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1.
Cancer Med ; 13(17): e70144, 2024 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-39263943

RESUMO

AIMS AND BACKGROUND: Matrix metalloproteinase-7 (MMP-7) and Syndecan-1 (SDC1) are involved in multiple functions during tumorigenesis. We aimed to evaluate the diagnostic and prognostic performance of these serum proteins, as potential biomarkers, in patients with pancreatic ductal adenocarcinoma (PDAC) and benign pancreatic cysts. METHODS: In this case-control study, patients with newly diagnosed PDAC (N = 121) were compared with the benign cyst (N = 66) and healthy control (N = 48) groups. Serum MMP-7 and SDC1 were measured by ELISA. The diagnostic accuracy of their levels for diagnosing PDAC and pancreatic cysts was computed, and their association with survival outcomes was evaluated. RESULTS: MMP-7 median serum levels were significantly elevated in the PDAC (7.3 ng/mL) and cyst groups (3.7 ng/mL) compared with controls (2.9 ng/mL) (p < 0.001 and 0.02, respectively), and also between the PDAC and cyst groups (p < 0.001), while SDC1 median serum levels were significantly elevated in PDAC (43.3 ng/mL) compared with either cysts (30.1 ng/mL, p < 0.001) or controls (31.2 ng/mL, p < 0.001). The receiver operating characteristic curve analysis area under the curve in PDAC versus controls was 0.90 and 0.78 for MMP-7 and SDC1, respectively, while it was 1.0 for the combination of the two and CA 19-9 (p < 0.001). The combination of the three biomarkers had a perfect sensitivity (100%). CONCLUSIONS: Due to its high sensitivity, this biomarker panel has the potential to rule out PDAC in suspected cases.


Assuntos
Biomarcadores Tumorais , Antígeno CA-19-9 , Carcinoma Ductal Pancreático , Metaloproteinase 7 da Matriz , Neoplasias Pancreáticas , Sindecana-1 , Humanos , Metaloproteinase 7 da Matriz/sangue , Sindecana-1/sangue , Carcinoma Ductal Pancreático/sangue , Carcinoma Ductal Pancreático/diagnóstico , Masculino , Feminino , Biomarcadores Tumorais/sangue , Pessoa de Meia-Idade , Antígeno CA-19-9/sangue , Idoso , Estudos de Casos e Controles , Neoplasias Pancreáticas/sangue , Neoplasias Pancreáticas/diagnóstico , Prognóstico , Curva ROC , Adulto , Idoso de 80 Anos ou mais , Cisto Pancreático/sangue , Cisto Pancreático/diagnóstico
2.
Surg Clin North Am ; 104(5): 965-974, 2024 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-39237171

RESUMO

Pancreatic Cystic Neoplasms (PCN) represent a diverse group of tumors, some of which may progress to pancreatic cancer. Considering their high prevalence in the general population, the development of reliable biomarkers is crucial. The ideal biomarker will accurately diagnose the subtype of PCN and assess the risk of high-grade dysplasia or invasive cancer. Cyst fluid analysis has emerged as a promising approach to accomplish this goal, yet no single marker has yet gained unanimous support for routine inclusion in PCN evaluation.


Assuntos
Líquido Cístico , Cisto Pancreático , Neoplasias Pancreáticas , Humanos , Cisto Pancreático/diagnóstico , Líquido Cístico/química , Neoplasias Pancreáticas/diagnóstico , Biomarcadores Tumorais/análise , Biomarcadores Tumorais/metabolismo
4.
BMJ Case Rep ; 17(8)2024 Aug 29.
Artigo em Inglês | MEDLINE | ID: mdl-39209745

RESUMO

Acinar cystic transformation (ACT) of the pancreas is a rare non-neoplastic cystic lesion. It is difficult to distinguish from more concerning pathology, particularly a side-branch duct intraductal papillary mucinous neoplasm (IPMN). All reported cases of ACT have been clinically benign with no evidence of recurrence or malignant transformation. The Fukuoka guidelines is a classification system designed to help guide the management of IPMNs and mucinous cystic neoplasms. We report a case of ACT that was preoperatively diagnosed as a suspected side-branch IPMN. Through the application of current guidelines, the patient underwent a Whipple's procedure. We highlight the difficulties in obtaining an accurate preoperative diagnosis in cases of ACT and the current radiological and cytological methods available to clinicians.


Assuntos
Cisto Pancreático , Neoplasias Intraductais Pancreáticas , Humanos , Diagnóstico Diferencial , Pâncreas/patologia , Pâncreas/diagnóstico por imagem , Cisto Pancreático/diagnóstico , Cisto Pancreático/patologia , Neoplasias Intraductais Pancreáticas/diagnóstico , Neoplasias Intraductais Pancreáticas/patologia , Neoplasias Intraductais Pancreáticas/cirurgia , Tomografia Computadorizada por Raios X
5.
Tomography ; 10(7): 1148-1158, 2024 Jul 16.
Artigo em Inglês | MEDLINE | ID: mdl-39058059

RESUMO

BACKGROUND: Pancreatic cysts in autosomal dominant polycystic kidney disease (ADPKD) correlate with PKD2 mutations, which have a different phenotype than PKD1 mutations. However, pancreatic cysts are commonly overlooked by radiologists. Here, we automate the detection of pancreatic cysts on abdominal MRI in ADPKD. METHODS: Eight nnU-Net-based segmentation models with 2D or 3D configuration and various loss functions were trained on positive-only or positive-and-negative datasets, comprising axial and coronal T2-weighted MR images from 254 scans on 146 ADPKD patients with pancreatic cysts labeled independently by two radiologists. Model performance was evaluated on test subjects unseen in training, comprising 40 internal, 40 external, and 23 test-retest reproducibility ADPKD patients. RESULTS: Two radiologists agreed on 52% of cysts labeled on training data, and 33%/25% on internal/external test datasets. The 2D model with a loss of combined dice similarity coefficient and cross-entropy trained with the dataset with both positive and negative cases produced an optimal dice score of 0.7 ± 0.5/0.8 ± 0.4 at the voxel level on internal/external validation and was thus used as the best-performing model. In the test-retest, the optimal model showed superior reproducibility (83% agreement between scan A and B) in segmenting pancreatic cysts compared to six expert observers (77% agreement). In the internal/external validation, the optimal model showed high specificity of 94%/100% but limited sensitivity of 20%/24%. CONCLUSIONS: Labeling pancreatic cysts on T2 images of the abdomen in patients with ADPKD is challenging, deep learning can help the automated detection of pancreatic cysts, and further image quality improvement is warranted.


Assuntos
Aprendizado Profundo , Imageamento por Ressonância Magnética , Cisto Pancreático , Rim Policístico Autossômico Dominante , Humanos , Rim Policístico Autossômico Dominante/diagnóstico por imagem , Rim Policístico Autossômico Dominante/complicações , Rim Policístico Autossômico Dominante/patologia , Cisto Pancreático/diagnóstico por imagem , Cisto Pancreático/patologia , Imageamento por Ressonância Magnética/métodos , Feminino , Masculino , Pessoa de Meia-Idade , Adulto , Reprodutibilidade dos Testes , Pâncreas/diagnóstico por imagem , Pâncreas/patologia , Interpretação de Imagem Assistida por Computador/métodos , Idoso
7.
Ann Surg ; 280(4): 683-692, 2024 Oct 01.
Artigo em Inglês | MEDLINE | ID: mdl-38842190

RESUMO

OBJECTIVE: To quantify the rate of progression in surveilled cysts and assess what factors should indicate delayed resection. BACKGROUND: Side-branch intraductal papillary mucinous neoplasms (SB-IPMNs) are increasingly discovered, making it challenging to identify which patients require resection, thus avoiding inappropriate treatment. Most incidental lesions are surveyed, yet the consequences of that decision remain uncertain. METHODS: A prospectively maintained database of pancreatic cystic neoplasms was queried for patients with SB-IPMN. Patients with ≥2 imaging studies >6 months apart were included. Clinically relevant progression (CR-progression) was defined by symptoms, worrisome/high-risk stigmata, or invasive cancer (IC). Growth ≥5 mm in 2 years is considered CR-progression; size ≥3 cm alone is not. RESULTS: Between 1997 and 2023, 1337 patients were diagnosed with SB-IPMN. Thirty-seven (2.7%) underwent up-front surgery; 1000 (75.0%) had >6 months of surveillance.The rate of CR-progression was 15.3% (n = 153) based on size increase (n = 63, 6.3%), main-duct involvement (n = 48, 4.8%), symptoms (n = 8, 5.0%), or other criteria (n = 34, 3.4%). At a median follow-up of 6.6 years (interquartile range: 3.0-10.26), 17 patients (1.7%) developed IC. Those with CR-progression developed IC in 11.1% (n = 17) and high-grade dysplasia (HGD) in 6.5% (n = 10). Nearly half of the cancers were not contiguous with the surveyed SB-IPMN.Size ≥3 cm was not associated with HGD/IC ( P = 0.232). HGD/IC was least common in CR-progression determined by size growth (6.3%) versus main-duct involvement (24%) or other (43%, P < 0.001)Patients with CR-progression demonstrated improved survival (overall survival) with resection on time-to-event ( P < 0.001) and multivariate Cox regression (hazard ratio = 0.205, 0.096-0.439, P < 0.001) analyses. Overall survival was not improved with resection in all patients ( P = 0.244). CONCLUSIONS: CR-progression for SB-IPMNs is uncommon, with the development of cancer anywhere in the pancreas being rare. Initial size should not drive resection. Long-term and consistent nonoperative surveillance is warranted, with surgery currently reserved for CR-progression, knowing that the majority of these still harbor low-grade pathology.


Assuntos
Progressão da Doença , Neoplasias Intraductais Pancreáticas , Neoplasias Pancreáticas , Humanos , Masculino , Feminino , Idoso , Pessoa de Meia-Idade , Seguimentos , Neoplasias Pancreáticas/cirurgia , Neoplasias Pancreáticas/patologia , Neoplasias Pancreáticas/mortalidade , Neoplasias Intraductais Pancreáticas/patologia , Neoplasias Intraductais Pancreáticas/cirurgia , Cisto Pancreático/patologia , Cisto Pancreático/cirurgia , Carcinoma Ductal Pancreático/cirurgia , Carcinoma Ductal Pancreático/patologia , Carcinoma Ductal Pancreático/mortalidade , Pancreatectomia/métodos , Adenocarcinoma Mucinoso/patologia , Adenocarcinoma Mucinoso/cirurgia , Adulto
8.
Clin J Gastroenterol ; 17(5): 994-998, 2024 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-38922496

RESUMO

To our best knowledge, the formation of a pancreatico-renal fistula and the presence of pancreatic fluid collection in the renal subcapsular space have not been reported as autoimmune pancreatitis (AIP) complications. We describe a case of a pancreatico-renal fistula associated with type 1 AIP. The patient presented with abdominal and back pain accompanied by pancreatic cystic lesions during an untreated course of AIP. The diagnosis of pancreatico-renal fistula was based on the presence of a left renal subcapsular fluid collection containing pancreatic amylase, disappearance of pancreatic cysts, and a defect in the partial anterior renal fascia observed on imaging studies. Treatment with steroids and percutaneous drainage resulted in improvement. Pancreatic pseudocysts can affect other organs owing to their digestive action. Similar symptoms may occur in patients with AIP.


Assuntos
Pancreatite Autoimune , Fístula Pancreática , Humanos , Pancreatite Autoimune/complicações , Fístula Pancreática/etiologia , Masculino , Tomografia Computadorizada por Raios X , Cisto Pancreático/complicações , Cisto Pancreático/diagnóstico por imagem , Pessoa de Meia-Idade , Nefropatias/etiologia , Drenagem , Fístula Urinária/etiologia
9.
Abdom Radiol (NY) ; 49(10): 3517-3527, 2024 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-38888739

RESUMO

OBJECTIVE: To retrospectively compare inter- and intra-reader agreement of abbreviated MRCP (aMRCP) with comprehensive MRI (cMRCP) protocol for detection of worrisome features, high-risk stigmata, and concomitant pancreatic cancer in pancreatic cyst surveillance. METHODS: 151 patients (104 women, mean age: 69[10] years) with baseline and follow-up contrast-enhanced MRIs were included. This comprised 138 patients under cyst surveillance with 5-year follow-up showing no pancreatic ductal adenocarcinoma (PDAC), 6 with pancreatic cystic lesion-derived malignancy, and 7 with concomitant PDAC. The aMRCP protocol used four sequences (axial and coronal Half-Fourier Single-shot Turbo-spin-Echo, axial T1 fat-saturated pre-contrast, and 3D-MRCP), while cMRCP included all standard sequences, including post-contrast. Three blinded abdominal radiologists assessed baseline cyst characteristics, worrisome features, high-risk stigmata, and PDAC signs using both aMRCP and cMRCP, with a 2-week washout period. Intra- and inter-reader agreement were calculated using Fleiss' multi-rater kappa and Intra-class Correlation Coefficient (ICC). 95% confidence intervals (CI) were calculated. RESULTS: Cyst size, growth, and abrupt main pancreatic duct transition had strong intra- and inter-reader agreement. Intra-reader agreement was ICC = 0.93-0.99 for cyst size, ICC = 0.71-1.00 for cyst growth, and kappa = 0.83-1.00 for abrupt duct transition. Inter-reader agreement for cyst size was ICC = 0.86 (aMRCP) and ICC = 0.83 (cMRCP), and for abrupt duct transition was kappa = 0.84 (aMRCP) and kappa = 0.69 (cMRCP). Thickened cyst wall, mural nodule and cyst-duct communication demonstrated varying intra-reader agreements and poor inter-reader agreements. CONCLUSION: aMRCP showed high intra- and inter-reader agreement for most pancreatic cyst parameters that highly rely on T2-weighted sequences.


Assuntos
Colangiopancreatografia por Ressonância Magnética , Cisto Pancreático , Neoplasias Pancreáticas , Humanos , Feminino , Cisto Pancreático/diagnóstico por imagem , Idoso , Masculino , Estudos Retrospectivos , Colangiopancreatografia por Ressonância Magnética/métodos , Neoplasias Pancreáticas/diagnóstico por imagem , Meios de Contraste , Variações Dependentes do Observador , Pessoa de Meia-Idade , Reprodutibilidade dos Testes , Pâncreas/diagnóstico por imagem , Pâncreas/patologia , Imageamento por Ressonância Magnética/métodos
10.
Med Sci Monit ; 30: e941955, 2024 Jun 14.
Artigo em Inglês | MEDLINE | ID: mdl-38872280

RESUMO

BACKGROUND Hemorrhagic cysts are rarely discussed subtypes of pancreatic pseudocysts that occur in about 10% of these cases. They are caused by erosion of the walls of neighboring vessels by extravasated proteolytic pancreatic enzymes. A retrospective analysis was performed to clinically characterize risk factors, treatment, and outcome in patients with hemorrhagic cysts of the pancreas. MATERIAL AND METHODS The retrospective study included patients from the Department of Digestive Tract Surgery in Katowice, Poland, who were treated surgically for a pancreatic hemorrhagic cyst from January 2016 to November 2022. We gathered and assessed data on cyst etiology, symptoms, imaging examinations, risk factors, time, type, and complications of surgery. RESULTS The main symptom was abdominal pain, noted in 5 (62.5%) patients. The most common etiology of cyst was acute pancreatitis, which occurred in 5 patients (62.5%). The most common localization was the tail of pancreas, found in 3 patients (36.5%). The largest dimension of the cyst was 98±68 (30-200) mm. Every patient needed surgical intervention. Patients underwent distal pancreatectomy (n=3) or marsupialization (n=5). One (12.5%) postoperative complication was observed, while mortality was 0%. CONCLUSIONS Hemorrhagic cyst is a life-threatening complication of pancreatitis requiring immediate treatment. In most cases, open surgery is the treatment of choice. Despite the continuous development of minimally invasive techniques, surgical treatment remains the only effective treatment method. Depending on the cyst localization and technical possibilities, pancreatectomy or marsupialization can be applied, and both of them have low complication and mortality rates.


Assuntos
Hemorragia , Pancreatectomia , Cisto Pancreático , Humanos , Masculino , Feminino , Pessoa de Meia-Idade , Fatores de Risco , Estudos Retrospectivos , Cisto Pancreático/cirurgia , Cisto Pancreático/complicações , Idoso , Hemorragia/etiologia , Resultado do Tratamento , Adulto , Pancreatectomia/métodos , Polônia/epidemiologia , Pâncreas/cirurgia , Pâncreas/patologia , Pseudocisto Pancreático/cirurgia , Pseudocisto Pancreático/etiologia , Pancreatite/etiologia , Pancreatite/complicações , Complicações Pós-Operatórias/etiologia , Dor Abdominal/etiologia
11.
BMC Gastroenterol ; 24(1): 201, 2024 Jun 17.
Artigo em Inglês | MEDLINE | ID: mdl-38886637

RESUMO

BACKGROUND: Dilatation of common bile duct (CBD) is mostly pathological and mainly occurs secondary to mechanical causes. We aimed to explore the prevalence of CBD dilatation in Intraductal Papillary Mucinous Neoplasms of the pancreas (IPMN) among patients referred to EUS. METHODS: A retrospective study of all patients who had an EUS diagnosis of IPMN from 2011 to 2019 at Galilee Medical Center were extracted. Control group including patients with other types of pancreatic cysts. RESULTS: Overall, 2400 patients were included in the study, of them 158 patients were diagnosed with pancreatic cysts, 117 patients (74%) diagnosed with IPMN (group A), and 41 patients (26%) diagnosed with other pancreatic cysts (group B). Univariate analysis showed significant association of IPMN (OR 3.8, 95% CI 1.3-11.5), resected gallbladder (GB) (OR 7.75, 95% CI 3.19-18.84), and age (OR 1, 95% CI 1.01-1.08) with CBD dilatation. Classifying IPMN to sub-groups using adjusted multivariate logistic regression analysis, only main duct-IPMN (MD-IPMN) significantly correlated with CBD dilatation compared to branch duct (BD)-IPMN and mixed type-IPMN (OR 19.6, 95% CI 4.57-83.33, OR 16.3, 95% CI 3.02-88.08). CONCLUSION: MD-IPMN was significantly correlated with dilated CBD. Assessment of the pancreas is warranted in encountered cases of dilated CBD without obvious mechanical cause.


Assuntos
Ducto Colédoco , Humanos , Masculino , Feminino , Estudos Retrospectivos , Pessoa de Meia-Idade , Dilatação Patológica/diagnóstico por imagem , Idoso , Ducto Colédoco/diagnóstico por imagem , Ducto Colédoco/patologia , Neoplasias Intraductais Pancreáticas/patologia , Neoplasias Intraductais Pancreáticas/diagnóstico por imagem , Endossonografia , Cisto Pancreático/patologia , Cisto Pancreático/diagnóstico por imagem , Neoplasias Pancreáticas/patologia , Neoplasias Pancreáticas/diagnóstico por imagem , Carcinoma Ductal Pancreático/patologia , Carcinoma Ductal Pancreático/diagnóstico por imagem , Adenocarcinoma Mucinoso/patologia , Adenocarcinoma Mucinoso/diagnóstico por imagem
12.
Gastrointest Endosc Clin N Am ; 34(3): 537-552, 2024 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-38796298

RESUMO

Endoscopic ultrasound (EUS) has rapidly evolved from a diagnostic to a therapeutic tool with applications for various pancreaticobiliary diseases. As part of this evolution, EUS-guided chemoablation for neoplastic pancreatic cysts is developing as a minimally invasive treatment option for appropriately selected mucinous cysts, which can spare patients major resective surgery and may reduce progression to pancreatic cancer. Chemotherapeutic cyst ablation has demonstrated encouraging complete resolution rates, while an alcohol-free chemoablation protocol has demonstrated a significant decrease in adverse events without a compromise to complete ablation rates when compared with previous alcohol-based protocols. Most pancreatic cysts are small, low risk, and best managed by surveillance per accepted guidelines. Cysts with features suggestive of overt malignancy are best discussed by a multidisciplinary committee, and surgery is considered if appropriate. However, for patients in the middle ground with cysts that are structurally suitable for chemoablation, alcohol-free chemoablation has been shown to allow effective, safe, and durable results especially for those who are not ideal operative candidates. EUS-guided alcohol-free chemoablation is promising and continues to evolve; however, as a relatively novel treatment option it has areas of uncertainty that will require further investigation and development.


Assuntos
Endossonografia , Cisto Pancreático , Humanos , Cisto Pancreático/cirurgia , Cisto Pancreático/diagnóstico por imagem , Endossonografia/métodos , Técnicas de Ablação/métodos , Neoplasias Pancreáticas/cirurgia , Neoplasias Pancreáticas/diagnóstico por imagem , Ultrassonografia de Intervenção/métodos
15.
Korean J Radiol ; 25(6): 559-564, 2024 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-38807337

RESUMO

Incidental pancreatic cystic lesions are a common challenge encountered by diagnostic radiologists. Specifically, given the prevalence of benign pancreatic cystic lesions, determining when to recommend aggressive actions such as surgical resection or endoscopic ultrasound with sampling is difficult. In this article, we review the common types of cystic pancreatic lesions including serous cystadenoma, intraductal papillary mucinous neoplasm, and mucinous cystic neoplasm with imaging examples of each. We also discuss high-risk or worrisome imaging features that warrant a referral to a surgeon or endoscopist and provid several examples of these features. These imaging features adhere to the latest guidelines from the International Consensus Guidelines, American Gastroenterological Association (2015), American College of Gastroenterology (2018), American College of Radiology (2010, 2017), and European Guidelines (2013, 2018). Our focused article addresses the imaging dilemma of managing incidental cystic pancreatic lesions, weighing the options between imaging follow-up and aggressive interventions.


Assuntos
Achados Incidentais , Cisto Pancreático , Neoplasias Pancreáticas , Humanos , Cisto Pancreático/diagnóstico por imagem , Neoplasias Pancreáticas/diagnóstico por imagem , Diagnóstico Diferencial , Pâncreas/diagnóstico por imagem , Pâncreas/patologia , Tomografia Computadorizada por Raios X/métodos
16.
Mod Pathol ; 37(7): 100510, 2024 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-38705280

RESUMO

Cytologic examination of epithelial cells in cyst fluids from pancreatic mucinous cysts is the optimal method for identifying high-grade atypia (HGA), which may represent histologic high-grade dysplasia (HGD) or invasive carcinoma and thereby classify the cyst as high risk, warranting surgical resection. Cytologic features of HGA were previously described at our institution in 2013 and implemented thereafter, but performance of grading with these criteria has not yet been reported. In total, 1322 pancreatic cyst fluid specimens (2014-2021) were identified; all pathology reports and relevant clinical data were reviewed in detail; and 230 unique cysts (217 patients) contained neoplastic mucinous epithelium. Of the 230 cysts, 178 had low-grade atypia (LGA), and 52 had HGA. Ninety-seven cysts had histologic follow-up: 77 (79%) were resections and 20 (21%) were diagnostic surgical biopsies only. Moreover, 92 (95%) were confirmed neoplastic mucinous cysts, 3 were adenocarcinomas, and 2 were benign entities. Among histologically confirmed neoplastic mucinous cysts, 58 had low-grade dysplasia (LGD); 34 had HGD, of which 14 also had invasive carcinoma. A significantly higher proportion of cysts with HGA (63%) demonstrated at least HGD on follow-up compared to those with LGA (26%, P < .001). The sensitivity and specificity of HGA for accurately classifying a high-risk cyst were 54% and 81%, respectively. Of the 230 cysts, 146 (64%) cysts had corresponding next-generation sequencing results; 31% of HGA cysts harbored a high-risk mutation (TP53, CDKN2A, and/or SMAD4) vs 7% of LGA cysts (P < .001). Among cysts without histologic confirmation, 25% of HGA cysts had high-risk mutation vs 7% of LGA cysts. The grade of cytologic atypia was predictive of overall survival and recurrence-free survival (P < .001 and P = .020, respectively). Implementation of cytologic criteria for HGA in pancreatic mucinous cysts has relatively low sensitivity but modest specificity for classifying a high-risk cyst. Although high-risk mutations were more commonly found in cysts with HGA, their frequency is overall low. Thus, evaluating the degree of cytologic atypia, which is predictive of patient survival, provides significant value and informs patient outcomes.


Assuntos
Cisto Pancreático , Neoplasias Pancreáticas , Humanos , Cisto Pancreático/patologia , Masculino , Feminino , Pessoa de Meia-Idade , Idoso , Neoplasias Pancreáticas/patologia , Neoplasias Pancreáticas/mortalidade , Neoplasias Pancreáticas/genética , Adulto , Idoso de 80 Anos ou mais , Seguimentos , Líquido Cístico , Adulto Jovem , Gradação de Tumores
17.
J Appl Clin Med Phys ; 25(7): e14380, 2024 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-38715381

RESUMO

PURPOSE: The aim of this study is to develop a deep learning model capable of discriminating between pancreatic plasma cystic neoplasms (SCN) and mucinous cystic neoplasms (MCN) by leveraging patient-specific clinical features and imaging outcomes. The intent is to offer valuable diagnostic support to clinicians in their clinical decision-making processes. METHODS: The construction of the deep learning model involved utilizing a dataset comprising abdominal magnetic resonance T2-weighted images obtained from patients diagnosed with pancreatic cystic tumors at Changhai Hospital. The dataset comprised 207 patients with SCN and 93 patients with MCN, encompassing a total of 1761 images. The foundational architecture employed was DenseNet-161, augmented with a hybrid attention mechanism module. This integration aimed to enhance the network's attentiveness toward channel and spatial features, thereby amplifying its performance. Additionally, clinical features were incorporated prior to the fully connected layer of the network to actively contribute to subsequent decision-making processes, thereby significantly augmenting the model's classification accuracy. The final patient classification outcomes were derived using a joint voting methodology, and the model underwent comprehensive evaluation. RESULTS: Using the five-fold cross validation, the accuracy of the classification model in this paper was 92.44%, with an AUC value of 0.971, a precision rate of 0.956, a recall rate of 0.919, a specificity of 0.933, and an F1-score of 0.936. CONCLUSION: This study demonstrates that the DenseNet model, which incorporates hybrid attention mechanisms and clinical features, is effective for distinguishing between SCN and MCN, and has potential application for the diagnosis of pancreatic cystic tumors in clinical practice.


Assuntos
Aprendizado Profundo , Imageamento por Ressonância Magnética , Neoplasias Pancreáticas , Humanos , Neoplasias Pancreáticas/diagnóstico por imagem , Neoplasias Pancreáticas/patologia , Imageamento por Ressonância Magnética/métodos , Processamento de Imagem Assistida por Computador/métodos , Interpretação de Imagem Assistida por Computador/métodos , Feminino , Algoritmos , Masculino , Cisto Pancreático/diagnóstico por imagem
18.
Pancreatology ; 24(5): 764-770, 2024 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-38796308

RESUMO

BACKGROUND: Pancreatic cysts are often incidentally detected on routine imaging studies. Of these, mucinous cysts have a malignant potential. Several guidelines propose different management strategies, and implementation in patient care is inconsistent in the absence of dedicated infrastructure. METHODS: To address the challenges of pancreatic cyst diagnosis and management, we established a multidisciplinary pancreas cyst clinic (PCC) within our health system. This clinic encompasses both tertiary care academic centers and community hospitals, with leadership from surgical oncology, gastroenterology, and radiology. Our PCC's primary goal is to provide accurate diagnosis and tailored management recommendations for all patients with pancreatic cysts. Additionally, we maintain a prospective database to study the disease's natural history and the outcomes of various treatment strategies. CLINIC INFRASTRUCTURE: The clinic meets once per week for 45 min virtually via Zoom in the mornings. Patients are referred via electronic medical record (EMR) order, telephone call, or email from patient or referring provider. A dedicated advanced practice provider reviews referrals several times per day, calls patients to gather clinical data, ensures imaging is uploaded, and coordinates logistical aspects of the meeting during the dedicated time. Conferences are attended by representatives from surgery, radiology, medical pancreatology, and interventional gastroenterology. Each patient case is reviewed in detail and recommendations are submitted to referring providers and patients via an EMR message and letter. For patients requiring imaging surveillance, patients are followed longitudinally by the referring provider, gastroenterology team, or surgical team. For patients requiring endoscopic ultrasound (EUS) or surgical consultation, expedited referral to these services is made with prompt subsequent evaluation. RESULTS: A total of 1052 patients from our health system were evaluated between 2020 and 2021. Of these, 196 (18.6 %) underwent EUS, 41 (3.9 %) underwent upfront surgical resection, and the remainder were referred to gastroenterology (141-13.4 %), surgery (314-29.8 %), or back to their referring provider (597-56.7 %) for ongoing surveillance in collaboration with their primary care provider (PCP). Of cysts under surveillance, 61.3 % remained stable, 13.2 % increased in size, and 2 % decreased in size. A total of 2.3 % of patients were recommended to discontinue surveillance. CONCLUSIONS: The PCC provides infrastructure that has served to provide multidisciplinary review and consensus recommendations to patients with pancreatic cysts. This has served to improve the application of guidelines while providing individualized recommendations to each patient, while aiding non-expert referring providers throughout the region.


Assuntos
Cisto Pancreático , Humanos , Cisto Pancreático/terapia , Cisto Pancreático/diagnóstico , Cisto Pancreático/diagnóstico por imagem , Equipe de Assistência ao Paciente , Encaminhamento e Consulta
20.
Zhongguo Yi Xue Ke Xue Yuan Xue Bao ; 46(2): 275-280, 2024 Apr.
Artigo em Chinês | MEDLINE | ID: mdl-38686726

RESUMO

As the detection rate of pancreatic cystic lesions(PCL)increases,artificial intelligence(AI)has made breakthroughs in the imaging workflow of PCL,including image post-processing,lesion detection,segmentation,diagnosis and differential diagnosis.AI-based image post-processing can optimize the quality of medical images and AI-assisted models for lesion detection,segmentation,diagnosis and differential diagnosis significantly enhance the work efficiency of radiologists.This article reviews the application progress of AI in PCL imaging and provides prospects for future research directions.


Assuntos
Inteligência Artificial , Cisto Pancreático , Humanos , Cisto Pancreático/diagnóstico por imagem , Diagnóstico Diferencial , Processamento de Imagem Assistida por Computador/métodos , Neoplasias Pancreáticas/diagnóstico por imagem
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