event occurs and lower age were associated with more survival to hospital admission.


Subject(s)
Female , Middle Aged , Aged, 80 and over , Out-of-Hospital Cardiac Arrest/mortality , Out-of-Hospital Cardiac Arrest/rehabilitation , Survival Analysis , Out-of-Hospital Cardiac Arrest/epidemiology
13.
Arch. pediatr. Urug ; 81(1): 5-15, 2010. tab
Article in Spanish | LILACS | ID: lil-588041

ABSTRACT

Introducción: la apendicitis aguda es la urgencia quirúrgica más frecuente en niños. Las dificultades diagnósticas determinan un porcentaje de apendicitis evolucionadas o de apendicectomías innecesarias. La morbilidad y la incidencia de estos eventos disminuye con la laparoscopía. Objetivo: presentar nuestra experiencia laparoscópica en niños, compararla con los trabajos internacionales y con la laparotomía en nuestro medio. Metodología: se realizó un trabajo retrospectivo de las laparoscopías diagnósticas (LD) y apendicectomías laparoscópicas (AL) en el período 2001-2009 . Se consideró: edad, sexo, tipo de apendicitis, tiempo quirúrgico, conversión, complicaciones, reintervención, estadía hospitalaria, antibioticoterapia, e histología. Se dividió la serie en un primer período de 50 apendicectomías en el que hubo criterios de exclusión, y un segundo de 75 en el que se desarrolló un aprendizaje tutorizado. Se compararon los dos períodos de la serie de AL entre sí, y la serie de AL con una serie local de apendicectomizados por vía abierta (AA). Las variables categóricas de interés se analizaron mediante test de Chi cuadrado, test de Fisher y test t de student, utilizando el programa Epi-info6. Resultados: se realizaron 164 procedimientos: 125 AL y 39 LD. Las primeras 50 AL se realizaron en 60 meses, y las 75 siguientes en 40. En el CHPR se realizaron 91 AL. La media de edad fue 10,2 (DE 1,9). Predominaron el sexo masculino (59%) y la apendicitis simple, que correspondió al 60,8% (76 casos). El índice de conversión en la serie fue de 4,8%, con disminución significativa (p=0,03) del primer período (10%) al segundo (1,3%). Hubo diferencia significativa (p de 0,002) en el tiempo quirúrgico entre el primer período (media 40’, DE 15,8) y el segundo (media 32’, DE 7,7). El índice de infección de la herida operatoria (IHO) en AL fue de 0,8% (un caso) y el de infección abdominal (IA) fue de 1,6% (dos casos)...


Introduction: acute appendicitis is the most common surgical emergency in children. The diagnostic difficulties determine a percentage of evolved appendicitis or unnecessary appendectomies. The morbidity and the incidence of these events diminishes with laparoscopy. Objective: to present our experience with laparoscopy in children, compared with international papers and laparotomy in our country.Method: we conducted a retrospective study of diagnostic laparoscopy (DL) and laparoscopic appendectomy (LA) in the period 2001-2009. Were considered: age, sex, type of appendicitis, surgical time, conversion, complications, reoperation, hospital stay, antibiotic therapy, and histology. We divided the series into a first period of 50 appendectomies in which there were exclusion criteria, and another 75 in which supervised learning was developed. We compared two periods of the AL series between themselves, and the number of AL with a local number with open appendectomy (AA). The categorical variables of interest were analyzed by Chi square, Fisher test and Student t test, using Epi-info 6.Results: 164 procedures were conducted: 125 AL and 39 LD. The first 50 were done in 60 months, and the following 75 in 40. The 91 were held CHPR AL. The mean age was 10.2 (SD 1.9). Males (59%) and simple appendicitis, which corresponded to 60.8% (76 cases), predominated. The conversion rate in the range was 4.8%, with significant reduction (p=0.03) from the first period (10%) to second (1.3%). There were significant reduction (p=0.002) in surgical time between the first period (average 40, DE 15.8) and second (mean 32', DE 7.7). The rate of surgical wound infection (SWI) in LA was 0.8% (one case) and abdominal infection (AI) was 1.6% (two cases). The AI and SWI in the series of AL was lower compared to the number of AA, with a significant reduction in SWI (p 0.001)...


Subject(s)
Humans , Infant , Child, Preschool , Child , Adolescent , Appendectomy/methods , Laparoscopy/methods , Appendicitis/surgery , Uruguay
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