Subscribe to RSS

DOI: 10.1055/s-0044-1789243
Update on the Role of Imaging in the Diagnosis, Staging, and Prognostication of Gallbladder Cancer
Authors
Funding None.
Abstract
Gallbladder cancer (GBC) is a highly aggressive malignancy with dismal prognosis. GBC is characterized by marked geographic predilection. GBC has distinct morphological types that pose unique challenges in diagnosis and differentiation from benign lesions. There are no specific clinical or serological markers of GBC. Imaging plays a key role not only in diagnosis and staging but also in prognostication. Ultrasound (US) is the initial test of choice that allows risk stratification in wall thickening and polypoidal type of gallbladder lesions. US findings guide further investigations and management. Computed tomography (CT) is the test of choice for staging GBC as it allows comprehensive evaluation of the gallbladder lesion, liver involvement, lymph nodes, peritoneum, and other distant sites for potential metastases. Magnetic resonance imaging (MRI) and magnetic resonance cholangiopancreatography allow better delineation of the biliary system involvement. Contrast-enhanced US and advanced MRI techniques including diffusion-weighted imaging and dynamic contrast-enhanced MRI are used as problem-solving tools in cases where distinction from benign lesion is challenging at US and CT. Positron emission tomography is also used in selected cases for accurate staging of the disease. In this review, we provide an up-to-date insight into the role of imaging in diagnosis, staging, and prognostication of GBC.
Keywords
artificial intelligence - computed tomography - deep learning - gallbladder cancer - magnetic resonance imaging - ultrasoundPublication History
Article published online:
26 August 2024
© 2024. Indian Radiological Association. This is an open access article published by Thieme under the terms of the Creative Commons Attribution-NonDerivative-NonCommercial License, permitting copying and reproduction so long as the original work is given appropriate credit. Contents may not be used for commercial purposes, or adapted, remixed, transformed or built upon. (https://creativecommons.org/licenses/by-nc-nd/4.0/)
Thieme Medical and Scientific Publishers Pvt. Ltd.
A-12, 2nd Floor, Sector 2, Noida-201301 UP, India
-
References
- 1 Feo CF, Ginesu GC, Fancellu A. et al. Current management of incidental gallbladder cancer: a review. Int J Surg 2022; 98: 106234
- 2 Lopes Vendrami C, Magnetta MJ, Mittal PK, Moreno CC, Miller FH. Gallbladder carcinoma and its differential diagnosis at MRI: what radiologists should know. Radiographics 2021; 41 (01) 78-95
- 3 Bal MM, Ramadwar M, Deodhar K, Shrikhande S. Pathology of gallbladder carcinoma: current understanding and new perspectives. Pathol Oncol Res 2015; 21 (03) 509-525
- 4 Roa JC, Basturk O, Adsay V. Dysplasia and carcinoma of the gallbladder: pathological evaluation, sampling, differential diagnosis and clinical implications. Histopathology 2021; 79 (01) 2-19
- 5 Tan CH, Lim KS. MRI of gallbladder cancer. Diagn Interv Radiol 2013; 19 (04) 312-319
- 6 Pavlidis ET, Galanis IN, Pavlidis TE. New trends in diagnosis and management of gallbladder carcinoma. World J Gastrointest Oncol 2024; 16 (01) 13-29
- 7 Ramachandran A, Srivastava DN, Madhusudhan KS. Gallbladder cancer revisited: the evolving role of a radiologist. Br J Radiol 2021; 94 (1117): 20200726
- 8 Levy AD, Murakata LA, Rohrmann Jr CA. Gallbladder carcinoma: radiologic-pathologic correlation. Radiographics 2001; 21 (02) 295-314 ; questionnaire, 549–555
- 9 Gupta P, Basu S, Arora C. Applications of artificial intelligence in biliary tract cancers. Indian J Gastroenterol 2024
- 10 Gupta P, Basu S, Rana P. et al. Deep-learning enabled ultrasound based detection of gallbladder cancer in northern India: a prospective diagnostic study. Lancet Reg Health Southeast Asia 2023; 24: 100279
- 11 Chhabra M, Kalage D, Gupta P. et al. Proposal for a new morphological “combined type” of gallbladder cancer: description of radiopathological characteristics and comparison with other morphological types. Abdom Radiol (NY) 2024; 49 (03) 703-709
- 12 Ganeshan D, Kambadakone A, Nikolaidis P, Subbiah V, Subbiah IM, Devine C. Current update on gallbladder carcinoma. Abdom Radiol (NY) 2021; 46 (06) 2474-2489
- 13 Kalra N, Suri S, Gupta R. et al. MDCT in the staging of gallbladder carcinoma. AJR Am J Roentgenol 2006; 186 (03) 758-762
- 14 Gupta P, Meghashyam K, Marodia Y. et al. Locally advanced gallbladder cancer: a review of the criteria and role of imaging. Abdom Radiol (NY) 2021; 46 (03) 998-1007
- 15 Furlan A, Ferris JV, Hosseinzadeh K, Borhani AA. Gallbladder carcinoma update: multimodality imaging evaluation, staging, and treatment options. AJR Am J Roentgenol 2008; 191 (05) 1440-1447
- 16 Rana P, Gupta P, Kalage D, Soundararajan R, Kumar-M P, Dutta U. Grayscale ultrasonography findings for characterization of gallbladder wall thickening in non-acute setting: a systematic review and meta-analysis. Expert Rev Gastroenterol Hepatol 2022; 16 (01) 59-71
- 17 Rana P, Pruthi H, Gupta P. et al. Sonographic “cervix sign”: a new ancillary sign of gallbladder neck malignancy. J Clin Exp Hepatol 2023; 13 (06) 972-976
- 18 Tongdee R, Maroongroge P, Suthikeree W. The value of MDCT scans in differentiation between benign and malignant gallbladder wall thickening. J Med Assoc Thai 2011; 94 (05) 592-600
- 19 Kim SJ, Lee JM, Lee JY. et al. Analysis of enhancement pattern of flat gallbladder wall thickening on MDCT to differentiate gallbladder cancer from cholecystitis. AJR Am J Roentgenol 2008; 191 (03) 765-771
- 20 Corwin MT, Khera SS, Loehfelm TW, Yang NT, Fananapazir G. Incidentally detected focal fundal gallbladder wall thickening at contrast-enhanced computed tomography: prevalence and computed tomography features of malignancy. J Comput Assist Tomogr 2019; 43 (01) 149-154
- 21 Kalra N, Gupta P, Singhal M. et al. Cross-sectional imaging of gallbladder carcinoma: an update. J Clin Exp Hepatol 2019; 9 (03) 334-344
- 22 Foley KG, Lahaye MJ, Thoeni RF. et al. Management and follow-up of gallbladder polyps: updated joint guidelines between the ESGAR, EAES, EFISDS and ESGE. Eur Radiol 2022; 32 (05) 3358-3368
- 23 Kamaya A, Fung C, Szpakowski JL. et al. Management of incidentally detected gallbladder polyps: Society of Radiologists in Ultrasound consensus conference recommendations. Radiology 2022; 305 (02) 277-289
- 24 Ito M, Mishima Y, Sato T. An anatomical study of the lymphatic drainage of the gallbladder. Surg Radiol Anat 1991; 13 (02) 89-104
- 25 Pesce A, Li Destri G, Amore FF, Magro G, La Greca G, Puleo S. A rare case of Krukenberg tumor by gallbladder cancer. Ann Med Surg (Lond) 2019; 47: 50-52
- 26 Chaudhari S, Hatwal D, Bhat P. A rare presentation of gallbladder carcinoma metastasis. J Clin Diagn Res 2014; 8 (06) FD19-FD20
- 27 Win AZ, Aparici CM. Rare case of gallbladder cancer presenting with meta-stasis to bone and brain in an African American male discovered by F18-FDG PET/CT. J Biomed Graph Comput 2013; 3 (02) 24-29
- 28 Joshi MK, Joshi R, Chadha M, Alam SE, Varshneya H, Kumar S. Gall bladder carcinoma presenting with spinal metastasis: a rare phenomenon. Indian J Palliat Care 2013; 19 (02) 113-115
- 29 Marin H, Bouras AF, Patenôtre P. et al. Cheek metastasis from gallbladder adenocarcinoma. J Visc Surg 2013; 150 (03) 225-226
- 30 Baghmar S, Sandhyav R, Arora A, Arora A. Carcinoma gall bladder with cardiac metastasis presenting as liver abscess: an unusual case. Trop Gastroenterol 2019; 39 (03) 173-175
- 31 Miyoshi H, Inui K, Katano Y, Tachi Y, Yamamoto S. B-mode ultrasonographic diagnosis in gallbladder wall thickening. J Med Ultrason 2021; 48 (02) 175-186
- 32 Dwivedi AN, Jain S, Dixit R. Gall bladder carcinoma: aggressive malignancy with protean loco-regional and distant spread. World J Clin Cases 2015; 3 (03) 231-244
- 33 Soundararajan R, Marodia Y, Gupta P. et al. Imaging patterns of wall thickening type of gallbladder cancer. Clin Exp Hepatol 2022; 8 (04) 255-266
- 34 Gupta P, Dutta U, Rana P. et al. Gallbladder reporting and data system (GB-RADS) for risk stratification of gallbladder wall thickening on ultrasonography: an international expert consensus. Abdom Radiol (NY) 2022; 47 (02) 554-565
- 35 Soundararajan R, Subramanian P, Gupta P. et al. Agreement of gallbladder reporting and data system for gallbladder wall thickening at ultrasonography: a multireader validation study. J Clin Exp Hepatol 2024; 14 (04) 101393
- 36 Wang R, Lv L, Li L. Diagnostic performance of the gallbladder reporting and data system combined with color doppler flow imaging for gallbladder cancer in the Asian population. Front Oncol 2024; 14: 1367351
- 37 Boccatonda A, Cocco G, D'Ardes D, Schiavone C. GB-RADS score, a possible role for CEUS?. Abdom Radiol (NY) 2023; 48 (03) 1199-1201
- 38 Zhu L, Li N, Zhu Y. et al. Value of high frame rate contrast enhanced ultrasound in gallbladder wall thickening in non-acute setting. Cancer Imaging 2024; 24 (01) 7
- 39 Martin E, Gill R, Debru E. Diagnostic accuracy of transabdominal ultrasonography for gallbladder polyps: systematic review. Can J Surg 2018; 61 (03) 200-207
- 40 Pickering O, Pucher PH, Toale C. et al. Prevalence and sonographic detection of gallbladder polyps in a western European population. J Surg Res 2020; 250: 226-231
- 41 Li Y, Tejirian T, Collins JC. Gallbladder polyps: real or imagined?. Am Surg 2018; 84 (10) 1670-1674
- 42 Metman MJH, Olthof PB, van der Wal JBC, van Gulik TM, Roos D, Dekker JWT. Clinical relevance of gallbladder polyps; is cholecystectomy always necessary?. HPB (Oxford) 2020; 22 (04) 506-510
- 43 Kim JH, Lee JY, Baek JH. et al. High-resolution sonography for distinguishing neoplastic gallbladder polyps and staging gallbladder cancer. AJR Am J Roentgenol 2015; 204 (02) W150-9
- 44 Pradhan S, Shukla VK, Agrawal S, Dixit VK, Sharma OP. Sonographic and colour doppler morphology in carcinoma gallbladder. Indian J Cancer 2002; 39 (04) 143-148
- 45 Hirooka Y, Naitoh Y, Goto H, Furukawa T, Ito A, Hayakawa T. Differential diagnosis of gall-bladder masses using colour Doppler ultrasonography. J Gastroenterol Hepatol 1996; 11 (09) 840-846
- 46 Li Y, Wang Y, Chi M. The diagnostic value of high-frequency ultrasound combined with color Doppler ultrasound versus surgical pathology in gallbladder polyps. Am J Transl Res 2021; 13 (07) 7990-7996
- 47 Hayakawa S, Goto H, Hirooka Y. et al. Colour Doppler-guided spectral analysis of gall-bladder wall flow. J Gastroenterol Hepatol 1998; 13 (02) 181-185
- 48 Li D, Dong BW, Wu YL, Yan K. Image-directed and color Doppler studies of gallbladder tumors. J Clin Ultrasound 1994; 22 (09) 551-555
- 49 Mellnick VM, Menias CO, Sandrasegaran K. et al. Polypoid lesions of the gallbladder: disease spectrum with pathologic correlation. Radiographics 2015; 35 (02) 387-399
- 50 Komatsuda T, Ishida H, Konno K. et al. Gallbladder carcinoma: color Doppler sonography. Abdom Imaging 2000; 25 (02) 194-197
- 51 Teber MA, Tan S, Dönmez U. et al. The use of real-time elastography in the assessment of gallbladder polyps: preliminary observations. Med Ultrason 2014; 16 (04) 304-308
- 52 Soundararajan R, Dutta U, Bhatia A. et al. Two-dimensional shear wave elastography: utility in differentiating gallbladder cancer from chronic cholecystitis. J Ultrasound Med 2023; 42 (07) 1577-1585
- 53 Kapoor A, Kapoor A, Mahajan G. Differentiating malignant from benign thickening of the gallbladder wall by the use of acoustic radiation force impulse elastography. J Ultrasound Med 2011; 30 (11) 1499-1507
- 54 Cheng Y, Wang M, Ma B, Ma X. Potential role of contrast-enhanced ultrasound for the differentiation of malignant and benign gallbladder lesions in East Asia: a meta-analysis and systematic review. Medicine (Baltimore) 2018; 97 (33) e11808
- 55 Zhang HP, Bai M, Gu JY, He YQ, Qiao XH, Du LF. Value of contrast-enhanced ultrasound in the differential diagnosis of gallbladder lesion. World J Gastroenterol 2018; 24 (06) 744-751
- 56 Numata K, Oka H, Morimoto M. et al. Differential diagnosis of gallbladder diseases with contrast-enhanced harmonic gray scale ultrasonography. J Ultrasound Med 2007; 26 (06) 763-774
- 57 Dong Y, Liu L, Cao Q. et al. Differential diagnosis of focal gallbladder lesions: the added value of contrast enhanced ultrasound with liner transducers. Clin Hemorheol Microcirc 2020; 74 (02) 167-178
- 58 Boddapati SB, Lal A, Gupta P. et al. Contrast enhanced ultrasound versus multiphasic contrast enhanced computed tomography in evaluation of gallbladder lesions. Abdom Radiol (NY) 2022; 47 (02) 566-575
- 59 Zhuang B, Li W, Wang W. et al. Contrast-enhanced ultrasonography improves the diagnostic specificity for gallbladder-confined focal tumors. Abdom Radiol (NY) 2018; 43 (05) 1134-1142
- 60 Liu LN, Xu HX, Lu MD. et al. Contrast-enhanced ultrasound in the diagnosis of gallbladder diseases: a multi-center experience. PLoS One 2012; 7 (10) e48371
- 61 Wang W, Fei Y, Wang F. Meta-analysis of contrast-enhanced ultrasonography for the detection of gallbladder carcinoma. Med Ultrason 2016; 18 (03) 281-28
- 62 Kong WT, Shen HY, Qiu YD, Han H, Wen BJ, Wu M. Application of contrast enhanced ultrasound in gallbladder lesion: is it helpful to improve the diagnostic capabilities?. Med Ultrason 2018; 20 (04) 420-426
- 63 Yuan HX, Wang WP, Wen JX. et al. Xanthogranulomatous cholecystitis: contrast-enhanced ultrasound features and differential diagnosis from wall-thickening gallbladder carcinoma. Discov Med 2016; 21 (114) 89-98
- 64 Tang S, Huang L, Wang Y, Wang Y. Contrast-enhanced ultrasonography diagnosis of fundal localized type of gallbladder adenomyomatosis. BMC Gastroenterol 2015; 15: 99
- 65 Gupta P, Kumar M, Sharma V, Dutta U, Sandhu MS. Evaluation of gallbladder wall thickening: a multimodality imaging approach. Expert Rev Gastroenterol Hepatol 2020; 14 (06) 463-473
- 66 de Sio I, D'Onofrio M, Mirk P. et al; SIUMB experts committee. SIUMB recommendations on the use of ultrasound in neoplastic lesions of the gallbladder and extrahepatic biliary tract. J Ultrasound 2023; 26 (03) 725-731
- 67 Choi JH, Seo DW, Choi JH. et al. Utility of contrast-enhanced harmonic EUS in the diagnosis of malignant gallbladder polyps (with videos). Gastrointest Endosc 2013; 78 (03) 484-493
- 68 Bae JS, Kim SH, Kang HJ. et al. Quantitative contrast-enhanced US helps differentiating neoplastic vs non-neoplastic gallbladder polyps. Eur Radiol 2019; 29 (07) 3772-3781
- 69 Liu XS, Gu LH, Du J. et al. Differential diagnosis of polypoid lesions of the gallbladder using contrast-enhanced sonography. J Ultrasound Med 2015; 34 (06) 1061-1069
- 70 Miwa H, Numata K, Sugimori K, Kaneko T, Maeda S. Vascular evaluation using transabdominal ultrasound for gallbladder polyps. J Med Ultrason 2021; 48 (02) 159-173
- 71 Yuan Z, Liu X, Li Q. et al. Is contrast-enhanced ultrasound superior to computed tomography for differential diagnosis of gallbladder polyps? A cross-sectional study. Front Oncol 2021; 11: 657223
- 72 Kim SJ, Lee JM, Lee JY. et al. Accuracy of preoperative T-staging of gallbladder carcinoma using MDCT. AJR Am J Roentgenol 2008; 190 (01) 74-80
- 73 Kim BS, Ha HK, Lee IJ. et al. Accuracy of CT in local staging of gallbladder carcinoma. Acta Radiol 2002; 43 (01) 71-76
- 74 Gupta P, Marodia Y, Bansal A. et al. Imaging-based algorithmic approach to gallbladder wall thickening. World J Gastroenterol 2020; 26 (40) 6163-6181
- 75 Marodia Y, Kharel J, Saikia UN. et al. Association of CT findings with perineural invasion in gallbladder cancer: preliminary assessment. AJR Am J Roentgenol 2023; 220 (06) 850-851
- 76 Pruthi H, Chabbra M, Soundararajan R. et al. Role of dual energy computed tomography in evaluation of suspected wall thickening type of gallbladder cancer. Clin Exp Hepatol 2022; 8 (01) 92-95
- 77 Reddy KP, Gupta P, Gulati A. et al. Dual-energy CT in differentiating benign gallbladder wall thickening from wall thickening type of gallbladder cancer. Eur Radiol 2024;
- 78 Catalano OA, Sahani DV, Kalva SP. et al. MR imaging of the gallbladder: a pictorial essay. Radiographics 2008; 28 (01) 135-155 , quiz 324
- 79 Kim SJ, Lee JM, Lee ES, Han JK, Choi BI. Preoperative staging of gallbladder carcinoma using biliary MR imaging. J Magn Reson Imaging 2015; 41 (02) 314-321
- 80 Schwartz LH, Black J, Fong Y. et al. Gallbladder carcinoma: findings at MR imaging with MR cholangiopancreatography. J Comput Assist Tomogr 2002; 26 (03) 405-410
- 81 Hu Y, Jia D, Xu Z. et al. Value of diffusion-weighted MRI in differentiation between benign and malignant polypoid gallbladder lesions [in Chinese]. Zhonghua Yi Xue Za Zhi 2015; 95 (39) 3201-3204
- 82 Ohki K, Igarashi T, Yakabe H. et al. Differentiating gallbladder cancer from polyps using non-enhanced magnetic resonance imaging. Pol J Radiol 2024; 89: e106-e114
- 83 Yoshioka M, Watanabe G, Uchinami H. et al. Diffusion-weighted MRI for differential diagnosis in gallbladder lesions with special reference to ADC cut-off values. Hepatogastroenterology 2013; 60 (124) 692-698
- 84 Kim SJ, Lee JM, Kim H, Yoon JH, Han JK, Choi BI. Role of diffusion-weighted magnetic resonance imaging in the diagnosis of gallbladder cancer. J Magn Reson Imaging 2013; 38 (01) 127-137
- 85 Kitazume Y, Taura S, Nakaminato S. et al. Diffusion-weighted magnetic resonance imaging to differentiate malignant from benign gallbladder disorders. Eur J Radiol 2016; 85 (04) 864-873
- 86 Lee NK, Kim S, Moon JI. et al. Diffusion-weighted magnetic resonance imaging of gallbladder adenocarcinoma: analysis with emphasis on histologic grade. Clin Imaging 2016; 40 (03) 345-351
- 87 Min JH, Kang TW, Cha DI. et al. Apparent diffusion coefficient as a potential marker for tumour differentiation, staging and long-term clinical outcomes in gallbladder cancer. Eur Radiol 2019; 29 (01) 411-421
- 88 Kalage D, Gupta P, Gulati A. et al. Contrast enhanced CT versus MRI for accurate diagnosis of wall-thickening type gallbladder cancer. J Clin Exp Hepatol 2024; 14 (05) 101397
- 89 Takashima T, Nakazawa S, Yoshino J. et al. Diagnosis of the wall-thickened lesions of the gallbladder with dynamic MRI [in Japanese]. Nihon Shokakibyo Gakkai Zasshi 1998; 95 (05) 424-431
- 90 Kalage D, Gupta P, Gulati A. et al. Multiparametric MR imaging with diffusion-weighted, intravoxel incoherent motion, diffusion tensor, and dynamic contrast-enhanced perfusion sequences to assess gallbladder wall thickening: a prospective study based on surgical histopathology. Eur Radiol 2023; 33 (07) 4981-4993
- 91 Yoshimitsu K, Honda H, Kaneko K. et al. Dynamic MRI of the gallbladder lesions: differentiation of benign from malignant. J Magn Reson Imaging 1997; 7 (04) 696-701
- 92 Annunziata S, Pizzuto DA, Caldarella C, Galiandro F, Sadeghi R, Treglia G. Diagnostic accuracy of fluorine-18-fluorodeoxyglucose positron emission tomography in gallbladder cancer: a meta-analysis. World J Gastroenterol 2015; 21 (40) 11481-11488
- 93 Pericleous S, Doran SLF, Wotherspoon A. et al. The diagnostic accuracy of 18 F-FGD-PET/CT for cancer of the gallbladder: a retrospective study. World J Nucl Med 2022; 21 (02) 112-119
- 94 Gupta V, Vishnu KS, Yadav TD. et al. Radio-pathological correlation of 18F-FDG PET in characterizing gallbladder wall thickening. J Gastrointest Cancer 2019; 50 (04) 901-906
- 95 Parida GK, Panda RA, Agrawal K. Impact of fluorine-18-fluorodeoxyglucose PET/computed tomography in staging of patients with gallbladder cancer: a systematic review and meta-analysis. Nucl Med Commun 2021; 42 (08) 846-854
- 96 Amin MB, Greene FL, Edge SB. et al. The Eighth Edition AJCC Cancer Staging Manual: continuing to build a bridge from a population-based to a more “personalized” approach to cancer staging. CA Cancer J Clin 2017; 67 (02) 93-99
- 97 Shindoh J, de Aretxabala X, Aloia TA. et al. Tumor location is a strong predictor of tumor progression and survival in T2 gallbladder cancer: an international multicenter study. Ann Surg 2015; 261 (04) 733-739
- 98 Lee AJ, Chiang YJ, Lee JE. et al. Validation of American Joint Committee on Cancer eighth staging system for gallbladder cancer and its lymphadenectomy guidelines. J Surg Res 2018; 230: 148-154
- 99 Sadamoto Y, Kubo H, Harada N, Tanaka M, Eguchi T, Nawata H. Preoperative diagnosis and staging of gallbladder carcinoma by EUS. Gastrointest Endosc 2003; 58 (04) 536-541
- 100 Makar M, Zhao E, Tyberg A. Personalized approach to the role of endoscopic ultrasound in the diagnosis and management of pancreaticobiliary malignancies. J Pers Med 2021; 11 (03) 180
- 101 Hijioka S, Nagashio Y, Ohba A, Maruki Y, Okusaka T. The role of EUS and EUS-FNA in differentiating benign and malignant gallbladder lesions. Diagnostics (Basel) 2021; 11 (09) 1586
- 102 Kumaran V, Gulati S, Paul B, Pande K, Sahni P, Chattopadhyay K. The role of dual-phase helical CT in assessing resectability of carcinoma of the gallbladder. Eur Radiol 2002; 12 (08) 1993-1999
- 103 Ohtani T, Shirai Y, Tsukada K, Muto T, Hatakeyama K. Spread of gallbladder carcinoma: CT evaluation with pathologic correlation. Abdom Imaging 1996; 21 (03) 195-201
- 104 Tseng JH, Wan YL, Hung CF. , et al Diagnosis and staging of gallbladder carcinoma. Evaluation with dynamic MR imaging. Clin Imaging 2002; 26 (03) 177-182
- 105 Eaton JE, Thackeray EW, Lindor KD. Likelihood of malignancy in gallbladder polyps and outcomes following cholecystectomy in primary sclerosing cholangitis. Am J Gastroenterol 2012; 107 (03) 431-439
- 106 Kim JH, Kim TK, Eun HW. et al. Preoperative evaluation of gallbladder carcinoma: efficacy of combined use of MR imaging, MR cholangiography, and contrast-enhanced dual-phase three-dimensional MR angiography. J Magn Reson Imaging 2002; 16 (06) 676-684
- 107 de Savornin Lohman EAJ, de Bitter TJJ, van Laarhoven CJHM, Hermans JJ, de Haas RJ, de Reuver PR. The diagnostic accuracy of CT and MRI for the detection of lymph node metastases in gallbladder cancer: a systematic review and meta-analysis. Eur J Radiol 2019; 110: 156-162
- 108 Goetze TO. Gallbladder carcinoma: prognostic factors and therapeutic options. World J Gastroenterol 2015; 21 (43) 12211-12217
- 109 Aloia TA, Járufe N, Javle M. et al. Gallbladder cancer: expert consensus statement. HPB (Oxford) 2015; 17 (08) 681-690
- 110 Wright BE, Lee CC, Iddings DM, Kavanagh M, Bilchik AJ. Management of T2 gallbladder cancer: are practice patterns consistent with national recommendations?. Am J Surg 2007; 194 (06) 820-825 , discussion 825–826
- 111 Ji GW, Zhang YD, Zhang H. et al. Biliary tract cancer at CT: a radiomics-based model to predict lymph node metastasis and survival outcomes. Radiology 2019; 290 (01) 90-98
- 112 Ma Y, Lin Y, Lu J. et al. A meta-analysis of based radiomics for predicting lymph node metastasis in patients with biliary tract cancers. Front Surg 2023; 9: 1045295
- 113 Choi SY, Kim JH, Park HJ, Han JK. Preoperative CT findings for prediction of resectability in patients with gallbladder cancer. Eur Radiol 2019; 29 (12) 6458-6468
- 114 Lee H, Choi DW, Park JY. et al. Surgical strategy for T2 gallbladder cancer according to tumor location. Ann Surg Oncol 2015; 22 (08) 2779-2786
- 115 Wang L, Dong P, Zhang Y, Yang M, Chen Y, Tian BL. Prognostic validation of the updated 8th edition Tumor-Node-Metastasis classification by the Union for International Cancer Control: survival analyses of 307 patients with surgically treated gallbladder carcinoma. Oncol Lett 2018; 16 (04) 4427-4433
- 116 Liao X, Zhang D. The 8th Edition American Joint Committee on cancer staging for hepato-pancreato-biliary cancer: a review and update. Arch Pathol Lab Med 2021; 145 (05) 543-553
- 117 Shirai Y, Sakata J, Wakai T, Ohashi T, Ajioka Y, Hatakeyama K. Assessment of lymph node status in gallbladder cancer: location, number, or ratio of positive nodes. World J Surg Oncol 2012; 10: 87
- 118 Higuchi R, Yazawa T, Uemura S. et al. Examination of prognostic factors affecting long-term survival of patients with stage 3/4 gallbladder cancer without distant metastasis. Cancers (Basel) 2020; 12 (08) 2073
- 119 Xu X, He M, Wang H, Zhan M, Yang L. Development and validation of a prognostic nomogram for gallbladder cancer patients after surgery. BMC Gastroenterol 2022; 22 (01) 200
- 120 Cotter G, Beal EW, Poultsides GA. et al. Using machine learning to preoperatively stratify prognosis among patients with gallbladder cancer: a multi-institutional analysis. HPB (Oxford) 2022; 24 (11) 1980-1988
- 121 Zhang W, Chen Z, Sa B. Construction and validation of the predictive model for gallbladder cancer liver metastasis patients: a SEER-based study. Eur J Gastroenterol Hepatol 2024; 36 (01) 129-134
- 122 Yin Z, Chen T, Shu Y. et al. A gallbladder cancer survival prediction model based on multimodal fusion analysis. Dig Dis Sci 2023; 68 (05) 1762-1776
- 123 Liu Z, Zhu G, Jiang X. et al. Survival prediction in gallbladder cancer using CT based machine learning. Front Oncol 2020; 10: 604288
- 124 Krishnaraju VS, Kumar R, Mittal BR. et al. Incidentally detected gallbladder carcinoma: can F-18 FDG PET/CT aid in staging and prognostication?. Nucl Med Mol Imaging 2024; 58 (03) 104-112
- 125 Sirohi B, Mitra A, Jagannath P. et al. Neoadjuvant chemotherapy in patients with locally advanced gallbladder cancer. Future Oncol 2015; 11 (10) 1501-1509
- 126 Creasy JM, Goldman DA, Dudeja V. et al. Systemic chemotherapy combined with resection for locally advanced gallbladder carcinoma: surgical and survival outcomes. J Am Coll Surg 2017; 224 (05) 906-916
- 127 Selvakumar VPP, Zaidi S, Pande P, Goel A, Kumar K. Resection after neoadjuvant chemotherapy in advanced carcinoma of the gallbladder: a retrospective study. Indian J Surg Oncol 2015; 6 (01) 16-19
- 128 Engineer R, Goel M, Chopra S. et al. Neoadjuvant chemoradiation followed by surgery for locally advanced gallbladder cancers: a new paradigm. Ann Surg Oncol 2016; 23 (09) 3009-3015
- 129 Kato A, Shimizu H, Ohtsuka M. et al. Surgical resection after downsizing chemotherapy for initially unresectable locally advanced biliary tract cancer: a retrospective single-center study. Ann Surg Oncol 2013; 20 (01) 318-324
- 130 Birnbaum DJ, Viganò L, Ferrero A, Langella S, Russolillo N, Capussotti L. Locally advanced gallbladder cancer: which patients benefit from resection?. Eur J Surg Oncol 2014; 40 (08) 1008-1015
- 131 Agrawal S, Mohan L, Mourya C, Neyaz Z, Saxena R. Radiological downstaging with neoadjuvant therapy in unresectable gall bladder cancer cases. Asian Pac J Cancer Prev 2016; 17 (04) 2137-2140
- 132 Shin YM. Surveillance method and imaging characteristics of recurrent biliary cancer after surgical resection. Korean J Hepatobiliary Pancreat Surg 2014; 18 (03) 73-76
- 133 Li S, Zhou B. A review of radiomics and genomics applications in cancers: the way towards precision medicine. Radiat Oncol 2022; 17 (01) 217
- 134 Gupta P, Basu S, Yadav TD. et al. Deep-learning models for differentiation of xanthogranulomatous cholecystitis and gallbladder cancer on ultrasound. Indian J Gastroenterol 2024; 43 (04) 805-812
- 135 Wang LF, Wang Q, Mao F. et al. Risk stratification of gallbladder masses by machine learning-based ultrasound radiomics models: a prospective and multi-institutional study. Eur Radiol 2023; 33 (12) 8899-8911
- 136 Basu S, Gupta M, Rana P, Gupta P, Arora C. RadFormer: transformers with global-local attention for interpretable and accurate gallbladder cancer detection. Med Image Anal 2023; 83: 102676
- 137 Xiang F, Meng QT, Deng JJ. et al. A deep learning model based on contrast-enhanced computed tomography for differential diagnosis of gallbladder carcinoma. Hepatobiliary Pancreat Dis Int 2024; 23 (04) 376-384
- 138 Yin Y, Yakar D, Slangen JJG, Hoogwater FJH, Kwee TC, de Haas RJ. The value of deep learning in gallbladder lesion characterization. Diagnostics (Basel) 2023; 13 (04) 704
- 139 Fujita H, Wakiya T, Ishido K. et al. Differential diagnoses of gallbladder tumors using CT-based deep learning. Ann Gastroenterol Surg 2022; 6 (06) 823-832
- 140 Zhang W, Wang Q, Liang K. et al. Deep learning nomogram for preoperative distinction between Xanthogranulomatous cholecystitis and gallbladder carcinoma: a novel approach for surgical decision. Comput Biol Med 2024; 168: 107786
- 141 Zhou S, Han S, Chen W. et al. Radiomics-based machine learning and deep learning to predict serosal involvement in gallbladder cancer. Abdom Radiol (NY) 2024; 49 (01) 3-10
- 142 Liu X, Liang X, Ruan L, Yan S. A clinical-radiomics nomogram for preoperative prediction of lymph node metastasis in gallbladder cancer. Front Oncol 2021; 11: 633852
- 143 Yin Y, Yakar D, Slangen JJG, Hoogwater FJH, Kwee TC, de Haas RJ. Optimal radiological gallbladder lesion characterization by combining visual assessment with CT-based radiomics. Eur Radiol 2023; 33 (04) 2725-2734
- 144 Meng FX, Zhang JX, Guo YR. et al. Contrast-enhanced CT-based deep learning radiomics nomogram for the survival prediction in gallbladder cancer postoperative. Acad Radiol 2023; S1076-6332 (23)00663–3

