RESUMO
BACKGROUND: No specific biomarker for immune checkpoint inhibitor (ICI)-induced colitis has been established. Previously, we identified anti-integrin αvß6 autoantibodies in >90% of patients with ulcerative colitis (UC). Given that a subset of ICI-induced colitis is similar to UC, we aimed to clarify the relationship between such autoantibodies and ICI-induced colitis. METHODS: Serum anti-integrin αvß6 autoantibody levels were compared between 26 patients with ICI-induced colitis and 157 controls. Endoscopic images of ICI-induced colitis were centrally reviewed. Characteristics of anti-integrin αvß6 autoantibodies in the ICI-induced colitis patients were compared with those of UC patients. RESULTS: Anti-integrin αvß6 autoantibodies were found in 8/26 (30.8%) patients with ICI-induced colitis and 3/157 (1.9%) controls (P < 0.001). Patients with anti-integrin αvß6 autoantibodies had significantly more typical UC endoscopic features than those without the autoantibodies (P < 0.001). Anti-integrin αvß6 autoantibodies in ICI-induced colitis patients were associated with grade ≥3 colitis (P = 0.001) and steroid resistance (P = 0.005). Anti-integrin αvß6 autoantibody titers correlated with ICI-induced colitis disease activity. Anti-integrin αvß6 autoantibodies of ICI-induced colitis exhibited similar characteristics to those of UC. CONCLUSIONS: Anti-integrin αvß6 autoantibodies may serve as potential biomarkers for the diagnosis, classification, risk management, and monitoring the disease activity, of ICI-induced colitis.
Assuntos
Autoanticorpos , Biomarcadores , Colite Ulcerativa , Inibidores de Checkpoint Imunológico , Integrinas , Humanos , Masculino , Feminino , Autoanticorpos/sangue , Autoanticorpos/imunologia , Colite Ulcerativa/imunologia , Colite Ulcerativa/tratamento farmacológico , Colite Ulcerativa/sangue , Pessoa de Meia-Idade , Integrinas/imunologia , Integrinas/antagonistas & inibidores , Idoso , Inibidores de Checkpoint Imunológico/efeitos adversos , Inibidores de Checkpoint Imunológico/uso terapêutico , Biomarcadores/sangue , Adulto , Antígenos de Neoplasias/imunologia , Colite/induzido quimicamente , Colite/imunologiaRESUMO
The prognosis of gallbladder cancer (GBC) remains poor, and a better understanding of GBC molecular mechanisms is important. Genome sequencing of human GBC has demonstrated that loss-of-function mutations of E74-like ETS transcription factor 3 (ELF3) are frequently observed, with ELF3 considered to be a tumour suppressor in GBC. To clarify the underlying molecular mechanisms by which ELF3 suppresses GBC development, we performed in vivo analysis using a combination of autochthonous and allograft mouse models. We first evaluated the clinical significance of ELF3 expression in human GBC tissues and found that low ELF3 expression was associated with advanced clinical stage and deep tumour invasion. For in vivo analysis, we generated Pdx1-Cre; KrasG12D ; Trp53R172H ; Elf3f/f (KPCE) mice and Pdx1-Cre; KrasG12D ; Trp53R172H ; Elf3wt/wt (KPC) mice as a control and analysed their gallbladders histologically. KPCE mice developed larger papillary lesions in the gallbladder than those developed by KPC mice. Organoids established from the gallbladders of KPCE and KPC mice were analysed in vitro. RNA sequencing showed upregulated expression of epiregulin (Ereg) in KPCE organoids, and western blotting revealed that EGFR/mechanical targets of rapamycin complex 1 (mTORC1) were upregulated in KPCE organoids. In addition, ChIP assays on Elf3-overexpressing KPCE organoids showed that ELF3 directly regulated Ereg. Ereg deletion in KPCE organoids (using CRISPR/Cas9) induced EGFR/mTORC1 downregulation, indicating that ELF3 controlled EGFR/mTORC1 activity through regulation of Ereg expression. We also generated allograft mouse models using KPCE and KPC organoids and found that KPCE organoid allograft tumours exhibited poorly differentiated structures with mTORC1 upregulation and mesenchymal phenotype, which were suppressed by Ereg deletion. Furthermore, EGFR/mTORC1 inhibition suppressed cell proliferation and epithelial-mesenchymal transition in KPCE organoids. Our results suggest that ELF3 suppresses GBC development via downregulation of EREG/EGFR/mTORC1 signalling. EGFR/mTORC1 inhibition is a potential therapeutic option for GBC with ELF3 mutation. © 2023 The Authors. The Journal of Pathology published by John Wiley & Sons Ltd on behalf of The Pathological Society of Great Britain and Ireland.
Assuntos
Neoplasias da Vesícula Biliar , Proteínas Proto-Oncogênicas p21(ras) , Humanos , Animais , Camundongos , Proteínas Proto-Oncogênicas p21(ras)/genética , Epirregulina/genética , Epirregulina/metabolismo , Neoplasias da Vesícula Biliar/genética , Neoplasias da Vesícula Biliar/metabolismo , Neoplasias da Vesícula Biliar/patologia , Regulação para Baixo , Linhagem Celular Tumoral , Proliferação de Células/genética , Proteínas Proto-Oncogênicas c-ets/genética , Receptores ErbB/genética , Receptores ErbB/metabolismo , Serina-Treonina Quinases TOR/metabolismo , Alvo Mecanístico do Complexo 1 de Rapamicina/genética , Alvo Mecanístico do Complexo 1 de Rapamicina/metabolismo , Regulação Neoplásica da Expressão Gênica , Proteínas de Ligação a DNA/genética , Fatores de Transcrição/genéticaRESUMO
BACKGROUND & AIMS: The Notch signaling pathway is an important pathway in the adult pancreas and in pancreatic ductal adenocarcinoma (PDAC), with hairy and enhancer of split-1 (HES1) as the core molecule in this pathway. However, the roles of HES1 in the adult pancreas and PDAC formation remain controversial. METHODS: We used genetically engineered dual-recombinase mouse models for inducing Hes1 deletion under various conditions. RESULTS: The loss of Hes1 expression in the adult pancreas did not induce phenotypic alterations. However, regeneration was impaired after caerulein-induced acute pancreatitis. In a pancreatic intraepithelial neoplasia (PanIN) mouse model, PanINs rarely formed when Hes1 deletion preceded PanIN formation, whereas more PanINs were formed when Hes1 deletion succeeded PanIN formation. In a PDAC mouse model, PDAC formation was also enhanced by Hes1 deletion after PanIN/PDAC development; therefore, Hes1 promotes PanIN initiation but inhibits PanIN/PDAC progression. RNA sequencing and chromatin immunoprecipitation-quantitative polymerase chain reaction revealed that Hes1 deletion enhanced epithelial-to-mesenchymal transition via Muc5ac up-regulation in PDAC progression. The results indicated that HES1 is not required for maintaining the adult pancreas under normal conditions, but is important for regeneration during recovery from pancreatitis; moreover, Hes1 plays different roles, depending on the tumor condition. CONCLUSIONS: Our findings highlight the context-dependent roles of HES1 in the adult pancreas and pancreatic cancer.
Assuntos
Carcinoma in Situ , Carcinoma Ductal Pancreático , Neoplasias Pancreáticas , Pancreatite , Animais , Camundongos , Doença Aguda , Pancreatite/induzido quimicamente , Pancreatite/genética , Pâncreas , Neoplasias Pancreáticas/genética , Carcinoma Ductal Pancreático/genética , Fatores de Transcrição HES-1/genética , Neoplasias PancreáticasRESUMO
BACKGROUND AND AIMS: Ulcerative colitis is the most frequent type of inflammatory bowel disease and is characterized by colonic epithelial cell damage. Although involvement of autoimmunity has been suggested in ulcerative colitis, specific autoantigens/antibodies have yet to be elucidated. METHODS: Using 23 recombinant integrin proteins, we performed enzyme-linked immunosorbent assays on sera from patients with ulcerative colitis and controls. Integrin expression and IgG binding in the colon tissues of patients with ulcerative colitis and controls were examined using immunofluorescence and coimmunoprecipitation, respectively. The blocking activity of autoantibodies was examined using solid-phase binding and cell adhesion assays. RESULTS: Screening revealed that patients with ulcerative colitis had IgG antibodies against integrin αvß6. In the training and validation groups, 103 of 112 (92.0%) patients with ulcerative colitis and only 8 of 155 (5.2%) controls had anti-integrin αvß6 antibodies (P < .001), resulting in a sensitivity of 92.0% and a specificity of 94.8% for diagnosing ulcerative colitis. Anti-integrin αvß6 antibody titers coincided with ulcerative colitis disease activity, and IgG1 was the major subclass. Patient IgG bound to the integrin αvß6 expressed on colonic epithelial cells. Moreover, IgG of patients with ulcerative colitis blocked integrin αvß6-fibronectin binding through an RGD (Arg-Gly-Asp) tripeptide motif and inhibited cell adhesion. CONCLUSIONS: A significant majority of patients with ulcerative colitis had autoantibodies against integrin αvß6, which may serve as a potential diagnostic biomarker with high sensitivity and specificity.
Assuntos
Antígenos de Neoplasias/imunologia , Autoanticorpos/sangue , Autoanticorpos/imunologia , Colite Ulcerativa/sangue , Colite Ulcerativa/imunologia , Integrinas/imunologia , Adulto , Idoso , Idoso de 80 Anos ou mais , Biomarcadores/sangue , Estudos de Casos e Controles , Adesão Celular/imunologia , Colo/imunologia , Ensaio de Imunoadsorção Enzimática , Feminino , Imunofluorescência , Humanos , Imunoprecipitação , Masculino , Pessoa de Meia-Idade , Sensibilidade e Especificidade , Índice de Gravidade de Doença , Adulto JovemRESUMO
BACKGROUND : Accurate preoperative assessment of the longitudinal extension of perihilar cholangiocarcinoma (PHCC) is essential for treatment planning. Mapping biopsies for PHCC remain challenging owing to technical difficulties and insufficient sample amounts. The aim of this study was to investigate the usefulness of a novel technique for mapping biopsies of PHCC. METHODS : Our novel method focused on a biliary stent delivery system for mapping biopsies. Fifty patients with PHCC undergoing endoscopic transpapillary mapping biopsy using the novel method were reviewed from August 2015 to June 2019. RESULTS : The median number of biopsy samples was six (range 1â-â17), and the rate of adequate sampling was 91.4â% (266â/291). Biopsy from the intrahepatic bile duct was possible in 82.0â% of patients (41â/50), and negative margins were confirmed in the resected specimens from 34â/39 patients who underwent surgery (87.2â%). None of the patients had post-endoscopic retrograde cholangiopancreatography pancreatitis. CONCLUSIONS : With our novel method, accurate assessment of the longitudinal extension of PHCC might be expected with minimal trauma to the duodenal papilla.
Assuntos
Neoplasias dos Ductos Biliares , Colangiocarcinoma , Tumor de Klatskin , Neoplasias dos Ductos Biliares/cirurgia , Ductos Biliares Intra-Hepáticos , Biópsia , Colangiopancreatografia Retrógrada Endoscópica , HumanosRESUMO
OBJECTIVES: Endoscopic ultrasound-guided fine-needle biopsy (EUS-FNB) uses a thin needle, rendering unclear whether the collected sample contains pathological evidence. We examined the usefulness of our target sample check illuminator (TSCI) through a multicenter prospective trial. METHODS: We included 52 consecutive patients. After assessing EUS-FNB samples by conventional (visual observation) and TSCI methods, we evaluated consistency with the histopathological diagnosis. We compared the target sample confirmation rate between conventional and TSCI methods and evaluated the diagnostic ability separately. RESULTS: Comparison between the conventional and TSCI methods revealed the following: (i) for all cases: sensitivity, 51.0% (25/49) vs. 95.9% (47/49) (P = 0.001); specificity, 100% (3/3) vs. 66.7% (2/3); positive predictive value (PPV), 100% (25/25) vs. 97.9% (47/48); and negative predictive value (NPV), 11.1% (3/27) vs. 50.0% (2/4) (P = 0.002); (ii) for pancreatic masses: sensitivity, 28.0% (7/25) vs. 96.0% (24/25) (P < 0.001); specificity, 100% (2/2) vs. 100% (2/2); PPV, 100% (7/7) vs. 100% (24/24); and NPV, 10.0% (2/20) vs. 66.7% (2/3) (P < 0.001) (the TSCI method showed significantly better sensitivity and NPV than the conventional method); and (iii) for lymph node tumors: sensitivity, 75.0% (18/24) vs. 95.8% (23/24) (P = 0.025); specificity, 100% (1/1) vs. 0% (0/1); PPV, 100% (18/18) vs. 95.8% (23/24); and NPV, 14.3% (1/7) vs. 0% (0/1). CONCLUSIONS: The TSCI improved the sensitivity, NPV, and accuracy of target sample confirmation for pancreatic mass EUS-FNB. Although the proportion of samples not including a target region was quite low, which could strongly influence our results, the TSCI method can be used in EUS-FNB when rapid on-site evaluation cannot be performed. (A multicenter prospective study for the utility of a target sample check illuminator, Clinical Trial ID: UMIN000023349).
Assuntos
Aspiração por Agulha Fina Guiada por Ultrassom Endoscópico , Neoplasias Pancreáticas , Humanos , Biópsia Guiada por Imagem , Agulhas , Neoplasias Pancreáticas/diagnóstico por imagem , Estudos ProspectivosRESUMO
BACKGROUND AND AIMS: Although the technique of endoscopic ultrasound-guided choledochoduodenostomy (EUS-CDS) is becoming standardized, its safety issues have not been sufficiently investigated. Therefore, we aimed to identify factors associated with adverse events and stent patency in EUS-CDS. METHODS: Consecutive patients who underwent EUS-CDS between September 2003 and July 2017 were included. Technical/clinical success, adverse events and stent dysfunctions were analyzed retrospectively. RESULTS: A total of 151 patients underwent EUS-CDS. In nine patients, procedures were discontinued before puncture. Technical and clinical success rates were 96.5% (137/142) and 98.5% (135/137), respectively. The adverse event rate was 20.4% (29/142). As a risk factor for peritonitis, plastic stents (PS) showed a significantly high odds ratio (OR) compared with covered self-expandable metal stents (CSEMS; OR, 4.31; P = 0.030). CSEMS cases showed a significantly longer patency period than PS cases (329 vs 89 days; HR, 0.35; P < 0.001). As a risk factor for early stent dysfunction (within 14 days), stent direction to the oral side showed a significantly high OR (OR, 43.47; P < 0.001). In cases with oblique-viewing EUS, double penetration of the duodenum occurred at significantly higher frequency than in cases with forward-viewing EUS (7.0 vs 0.0%; P = 0.024). CONCLUSIONS: Plastic stents and stent direction to the oral side were risk factors for peritonitis and early stent dysfunction, respectively. Using covered self-expandable metal stents and changing stent direction to the anal side seemed appropriate to prevent peritonitis and early stent dysfunction.
Assuntos
Coledocostomia , Colestase , Endossonografia , Stents , Coledocostomia/efeitos adversos , Colestase/cirurgia , Drenagem , Análise Fatorial , Humanos , Estudos Retrospectivos , Fatores de Risco , Stents/efeitos adversos , Ultrassonografia de IntervençãoRESUMO
BACKGROUND AND AIM: In chronic pancreatitis (CP) patients, diagnosis of small pancreatic lesions by endoscopic ultrasound-guided fine-needle aspiration (EUS-FNA) is challenging. Thus, the aim of the present study was to investigate whether CP influences the diagnostic ability of EUS-FNA for pancreatic lesions ≤10 mm. METHODS: One hundred and seventeen patients who underwent EUS-FNA for pancreatic lesions ≤10 mm in size were enrolled. Patients were classified into two groups based on features of CP observed by EUS (EUS-CP features) in accordance with the Rosemont classification. The CP group was defined as cases consistent with CP or suggestive of CP, and the non-CP group was defined as cases indeterminate for CP or normal. Factors influencing the diagnostic accuracy of EUS-FNA and CP status in pancreatic tumors were also investigated. RESULTS: Diagnostic ability of EUS-FNA (overall cases, non-CP vs CP) had sensitivity (80.4%, 96.7% vs 57.1%; P < 0.001), specificity (100%, 100% vs 100%; P > 0.05), and accuracy (91.5%, 98.6% vs 80.4%; P = 0.001). In multivariate analysis of factors influencing the accuracy of EUS-FNA, CP significantly lowered the accuracy (P = 0.048; odds ratio [OR] = 9.21). Among pancreatic cancer patients, the number of CP patients was significantly higher than the number of patients with benign lesions (P = 0.023). In multivariate analysis, lobularity without honeycombing was more frequently observed in cases of pancreatic cancer (P = 0.018; OR, 12.65). CONCLUSION: Endoscopic ultrasound-guided FNA offers high accuracy for small pancreatic lesions ≤10 mm. However, in cases with CP, the diagnostic ability of EUS-FNA is significantly reduced.
Assuntos
Aspiração por Agulha Fina Guiada por Ultrassom Endoscópico , Endossonografia , Neoplasias Pancreáticas/complicações , Neoplasias Pancreáticas/diagnóstico , Pancreatite Crônica/diagnóstico , Adulto , Idoso , Idoso de 80 Anos ou mais , Estudos de Coortes , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Pancreatite Crônica/complicações , Valor Preditivo dos Testes , Reprodutibilidade dos TestesRESUMO
BACKGROUND AND AIM: Endoscopic ultrasound-guided hepaticogastrostomy (EUS-HGS) is performed as an alternative to the percutaneous or surgical approach. Despite high success rates, the adverse events rate is high. Recently, we used 6-mm fully covered self-expandable metal stents to prevent adverse events and allow easy re-intervention. The purposes were to evaluate the safety, feasibility, and clinical efficacy. METHODS: A prospective study to confirm the safety of EUS-HGS was carried out in six patients, followed by a trial to evaluate the feasibility and efficacy of EUS-HGS in approximately 12 additional patients. We permitted a total of 18 to 20 patients in consideration of possibility such as the deviation after providing informed consent. RESULTS: Twenty patients underwent EUS-HGS. No treatment-related adverse events described in the safety assessment criteria were seen. The technical and clinical success rates were 100% and 95%. The adverse event rate was 15%. Focal cholangitis was seen in two patients and fever in one patient. All cases were treated conservatively. Stent dysfunction was seen in 10 patients. The causes of stent dysfunction were biliary sludge (n = 6) and stent dislocation (n = 4). In nine cases, a new stent was easily inserted. Percutaneous drainage was selected in only one patient because of worsening general condition. CONCLUSIONS: The 6-mm fully covered self-expandable metal stent is safe and effective, especially for avoiding serious adverse events and allowing easy re-intervention. (UMIN000006785).
Assuntos
Ductos Biliares/cirurgia , Colangiopancreatografia Retrógrada Endoscópica , Colestase/cirurgia , Drenagem/métodos , Endossonografia/métodos , Gastrostomia/métodos , Metais , Stents , Cirurgia Assistida por Computador/métodos , Adulto , Idoso , Idoso de 80 Anos ou mais , Neoplasias dos Ductos Biliares/complicações , Colestase/etiologia , Drenagem/efeitos adversos , Endossonografia/efeitos adversos , Estudos de Viabilidade , Feminino , Gastrostomia/efeitos adversos , Humanos , Masculino , Pessoa de Meia-Idade , Estudos Prospectivos , Segurança , Cirurgia Assistida por Computador/efeitos adversosRESUMO
BACKGROUND AND AIM: Cholecystitis is a major complication after self-expandable metallic stent (SEMS) placement for malignant biliary obstruction. Ischemia is one of the risk factors for cholecystitis, but little is known about the influence of tumor invasion to the feeding artery of the gallbladder on the onset of cholecystitis after SEMS placement. The aim of the present study was to identify risk factors for cholecystitis after SEMS placement. METHODS: Incidence and nine predictive factors of cholecystitis were retrospectively evaluated in 107 patients who underwent SEMS placement for unresectable distal malignant biliary obstruction at Kyoto University Hospital and Otsu Red Cross Hospital between January 2012 and June 2016. RESULTS: Cholecystitis occurred in 13 of 107 patients (12.1%) after SEMS placement during the median follow-up period of 262 days. Univariate analyses showed that tumor invasion to the feeding artery of the gallbladder and tumor involvement to the orifice of the cystic duct were significant predictors of cholecystitis (P = 0.001 and P < 0.001). Multivariate analysis confirmed that these two factors were significant and independent risks for cholecystitis with odds ratios of 22.13 (95% CI, 3.57-137.18; P = 0.001) and 25.26 (95% CI, 4.12-154.98; P < 0.001), respectively. CONCLUSIONS: This study showed for the first time that tumor invasion to the feeding artery of the gallbladder as well as tumor involvement to the orifice of the cystic duct are independent risk factors for cholecystitis after SEMS placement.
Assuntos
Colecistite/epidemiologia , Colestase/cirurgia , Vesícula Biliar/irrigação sanguínea , Neoplasias Pancreáticas/patologia , Complicações Pós-Operatórias/epidemiologia , Stents Metálicos Autoexpansíveis/efeitos adversos , Adulto , Idoso , Idoso de 80 Anos ou mais , Colestase/etiologia , Feminino , Vesícula Biliar/patologia , Humanos , Incidência , Masculino , Pessoa de Meia-Idade , Invasividade Neoplásica , Neoplasias Pancreáticas/cirurgia , Estudos Retrospectivos , Fatores de RiscoRESUMO
BACKGROUND: Patients with primary sclerosing cholangitis (PSC) possess autoantibodies against biliary epithelial cells. However, the target molecules remain unknown. METHODS: The sera of patients with PSC and controls were subjected to enzyme-linked immunosorbent assays to detect autoantibodies using recombinant integrin proteins. Integrin αvß6 expression in the bile duct tissues was examined using immunofluorescence. The blocking activity of the autoantibodies was examined using solid-phase binding assays. RESULTS: Anti-integrin αvß6 antibodies were detected in 49/55 (89.1%) patients with PSC and 5/150 (3.3%) controls (P < 0.001), with a sensitivity and specificity of 89.1% and 96.7%, respectively, for PSC diagnosis. When focusing on the presence or absence of IBD, the proportion of the positive antibodies in PSC with IBD was 97.2% (35/36) and that in PSC alone was 73.7% (14/19) (P = 0.008). Integrin αvß6 was expressed in bile duct epithelial cells. Immunoglobulin (Ig)G from 15/33 patients with PSC blocked integrin αvß6-fibronectin binding through an RGD (Arg-Gly-Asp) tripeptide motif. CONCLUSIONS: Autoantibodies against integrin αvß6 were detected in most patients with PSC; anti-integrin αvß6 antibody may serve as a potential diagnostic biomarker for PSC.
Assuntos
Colangite Esclerosante , Doenças Inflamatórias Intestinais , Humanos , Autoanticorpos , Células Epiteliais/metabolismo , Ensaio de Imunoadsorção EnzimáticaRESUMO
The diagnosis of pancreatic cystic lesions remains challenging. This study aimed to investigate the diagnostic ability of carcinoembryonic antigen (CEA), cytology, and artificial intelligence (AI) by deep learning using cyst fluid in differentiating malignant from benign cystic lesions. We retrospectively reviewed 85 patients who underwent pancreatic cyst fluid analysis of surgical specimens or endoscopic ultrasound-guided fine-needle aspiration specimens. AI using deep learning was used to construct a diagnostic algorithm. CEA, carbohydrate antigen 19-9, carbohydrate antigen 125, amylase in the cyst fluid, sex, cyst location, connection of the pancreatic duct and cyst, type of cyst, and cytology were keyed into the AI algorithm, and the malignant predictive value of the output was calculated. Area under receiver-operating characteristics curves for the diagnostic ability of malignant cystic lesions were 0.719 (CEA), 0.739 (cytology), and 0.966 (AI). In the diagnostic ability of malignant cystic lesions, sensitivity, specificity, and accuracy of AI were 95.7%, 91.9%, and 92.9%, respectively. AI sensitivity was higher than that of CEA (60.9%, p = 0.021) and cytology (47.8%, p = 0.001). AI accuracy was also higher than CEA (71.8%, p < 0.001) and cytology (85.9%, p = 0.210). AI may improve the diagnostic ability in differentiating malignant from benign pancreatic cystic lesions.
Assuntos
Líquido Cístico/metabolismo , Aprendizado Profundo , Cisto Pancreático/diagnóstico , Cisto Pancreático/metabolismo , Neoplasias Pancreáticas/diagnóstico , Neoplasias Pancreáticas/metabolismo , Idoso , Amilases/metabolismo , Antígeno Carcinoembrionário/metabolismo , Diagnóstico Diferencial , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Cisto Pancreático/patologia , Neoplasias Pancreáticas/patologia , Estudos RetrospectivosRESUMO
OBJECTIVES: Intraductal papillary mucinous neoplasms (IPMNs) are precursor lesions of pancreatic adenocarcinoma. Artificial intelligence (AI) is a mathematical concept whose implementation automates learning and recognizing data patterns. The aim of this study was to investigate whether AI via deep learning algorithms using endoscopic ultrasonography (EUS) images of IPMNs could predict malignancy. METHODS: This retrospective study involved the analysis of patients who underwent EUS before pancreatectomy and had pathologically confirmed IPMNs in a single cancer center. In total, 3,970 still images were collected and fed as input into the deep learning algorithm. AI value and AI malignant probability were calculated. RESULTS: The mean AI value of malignant IPMNs was significantly greater than benign IPMNs (0.808 vs 0.104, P < 0.001). The area under the receiver operating characteristic curve for the ability to diagnose malignancies of IPMNs via AI malignant probability was 0.98 (P < 0.001). The sensitivity, specificity, and accuracy of AI malignant probability were 95.7%, 92.6%, and 94.0%, respectively; its accuracy was higher than human diagnosis (56.0%) and the mural nodule (68.0%). Multivariate logistic regression analysis showed AI malignant probability to be the only independent factor for IPMN-associated malignancy (odds ratio: 295.16, 95% confidence interval: 14.13-6,165.75, P < 0.001). DISCUSSION: AI via deep learning algorithm may be a more accurate and objective method to diagnose malignancies of IPMNs in comparison to human diagnosis and conventional EUS features.
Assuntos
Carcinoma Ductal Pancreático/diagnóstico , Aprendizado Profundo , Processamento de Imagem Assistida por Computador/métodos , Neoplasias Intraductais Pancreáticas/patologia , Neoplasias Pancreáticas/diagnóstico , Adulto , Idoso , Idoso de 80 Anos ou mais , Carcinoma Ductal Pancreático/patologia , Carcinoma Ductal Pancreático/cirurgia , Progressão da Doença , Endossonografia , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Pâncreas/diagnóstico por imagem , Pâncreas/patologia , Pâncreas/cirurgia , Pancreatectomia , Neoplasias Intraductais Pancreáticas/diagnóstico , Neoplasias Intraductais Pancreáticas/cirurgia , Neoplasias Pancreáticas/patologia , Neoplasias Pancreáticas/cirurgia , Período Pré-Operatório , Curva ROC , Estudos RetrospectivosRESUMO
Aberrant pancreas is defined as pancreatic tissue present outside of the pancreas and is often found incidentally during esophagogastroduodenoscopy. Obtaining sufficient tissue to differentiate aberrant pancreas from other subepithelial lesions is sometimes difficult. Due to the lack of a definitive diagnosis, patients often undergo unnecessary surgery. We herein report the first case of aberrant pancreas in which the concomitant use of needle-based probe confocal laser endomicroscopy and fine-needle aspiration supported the final diagnosis. Needle-based probe confocal laser endomicroscopy provides a real-time in vivo histopathology evaluation and may be a feasible means of diagnosing aberrant pancreas.