Accurate risk assessment is essential for the success of population screening programs in breast cancer. Models with high sensitivity and specificity would enable programs to target more elaborate ...screening efforts to high-risk populations, while minimizing overtreatment for the rest. Artificial intelligence (AI)-based risk models have demonstrated a significant advance over risk models used today in clinical practice. However, the responsible deployment of novel AI requires careful validation across diverse populations. To this end, we validate our AI-based model, Mirai, across globally diverse screening populations.
We collected screening mammograms and pathology-confirmed breast cancer outcomes from Massachusetts General Hospital, USA; Novant, USA; Emory, USA; Maccabi-Assuta, Israel; Karolinska, Sweden; Chang Gung Memorial Hospital, Taiwan; and Barretos, Brazil. We evaluated Uno's concordance index for Mirai in predicting risk of breast cancer at one to five years from the mammogram.
A total of 128,793 mammograms from 62,185 patients were collected across the seven sites, of which 3,815 were followed by a cancer diagnosis within 5 years. Mirai obtained concordance indices of 0.75 (95% CI, 0.72 to 0.78), 0.75 (95% CI, 0.70 to 0.80), 0.77 (95% CI, 0.75 to 0.79), 0.77 (95% CI, 0.73 to 0.81), 0.81 (95% CI, 0.79 to 0.82), 0.79 (95% CI, 0.76 to 0.83), and 0.84 (95% CI, 0.81 to 0.88) at Massachusetts General Hospital, Novant, Emory, Maccabi-Assuta, Karolinska, Chang Gung Memorial Hospital, and Barretos, respectively.
Mirai, a mammography-based risk model, maintained its accuracy across globally diverse test sets from seven hospitals across five countries. This is the broadest validation to date of an AI-based breast cancer model and suggests that the technology can offer broad and equitable improvements in care.
The objective of this study was to compare the accuracies of double staining for p16/Ki-67 and the molecular test for high-risk HPV (hr-HPV) to identify high-grade cervical intraepithelial neoplasia ...(CIN2/CIN3) in women with cervical cytology of atypical squamous cells of undetermined significance (ASC-US) and low-grade squamous intraepithelial lesion (LSIL). Data were collected from 201 women who underwent cervical cytology screening in the Barretos Cancer Hospital and their results were categorized as ASC-US (n=96) or LSIL (n=105). All patients underwent colposcopy with or without cervical biopsy for diagnosis of CIN2/CIN3. The hr-HPV test (Cobas 4800 test) and immunocytochemistry were performed to detect biomarkers p16/Ki-67 (CINtec PLUS test). Two samples (1 ASC-US/1 LSIL) were excluded from the analysis due to inconclusive results of the histologic examination. There were 8 cases of CIN2/CIN3 among 95 women with ASC-US (8.4%), and 23 cases of CIN2/CIN3 among 104 women with LSIL (22.1%). In the group of women with ASC-US, the sensitivity and specificity in diagnosing CIN2/CIN3 were 87.5% and 79.5% for the HPV test and 62.5% and 93.1% for p16/Ki-67. Among women with LSIL, the sensitivity and specificity in the diagnosis of CIN2/CIN3 were 87% and 34.7% for the HPV test and 69.6% and 75.3% for immunocytochemistry. Superior performance was observed for p16/Ki-67 double staining, especially among women under 30 for whom the test had an area under the ROC curve of 0.762 (p<0.001). Both p16/Ki-67 double staining and the hr-HPV DNA test had similar performance in predicting high-grade cervical intraepithelial neoplasia among women with ASC-US. The best performance was observed in women aged >30 years. In younger women (≤30 years) with LSIL, p16/Ki-67 had greater accuracy in identifying precursor lesions. Among women >30 years diagnosed with LSIL, the two methods showed similar performance.
Breast metastases from extramammary cancers are rare and usually related to poor prognosis. The extramammary tumours most frequently exhibiting breast metastases are melanoma, lymphomas, ovarian ...cancer, lung and neuroendocrine tumours, and sarcomas. Owing to the lack of reliable and specific clinical or radiological signs for the diagnosis of breast metastases, a combination of techniques is needed to differentiate these lesions from primary breast carcinoma or even benign breast lesions. Multiple imaging methods may be used to evaluate these patients, including mammography, ultrasound, MRI, CT and positron emission tomography CT. Clinical and imaging manifestations are varied, depend on the form of dissemination of the disease and may mimic primary benign and malignant breast lesions. Haematologically disseminated metastases often develop as a circumscribed mass, whereas lymphatic dissemination often presents as diffuse breast oedema and skin thickening. Unlike primary carcinomas, breast metastases generally do not have spiculated margins, skin or nipple retraction. Microlobulated or indistinct margins may be present in some cases. Although calcifications are not frequently present in metastatic lesions, they occur more commonly in patients with ovarian cancer. Although rare, secondary malignant neoplasms should be considered in the differential diagnosis of breast lesions, in the appropriate clinical setting. Knowledge of the most common imaging features can help to provide the correct diagnosis and adequate therapeutic planning.
Introduction: The high incidence of skin cancer in Brazil has resulted in an urgent need for more efficient methods of reducing the time between initial diagnosis and therapy. Such delays are ...significant in large countries like Brazil, where a considerable proportion of the population live in remote areas with limited access to specialized medical care. To address this problem the use of mobile phones as screening devices for suspicious skin lesions has been incorporated as long-distance teledermatology services. Digital photography is now a convenient ancillary option to minimize treatment delays caused by the distance between the specialist doctor and patients. The authors have developed a friendly mobile application and website to take high quality digital images of suspicious lesions, and to capture patient data easily and quickly to be analyzed by skin cancer professionals at another location. Methods: This was a prospective study of a population of 39 individuals monitored by routine skin cancer screening by the Cancer Prevention Department at Barretos Cancer Hospital during 2016. All patients were evaluated in the dermatology clinic, where a differential diagnosis was made based on the clinical information and direct examination of suspicious lesions. A second dermatologist assessed the same clinical information and digital images of all lesions captured by teledermatology, and provided an independent diagnostic opinion on the likelihood of the lesions being benign or suggestive of malignancy. The diagnostic efficiencies of teledermatology and standard dermatology were then compared to the histopathological findings of each biopsy as the diagnostic gold standard, and then statistical parameters of each approach were evaluated. Results: The lesions studied in this comparison were mostly found on the face (69%), followed by upper limbs (15%), scalp (8%), trunk (6%) and lower limbs (2%). Final histopathological analyses of the biopsies in the study group showed that 71% of lesions were malignant, with 32% being squamous cell carcinoma and 68% being classified as basal cell carcinoma, and 29% were considered benign lesions. The overall sensitivities of teledermatology in comparison to face-to-face evaluation in the clinic were similar (clinic, 80.0%; teledermatology, 80.8%). Other comparisons including accuracy (clinic, 78.9%; teledermatology, 79.5%); specificity (clinic, 76.9%; teledermatology, 76.9%); positive predictive value (clinic, 87.0%; teledermatology, 87.5%); and negative predictive value (clinic, 66.7.0%; teledermatology, 66.7%) all showed equivalence. The inter-observer kappa value between face-to-face examination and teledermatology showed excellent agreement at 0.958. Conclusion: These preliminary findings indicate that the cell phone application developed to aid the diagnosis of skin cancer showed great potential and reliability, and can therefore be considered as an ancillary option in countries like Brazil, with isolated communities that have limited access to dermatology clinics.
Introduction: For the past 10 years, skin cancer has been the most frequent malignant neoplasm in Brazil and worldwide. Each year, there are more new cases of skin cancer than the combined incidence ...of cancers of the breast, prostate, lung and colon. There were an estimated 188 000 new cases of skin cancer in Brazil in 2016. The prevention department of Barretos Cancer Hospital (BCH) runs some prevention programs for cancer such as breast, prostate, cervical, oral, colon and skin cancers. The skin cancer prevention program comprises educational activities and medical assistance conducted at the hospital and at a mobile unit (MU). The objective of this study is to evaluate the use of the MU as part of a skin cancer prevention program, 10 years after the implementation of this prevention program, using an MU in remote areas of Brazil. Methods: The database of the BCH was used. These data refer to data collected by the BCH Prevention MU. A total of 45 872 patients with suspected skin cancer were evaluated at the MU from 2004 to 2013. Of these, 8954 surgical procedures (excisions and/or biopsy) were performed. Results: This study demonstrated a significant number of skin cancer cases diagnosed and treated by the MU. Conclusions: This study showed that the MU positively contributes to the early diagnosis and treatment of skin cancer among populations residing in remote areas of Brazil.
There are very few data about the mutational profile of families at-risk for hereditary breast and ovarian cancer (HBOC) from Latin America (LA) and especially from Brazil, the largest and most ...populated country in LA.
Of the 349 probands analyzed, 21.5% were BRCA1/BRCA2 mutated, 65.3% at BRCA1 and 34.7% at BRCA2 gene. The mutation c.5266dupC (former 5382insC) was the most frequent alteration, representing 36.7% of the BRCA1 mutations and 24.0% of all mutations identified. Together with the BRCA1 c.3331_3334delCAAG mutation, these mutations constitutes about 35% of the identified mutations and more than 50% of the BRCA1 pathogenic mutations. Interestingly, six new mutations were identified. Additionally, 39 out of the 44 pathogenic mutations identified were not previously reported in the Brazilian population. Besides, 36 different variants of unknown significance (VUS) were identified. Regarding ancestry, average ancestry proportions were 70.6% European, 14.5% African, 8.0% Native American and 6.8% East Asian.
This study characterized 349 Brazilian families at-risk for HBOC regarding their germline BRCA1/BRCA2 status and genetic ancestry.
This is the largest report of BRCA1/BRCA2 assessment in an at-risk HBOC Brazilian population. We identified 21.5% of patients harboring BRCA1/BRCA2 mutations and characterized the genetic ancestry of a sample group at-risk for hereditary breast cancer showing once again how admixed is the Brazilian population. No association was found between genetic ancestry and mutational status. The knowledge of the mutational profile in a population can contribute to the definition of more cost-effective strategies for the identification of HBOC families.
Melanoma de Mucosa Oral, Genital e Anorretal Mauad, Edmundo C.; Gomes, Uilho A.; Gonçalves, Miguel Aboriham ...
Revista Brasileira de Cancerologia,
12/2022, Letnik:
46, Številka:
2
Journal Article
Recenzirano
Odprti dostop
Entre 1970 e 1997, 411 pacientes com diagnóstico de melanoma foram atendidos no Hospital São Judas Tadeu de Barretos. Destes, 7 (1,7%) eram de mucosa e os respectivos prontuários foram analisados ...para este trabalho. Quanto à localização, eram anorretal; 2 eram vulvovaginal, e 1 localizava-se no palato; havia seis pacientes do sexo feminino e um masculino variando as idades de 31 a 81 anos (média = 61 anos). Apenas um paciente apresentou tumor localizado (está com quase 5 anos de sobrevida), 4 tinham doença regional (todos faleceram antes de 3 anos após o diagnóstico) e dois tinham metástases (óbitos ocorridos antes de um ano após diagnóstico). Os tratamentos variaram de conformidade com o estadiamento da doença. Os dados evidenciam o prognóstico ruim da moléstia, que se apresenta, usualmente em estádios avançados e, freqüentemente, com metástases.
High-resolution microendoscopy Grant, Benjamin D.; Fregnani, José H.T.G.; Resende, Júlio C. Possati ...
European journal of cancer prevention,
01/2017, Letnik:
26, Številka:
1
Journal Article
Recenzirano
Cervical cancer is the third leading cause of cancer-related death among women in low-to-middle income countries. Pap testing and pathological services are difficult to implement under these ...settings. Alternative techniques for the diagnosis of cervical precancer in these settings are needed to reduce the burden of the disease. The objective of this study was to evaluate the diagnostic accuracy of a low-cost, high-resolution microendoscope imaging system in identifying precancerous lesions of the cervix in vivo. A retrospective study of 59 patients undergoing colposcopy for an abnormal Pap test was performed at Hospital de Câncer de Barretos in Brazil. All patients underwent colposcopy as per standard of care, and acetowhite lesions were recorded. High-resolution microendoscopy (HRME) images were obtained from one colposcopically normal region and from all lesions observed on colposcopy. Biopsies of abnormal areas were obtained and reviewed by three independent, blinded pathologists and compared with HRME findings. The mean nuclear area and the median nuclear eccentricity were calculated from HRME images acquired from each site. A diagnostic algorithm to distinguish histopathologically diagnosed cervical intraepithelial neoplasias of grade 2 or more severe lesions (high grade) from less severe lesions (low grade) was developed using these parameters. A test of trend was used to analyze the relationship between HRME positivity and severity of histopathogical diagnosis. Fisher’s exact test was used to analyze differences in HRME positivity between high-grade and low-grade lesions. Evaluable images were obtained from 108 of 143 discrete sites. Of these, 71 sites were colposcopically normal or low grade according to histopathology and 37 were diagnosed as high grade on the basis of histopathology. Using the mean nuclear area and the median nuclear eccentricity, HRME images from 59 colposcopically abnormal sites were classified as high grade or low grade with 92% sensitivity and 77% specificity compared with histopathological findings. Increasing HRME positivity showed a significant trend with increasing severity of diagnosis (P
trend < 0.001). We found a strong association (P < 0.001) between HRME positivity and a histopathological diagnosis of cervical intraepithelial neoplasia of grade 2 or higher. HRME demonstrated an accurate in-situ diagnosis of high-grade dysplasia. In low-resource settings in which colposcopy and histopathology services are severely limited or unavailable, HRME may provide a low-cost, accurate method for diagnosis of cervical precancer without the need for biopsy, allowing for a single ‘screen-and-treat’ approach.
Given growing specialization in medical care, optimal care may require regionalization, which may create access barriers. We tested this within a large prostate cancer (PC) screening program in ...Brazil. In 2004–2007, Barretos Cancer Hospital prospectively screened men for PC throughout rural Brazil. Men with abnormal screen were referred for follow-up and possible biopsy. We tested the link between distance from screening site to Barretos Cancer Hospital and risk of noncompliance with showing up for biopsy, PC on biopsy and, among those with PC, PC grade using crude and multivariable logistic regression analysis. Among 10,467 men undergoing initial screen, median distance was 257 km (IQR: 135–718 km). On crude and multivariable analyses, farther distance was significantly linked with biopsy noncompliance (OR/100 km: 0.83, P<0.001). Among men who lived within 150 km of Barretos Cancer Hospital, distance was unrelated to compliance (OR/100 km: 1.09, P=0.87). There was no association between distance and PC risk or PC grade (all P>0.25). In Brazil, where distances to referral centers can be large, greater distance was related to reduced biopsy compliance in a PC screening cohort. Among men who lived within 150 km, distance was unrelated to compliance. Care regionalization may reduce access when distances are large.
To develop and validate a nomogram to estimate the probability of prostate cancer (PCa) in men undergoing opportunistic screening.
This was a cross-sectional observational study on a cohort of men ...screened for PCa at the Barretos Cancer Hospital (BCH) between January 2004 and December 2007. Patients' data were collected from their charts and binary logistic regression analyses were performed to assess the power of various factor combinations as predictors of the PCa risk.
Out of the 1,313 screened men who underwent prostate biopsy, 553 (42.1%) had histopathological confirmation of PCa. The logistic regression analyses provided an area under the receiver operating characteristics (ROC) curve (AUC) of 0.737 (95% confidence interval (CI)=0.678-0.796) for the best predictor combination. A nomogram was constructed to estimate the individual risk for PCa prior to biopsy.
Our nomogram provides an easy and practical method, superior in performance to the traditional criteria, predicting the diagnosis of PCa with a reasonable accuracy.
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