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2.
Hepatol Commun ; 8(5)2024 May 01.
Article in English | MEDLINE | ID: mdl-38696372

ABSTRACT

BACKGROUND: The benefits of regular surveillance imaging for cholangiocarcinoma in patients with primary sclerosing cholangitis (PSC) are unclear. Hence, we aimed to evaluate the impact of regular magnetic resonance cholangiopancreatography (MRCP) on outcomes of patients with PSC in Australia, where the practice of MRCP surveillance is variable. METHODS: The relationship between MRCP surveillance and survival outcomes was assessed in a multicenter, retrospective cohort of patients with PSC from 9 tertiary liver centers in Australia. An inverse probability of treatment weighting approach was used to balance groups across potentially confounding covariates. RESULTS: A total of 298 patients with PSC with 2117 person-years of follow-up were included. Two hundred and twenty patients (73.8%) had undergone MRCP surveillance. Regular surveillance was associated with a 71% reduced risk of death on multivariate weighted Cox analysis (HR: 0.29, 95% CI: 0.14-0.59, p < 0.001) and increased likelihood of having earlier endoscopic retrograde cholangiopancreatography from the date of PSC diagnosis in patients with a dominant stricture (p < 0.001). However, survival posthepatobiliary cancer diagnosis was not significantly different between both groups (p = 0.74). Patients who had surveillance of less than 1 scan a year (n = 41) had comparable survival (HR: 0.46, 95% CI 0.16-1.35, p = 0.16) compared to patients who had surveillance at least yearly (n = 172). CONCLUSIONS: In this multicenter cohort study that employed inverse probability of treatment weighting to minimize selection bias, regular MRCP was associated with improved overall survival in patients with PSC; however, there was no difference in survival after hepatobiliary cancer diagnosis. Further prospective studies are needed to confirm the benefits of regular MRCP and optimal imaging interval in patients with PSC.


Subject(s)
Cholangiocarcinoma , Cholangiopancreatography, Magnetic Resonance , Cholangitis, Sclerosing , Humans , Cholangitis, Sclerosing/mortality , Cholangitis, Sclerosing/complications , Cholangitis, Sclerosing/diagnostic imaging , Male , Female , Retrospective Studies , Middle Aged , Australia/epidemiology , Adult , Cholangiocarcinoma/mortality , Cholangiocarcinoma/diagnostic imaging , Bile Duct Neoplasms/mortality , Bile Duct Neoplasms/diagnostic imaging , Aged
3.
Abdom Radiol (NY) ; 49(5): 1699-1715, 2024 05.
Article in English | MEDLINE | ID: mdl-38578323

ABSTRACT

Cholangiocarcinoma (CCA), a highly aggressive primary liver cancer arising from the bile duct epithelium, represents a substantial proportion of hepatobiliary malignancies, posing formidable challenges in diagnosis and treatment. Notably, the global incidence of intrahepatic CCA has seen a rise, necessitating a critical examination of diagnostic and management strategies, especially due to presence of close imaging mimics such as hepatocellular carcinoma (HCC) and combined hepatocellular carcinoma-cholangiocarcinoma (cHCC-CCA). Hence, it is imperative to understand the role of various imaging modalities such as ultrasound, computed tomography (CT), and magnetic resonance imaging (MRI), elucidating their strengths, and limitations in diagnostic precision and staging accuracy. Beyond conventional approaches, there is emerging significance of functional imaging tools including positron emission tomography (PET)-CT and diffusion-weighted (DW)-MRI, providing pivotal insights into diagnosis, therapeutic assessment, and prognostic evaluation. This comprehensive review explores the risk factors, classification, clinical features, and role of imaging in the holistic spectrum of diagnosis, staging, management, and restaging for CCA, hence serving as a valuable resource for radiologists evaluating CCA.


Subject(s)
Bile Duct Neoplasms , Cholangiocarcinoma , Humans , Cholangiocarcinoma/diagnostic imaging , Bile Duct Neoplasms/diagnostic imaging , Neoplasm Staging , Diagnosis, Differential
4.
R I Med J (2013) ; 107(5): 43-48, 2024 May 02.
Article in English | MEDLINE | ID: mdl-38687269

ABSTRACT

Cholangiocarcinoma (CCA) is a rare cancer of the bile duct epithelium, and in the last few decades its incidence rate has been increasing. It is associated with a high mortality rate due to late diagnosis and its aggressive nature. Many risk factors have been identified; some are more common in certain regions than others. CCA can be classified according to its anatomical location or macroscopic growth pattern, the latter being most helpful for imaging interpretation. Clinical features can vary from obstructive-like symptoms to nonspecific symptoms, such as weight loss and malaise. Imaging, specifically MRI/MRCP, is crucial in diagnosing CCA, staging, and treatment planning. Surgery with chemotherapy is the mainstay treatment option, and other palliative treatment options exist for those who have unresectable disease.


Subject(s)
Bile Duct Neoplasms , Cholangiocarcinoma , Humans , Cholangiocarcinoma/epidemiology , Cholangiocarcinoma/diagnostic imaging , Cholangiocarcinoma/diagnosis , Cholangiocarcinoma/therapy , Bile Duct Neoplasms/epidemiology , Bile Duct Neoplasms/diagnostic imaging , Bile Duct Neoplasms/diagnosis , Bile Duct Neoplasms/therapy , Risk Factors , Magnetic Resonance Imaging , Bile Ducts, Intrahepatic/diagnostic imaging , Bile Ducts, Intrahepatic/pathology
5.
Clin J Gastroenterol ; 17(3): 567-574, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38607543

ABSTRACT

Situs inversus totalis is a rare congenital malformation in which organs are positioned in a mirror-image relationship to normal conditions. It often presents with vascular and biliary malformations. Only a few reports have pointed out the surgical difficulties in patients with situs inversus totalis, especially in those with perihilar cholangiocarcinoma. This report describes a 66-year-old male patient who underwent left hemihepatectomy (S5, 6, 7, and 8) with combined resection of the caudate lobe (S1), extrahepatic bile duct, and regional lymph nodes for perihilar cholangiocarcinoma with situs inversus totalis. Cholangiocarcinoma was mainly located in the perihilar area and progressed extensively into the bile duct. Surgery was performed after careful evaluation of the unusual anatomy. Although several vascular anomalies required delicate manipulation, the procedures were performed without major intraoperative complications. Postoperatively, bile leakage occurred, but the patient recovered with drainage treatment. The patient was discharged on the 29th postoperative day. Adjuvant chemotherapy with S-1 was administered for approximately 6 months. There was no recurrence 15 months postoperatively. Appropriate imaging studies and an understanding of unusual anatomy make surgery safe and provide suitable treatment for patients with situs inversus totalis.


Subject(s)
Bile Duct Neoplasms , Cholangiocarcinoma , Hepatectomy , Situs Inversus , Humans , Male , Situs Inversus/complications , Situs Inversus/diagnostic imaging , Aged , Bile Duct Neoplasms/complications , Bile Duct Neoplasms/diagnostic imaging , Bile Duct Neoplasms/surgery , Cholangiocarcinoma/complications , Cholangiocarcinoma/diagnostic imaging , Cholangiocarcinoma/surgery , Hepatectomy/methods , Bile Ducts, Intrahepatic/diagnostic imaging , Bile Ducts, Intrahepatic/abnormalities , Klatskin Tumor/complications , Klatskin Tumor/surgery , Klatskin Tumor/diagnostic imaging
6.
Clin Nucl Med ; 49(7): e351-e353, 2024 Jul 01.
Article in English | MEDLINE | ID: mdl-38569540

ABSTRACT

ABSTRACT: A 70-year-old man presented with combined hepatocellular-cholangiocarcinoma underwent partial hepatectomy and chemoradiotherapy approximately 3 months ago. Follow-up abdominal ultrasound detected a new small lesion with decreased echogenicity in the hepatic segment I, potentially indicating recurrence. The patient was enrolled in a clinical trial of comparison of 18 F-FDG and 18 F-FAPI PET/CT in hepatic lesions. Compared with non- 18 F-FDG avidity, 18 F-FAPI PET/CT showed intense tracer uptake of the hepatic lesion. Resection of the lesion was subsequently performed, and pathologic analysis confirmed the diagnosis of recurrent combined hepatocellular-cholangiocarcinoma.


Subject(s)
Carcinoma, Hepatocellular , Cholangiocarcinoma , Fluorodeoxyglucose F18 , Liver Neoplasms , Positron Emission Tomography Computed Tomography , Humans , Male , Aged , Cholangiocarcinoma/diagnostic imaging , Liver Neoplasms/diagnostic imaging , Carcinoma, Hepatocellular/diagnostic imaging , Recurrence , Tomography, X-Ray Computed , Biological Transport , Bile Duct Neoplasms/diagnostic imaging
7.
Int J Mol Sci ; 25(7)2024 Apr 01.
Article in English | MEDLINE | ID: mdl-38612748

ABSTRACT

Visceral adiposity is known to be related to poor prognosis in patients with cholangiocarcinoma; however, the prognostic significance of the qualitative features of adipose tissue in cholangiocarcinoma has yet to be well defined. This study investigated the prognostic impact of adipose tissue imaging parameters reflecting the quantity and qualitative characteristics of subcutaneous (SAT) and visceral (VAT) adipose tissue on recurrence-free survival (RFS) and overall survival (OS) in 94 patients undergoing resection of cholangiocarcinoma. The area, mean computed tomography (CT) attenuation, and mean 2-deoxy-2-[18F]fluoro-D-glucose (FDG) uptake of SAT and VAT on positron emission tomography (PET)/CT for staging work-up were measured, and the relationship of these adipose tissue imaging parameters with clinicopathological factors and survival was assessed. TNM stage, histologic grade, lymphovascular invasion, and the size of cholangiocarcinoma showed positive correlations with adipose tissue imaging parameters. Multivariate survival analysis demonstrated that the visceral-to-subcutaneous adipose tissue area ratio (VSR) (p = 0.024; hazard ratio, 1.718) and mean FDG uptake of VAT (p = 0.033; hazard ratio, 9.781) were significant predictors for RFS, but all of the adipose tissue imaging parameters failed to show statistical significance for predicting OS. In addition to visceral adiposity, FDG uptake of VAT might be a promising prognostic parameter for predicting RFS in patients with cholangiocarcinoma.


Subject(s)
Bile Duct Neoplasms , Cholangiocarcinoma , Humans , Fluorodeoxyglucose F18 , Intra-Abdominal Fat/diagnostic imaging , Prognosis , Tomography, X-Ray Computed , Cholangiocarcinoma/diagnostic imaging , Cholangiocarcinoma/surgery , Bile Duct Neoplasms/diagnostic imaging , Bile Duct Neoplasms/surgery , Bile Ducts, Intrahepatic
8.
BMC Pediatr ; 24(1): 243, 2024 Apr 05.
Article in English | MEDLINE | ID: mdl-38580968

ABSTRACT

Cholangiocarcinoma in patients with Choledochal cysts is rare in childhood; however, it seriously affects the prognosis of the disease. The key to addressing this situation lies in completely removing the extrahepatic cyst. We herein present a case report of a 3-year-old boy with cholangiocarcinoma associated with a choledochal cyst (CDC). Preoperative 3D simulation, based on CT data, played an important role in the treatment of this patient.


Subject(s)
Bile Duct Neoplasms , Cholangiocarcinoma , Choledochal Cyst , Male , Humans , Child, Preschool , Choledochal Cyst/complications , Choledochal Cyst/diagnostic imaging , Choledochal Cyst/surgery , Cholangiocarcinoma/complications , Cholangiocarcinoma/diagnostic imaging , Cholangiocarcinoma/pathology , Bile Ducts, Intrahepatic/diagnostic imaging , Bile Ducts, Intrahepatic/pathology , Bile Duct Neoplasms/complications , Bile Duct Neoplasms/diagnostic imaging , Bile Duct Neoplasms/pathology
9.
Clin Nucl Med ; 49(5): 409-418, 2024 May 01.
Article in English | MEDLINE | ID: mdl-38465929

ABSTRACT

PURPOSE: In this study, we evaluated and compared the diagnostic performances of 68 Ga-FAPI-04 PET/CT and 18 F-FDG PET/CT for primary and metastatic cholangiocarcinoma (CCA) lesions. We also investigated the performance of PET/MR for visualizing and characterizing CCA and liver metastasis lesions. PATIENTS AND METHODS: Forty-four patients with suspected CCA were recruited and underwent 68 Ga-FAPI-04 and 18 F-FDG PET/CT within 1 week, including 30 patients who underwent simultaneous abdominal 68 Ga-FAPI-04 PET/MR scanning. The findings were confirmed by histopathology or radiographic follow-up. RESULTS: Compared with 18 F-FDG PET/CT, 68 Ga-FAPI-04 PET/CT showed higher sensitivity (94.3% vs 88.6%) and the same accuracy (86.4% vs 86.4%) in evaluating primary tumors. However, its specificity was lower (55.6% vs 77.8%). 68 Ga-FAPI-04 PET was superior to 18 F-FDG PET in both patient-based and lesion-based evaluations except for metastatic lesions in the liver and bone. For intrahepatic CCA, 68 Ga-FAPI-04 PET/CT and 18 F-FDG PET/CT (100% vs 100%) had similar detection rates, with similar uptake levels between tracers ( P > 0.05). However, for extrahepatic CCA, 68 Ga-FAPI-04 PET/CT had a higher detection rate (89.5% vs 78.9%), and 68 Ga-FAPI-04 had a higher uptake ( P < 0.05). PET/MR was more effective than PET/CT in terms of lesion conspicuity and diagnostic confidence for primary tumors and liver metastases. In addition, multisequence MRI identified more liver metastases than 68 Ga-FAPI-04 PET/CT and 18 F-FDG PET/CT. CONCLUSIONS: Compared with 18 F-FDG PET/CT, 68 Ga-FAPI-04 PET/CT showed a higher sensitivity in detecting primary CCA tumors, involved lymph nodes, and peritoneal metastases. Compared with 68 Ga-FAPI-04 PET/CT, PET/MR detected primary and liver metastatic lesions more accurately. For extrahepatic CCA, the combination of 68 Ga-FAPI-04 PET/CT and abdominal PET/MRI may replace 18 F-FDG PET/CT.


Subject(s)
Bile Duct Neoplasms , Cholangiocarcinoma , Liver Neoplasms , Quinolines , Humans , Positron Emission Tomography Computed Tomography , Fluorodeoxyglucose F18 , Peritoneum , Cholangiocarcinoma/diagnostic imaging , Gallium Radioisotopes , Magnetic Resonance Imaging , Bile Duct Neoplasms/diagnostic imaging , Bile Ducts, Intrahepatic
11.
Ann Surg Oncol ; 31(6): 4019-4021, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38480563

ABSTRACT

BACKGROUND: Currently, an effective tracer technique for lymphatic drainage during laparoscopic surgery has not been established. This study aimed to elucidate a new fluorescence, imaging technique targeting the hepatic lymphatic drainage area, using indocyanine green (ICG). METHODS: A patient diagnosed with intrahepatic cholangiocarcinoma (ICC) located in segment 8 of the liver was injected with ICG into the connective tissue of the Glisson pedicle supplied by the lesion's liver segment, avoiding the bile duct, portal vein, and hepatic artery. This was performed under the guidance of laparoscopic ultrasonographic localization to trace the lymph nodes. RESULTS: The lymphatic drainage area traced intraoperatively by ICG was consistent with the definition of the right regional lymph nodes for ICC. The lymph nodes were dissected, followed by addition of a fluorescence tracer. CONCLUSIONS: Mastering intraoperative ultrasonic puncture technology can enable effective and accurate tracing of the lymph nodes of the liver segment where the lesion is located. However, the technical standards for this methodology need to be established through further studies.


Subject(s)
Bile Duct Neoplasms , Coloring Agents , Indocyanine Green , Laparoscopy , Humans , Indocyanine Green/administration & dosage , Laparoscopy/methods , Coloring Agents/administration & dosage , Bile Duct Neoplasms/surgery , Bile Duct Neoplasms/diagnostic imaging , Bile Duct Neoplasms/pathology , Cholangiocarcinoma/surgery , Cholangiocarcinoma/diagnostic imaging , Cholangiocarcinoma/pathology , Male , Lymph Nodes/surgery , Lymph Nodes/diagnostic imaging , Lymph Nodes/pathology , Liver Neoplasms/surgery , Liver Neoplasms/diagnostic imaging , Liver Neoplasms/pathology , Drainage/methods , Middle Aged , Prognosis , Lymph Node Excision/methods
12.
Clin J Gastroenterol ; 17(3): 543-550, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38517592

ABSTRACT

Cholangiocarcinoma requires complete surgical resection for cure. Even so, the recurrence and metastasis rates are high, and further treatment is typically through palliative systemic chemotherapy. Curative-intent resection of metastatic site may provide survival benefit in selected cases. However, there were no previous reports of groin node dissection in cholangiocarcinoma. We have reported the first case of intrahepatic mass-forming cholangiocarcinoma with isolated synchronous groin node metastasis, successfully treated with   resection of the liver mass followed by groin node resection, reconstructed with musculofascial flap. A 73-year-old man presented with right upper quadrant abdominal pain radiating to the right groin for two months. Magnetic resonance cholangiopancreatography revealed a 3.1 × 1.2 cm enhancing mass between hepatic segment 4 and the anterior peritoneum, invading the abdominal wall. Computed tomography of the abdomen revealed a 2.4 × 2.2 cm focal enhancing mass at the anterior aspect of the right lower abdominal wall, just anterior to the right inguinal ligament and iliac vessel. He underwent en bloc resection of hepatic segment 4, gallbladder, and anterior abdominal wall, and the histology result is cholangiocarcinoma. After systemic chemotherapy, he underwent en bloc resection of the right groin mass, reconstructed with external oblique musculofascial flap. The patient was able to achieve a 20-month recurrence free survival after the final operation. This case has demonstrated that in a carefully selected case, resection of distant metastasis cholangiocarcinoma can provide survival benefits, even in the rare site of metastasis.


Subject(s)
Bile Duct Neoplasms , Cholangiocarcinoma , Lymph Node Excision , Lymphatic Metastasis , Surgical Flaps , Humans , Male , Cholangiocarcinoma/surgery , Cholangiocarcinoma/secondary , Cholangiocarcinoma/diagnostic imaging , Cholangiocarcinoma/pathology , Aged , Bile Duct Neoplasms/surgery , Bile Duct Neoplasms/pathology , Bile Duct Neoplasms/diagnostic imaging , Lymph Node Excision/methods , Groin/surgery , Tomography, X-Ray Computed
14.
Eur J Radiol ; 175: 111439, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38547743

ABSTRACT

OBJECTIVE: To evaluate the value of dynamic contrast-enhanced ultrasound (DCE-US) analysis in early prediction of tumor response to systemic treatment in patients with intrahepatic cholangiocarcinoma (ICC). PATIENTS & METHODS: In this retrospective study, patients diagnosed with ICC by core needle biopsy and histopathological results were included. All patients were diagnosed as advanced stages (stage III/IV) by the 8th edition of the American Joint Committee on Cancer (AJCC)/International Union Against Cancer (UICC) TNM staging system. Liver contrast-enhanced ultrasound (CEUS) examination, DCE-US analysis, CT/MRI, and blood tests were performed in all patients before and 2 months after systemic treatment. CEUS procedure was performed using an ultrasound system (ACUSON Sequoia; Siemens Medical Solutions, Germany) equipped with a 5C1 MHz convex array transducer. Time-intensity curves (TIC) and quantitative parameters were created with VueBox software. According to one-year results of the modified Response Evaluation Criteria in Solid Tumors (m-RECIST) based on CT/MRI, patients were divided into the responder group (RG) and the non-responder group (NRG). Before and 2 months after systemic therapy, the DCE-US perfusion parameters was compared using the paired-sample t test and the Wilcoxon test. RESULTS: From September 2020 to December 2021, a total of 24 patients diagnosed with advanced ICC were included (11 males, 13 females, mean age 59.4 ± 1.8 years). According to the one year of m-RECIST results, 17 cases (70.8 %) were classified as non-responders by the final m-RECIST criteria, while 7 cases (19.2 %) were responders. Comparing before and 2 months after therapy, the RG took longer time to reach peak intensity, and the peak intensity of TIC was lower. While the TICs of NRG revealed faster enhancement after therapy. Among all DCE-US quantitative parameters, PE (peak enhancement), WiR (wash-in rate), WiPI (wash-in perfusion index) and WoR (wash-out rate) reduced significantly following 2 months of systemic therapy in RG (P < 0.05). Comparing to RG, PE and WiPI decreased slightly 2 months after therapy in NRG (P < 0.05). CONCLUSIONS: The DCE-US analysis with quantitative parameters has the potential value to make early and quantitative evaluation of treatment response to systemic therapy in ICC patients.


Subject(s)
Bile Duct Neoplasms , Cholangiocarcinoma , Contrast Media , Ultrasonography , Humans , Cholangiocarcinoma/diagnostic imaging , Cholangiocarcinoma/drug therapy , Male , Female , Middle Aged , Bile Duct Neoplasms/diagnostic imaging , Bile Duct Neoplasms/drug therapy , Retrospective Studies , Ultrasonography/methods , Aged , Treatment Outcome , Image Enhancement/methods
15.
HPB (Oxford) ; 26(6): 800-807, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38461071

ABSTRACT

BACKGROUND: This study aimed to develop a predictive score for intrahepatic cholangiocarcinoma (ICC) in patients without lymph node metastasis (LNM) using preoperative factors. METHODS: A retrospective analysis of 113 ICC patients who underwent liver resection with systemic lymph node dissection between 2002 and 2021 was conducted. A multivariate logistic regression analysis was used as a predictive scoring system for node-negative patients based on the ß coefficients of preoperatively available factors. RESULTS: LNM was observed in 36 patients (31.9%). Four factors were associated with LNM: suspicion of LNM on MDCT (odds ratio [OR] 13.40, p < 0.001), low-vascularity tumor (OR 6.28, p = 0.005), CA19-9 ≥500 U/mL (OR 5.90, p = 0.010), and tumor location in the left lobe (OR 3.67, p = 0.057). The predictive scoring system was created using these factors (assigning 3 points for suspected LNM on MDCT, 2 points for CA19-9 ≥500 U/mL, 2 points for low vascularity tumor, and 1 point for tumor location in the left lobe). A score cutoff value of 4 resulted in 0.861 sensitivity and a negative predictive value of 0.922 for detecting LNM. Notably, no patients with peripheral tumors and a score of ≤3 had LNM. CONCLUSION: The developed scoring system may effectively help identify ICC patients without LNM.


Subject(s)
Bile Duct Neoplasms , CA-19-9 Antigen , Cholangiocarcinoma , Hepatectomy , Lymph Node Excision , Lymphatic Metastasis , Predictive Value of Tests , Humans , Cholangiocarcinoma/surgery , Cholangiocarcinoma/pathology , Cholangiocarcinoma/secondary , Cholangiocarcinoma/diagnostic imaging , Male , Female , Bile Duct Neoplasms/pathology , Bile Duct Neoplasms/surgery , Retrospective Studies , Middle Aged , Aged , Risk Factors , CA-19-9 Antigen/blood , Multidetector Computed Tomography , Multivariate Analysis , Logistic Models , Decision Support Techniques , Adult , Lymph Nodes/pathology , Odds Ratio , Chi-Square Distribution , Aged, 80 and over , Antigens, Tumor-Associated, Carbohydrate
18.
Abdom Radiol (NY) ; 49(5): 1653-1663, 2024 05.
Article in English | MEDLINE | ID: mdl-38443551

ABSTRACT

PURPOSE: To explore factors associated with overall survival (OS) and progression-free survival (PFS) of intrahepatic cholangiocarcinoma (iCCA) after ultrasound-guided ablation and establish a model for survival risk evaluation. METHODS: Data from 54 patients with 86 iCCAs between August 2008 and October 2022 were retrospectively analyzed. Cox regression were used to analyze the effects of clinical features on OS and PFS. Based on the variables screened by multivariable analysis, a model was established to predict the survival of the patients. Time-dependent receiver operating characteristic (timeROC) curve was constructed to evaluate the performance of this model. The model was further verified by bootstrap validation. The clinical usefulness of the model was evaluated by the decision curve analysis (DCA). RESULTS: During follow up, 39 patients died and 49 patients developed recurrence. Pre-ablation CA199 level > 140 U/ml was the only independent predictor of poor PFS. Age > 70 years, early recurrence, maximal diameter of tumor size > 1.5 cm and pre-ablation CA199 level > 140 U/ml were significantly associated with poor OS. Then a model was established based on the above four variables. The areas under the timeROC curve (AUC) for 1-year, 2-year, 3-year, 5-year were 0.767, 0.854, 0.791 and 0.848, respectively. After bootstrapping for 1000 repetitions, the AUCs were similar to the initial model. DCA also demonstrated that the model had good positive net benefits. CONCLUSION: The established model in this study could predict the survival outcomes of the patients with iCCA after thermal ablation, but further research was needed to validate the results.


Subject(s)
Bile Duct Neoplasms , Cholangiocarcinoma , Ultrasonography, Interventional , Humans , Cholangiocarcinoma/diagnostic imaging , Cholangiocarcinoma/surgery , Cholangiocarcinoma/mortality , Male , Female , Bile Duct Neoplasms/diagnostic imaging , Bile Duct Neoplasms/surgery , Bile Duct Neoplasms/mortality , Retrospective Studies , Aged , Middle Aged , Ultrasonography, Interventional/methods , Proportional Hazards Models , Survival Rate , Risk Assessment , Adult , Bile Ducts, Intrahepatic/diagnostic imaging , Bile Ducts, Intrahepatic/surgery , Ablation Techniques/methods , Aged, 80 and over
20.
Clin Radiol ; 79(6): e817-e825, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38413354

ABSTRACT

AIM: To establish a machine-learning model based on dynamic contrast-enhanced (DCE) magnetic resonance imaging (MRI) to differentiate combined hepatocellular-cholangiocarcinoma (cHCC-CC) from hepatocellular carcinoma (HCC) before surgery. MATERIALS AND METHODS: Clinical and MRI data of 194 patients with histopathologically diagnosed cHCC-CC (n=52) or HCC (n=142) were analysed retrospectively. ITK-SNAP software was used to delineate three-dimensional (3D) lesions and extract high-throughput features. Feature selection was carried out based on Pearson's correlation coefficient and least absolute shrinkage and selection operator (LASSO) regression analysis. A radiomics model (radiomics features), a clinical model (i.e., clinical-image features), and a fusion model (i.e., radiomics features + clinical-image features) were established using six machine-learning classifiers. The performance of each model in distinguishing between cHCC-CC and HCC was evaluated with the receiver operating characteristic (ROC) curve, the area under the ROC curve (AUC), sensitivity, and specificity. RESULTS: Significant differences in liver cirrhosis, tumour number, shape, edge, peritumoural enhancement in the arterial phase, and lipid were identified between cHCC-CC and HCC patients (p<0.05). The AUC of the fusion model based on logistic regression was 0.878 (95% CI: 0.766-0.949) in the arterial phase in the test set, and the sensitivity/specificity was 0.844/0.714; however, the AUC of the clinical and radiomics models was 0.759 (95% CI: 0.663-0.861) and 0.838 (95% CI: 0.719-0.921) in the test set, respectively. CONCLUSION: The fusion model based on DCE-MRI in the arterial phase can significantly improve the diagnostic rate of cHCC-CC and HCC as compared with conventional approaches.


Subject(s)
Carcinoma, Hepatocellular , Cholangiocarcinoma , Contrast Media , Liver Neoplasms , Machine Learning , Magnetic Resonance Imaging , Humans , Liver Neoplasms/diagnostic imaging , Liver Neoplasms/surgery , Carcinoma, Hepatocellular/diagnostic imaging , Carcinoma, Hepatocellular/surgery , Magnetic Resonance Imaging/methods , Male , Female , Middle Aged , Cholangiocarcinoma/diagnostic imaging , Cholangiocarcinoma/surgery , Retrospective Studies , Diagnosis, Differential , Bile Duct Neoplasms/diagnostic imaging , Bile Duct Neoplasms/surgery , Aged , Sensitivity and Specificity , Adult
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