Predicting Recurrence of Non-Muscle-Invasive Bladder Cancer: Current Techniques and Future Trends

被引:15
作者
Shalata, Aya T. [1 ]
Shehata, Mohamed [2 ]
Van Bogaert, Eric [3 ]
Ali, Khadiga M. [4 ]
Alksas, Ahmed [2 ]
Mahmoud, Ali [2 ]
El-Gendy, Eman M. [5 ]
Mohamed, Mohamed A. [6 ]
Giridharan, Guruprasad A. [2 ]
Contractor, Sohail [3 ]
El-Baz, Ayman [2 ]
机构
[1] Mansoura Univ, Fac Engn, Biomed Engn Dept, Mansoura 35516, Egypt
[2] Univ Louisville, Bioengn Dept, Louisville, KY 40292 USA
[3] Univ Louisville, Dept Radiol, Louisville, KY 40202 USA
[4] Mansoura Univ, Fac Med, Pathol Dept, Mansoura 35516, Egypt
[5] Mansoura Univ, Fac Engn, Comp & Control Syst Engn Dept, Mansoura 35516, Egypt
[6] Mansoura Univ, Fac Engn, Elect & Commun Engn Dept, Mansoura 35516, Egypt
关键词
NMIBC; recurrence; AI-based prediction systems; markers; TERT PROMOTER MUTATIONS; TRANSURETHRAL RESECTION; TUMOR RECURRENCE; UROTHELIAL CARCINOMA; DISEASE RECURRENCE; LOW-GRADE; PROGRESSION; DIAGNOSIS; PANEL; SURVEILLANCE;
D O I
10.3390/cancers14205019
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Simple Summary Non-muscle-invasive bladder cancer is associated with its high rates of progression and recurrence, the proper diagnosis and management can save lives. Bladder cancer is the tenth most common type of cancer in the world. This review discusses the current markers used in the recurrence prediction of non-muscle-invasive bladder cancer and future trends, published in the last decade, in addition to the limitations and future prospects in the field of AI-based prediction systems. Bladder cancer (BC) is the 10th most common cancer globally and has a high mortality rate if not detected early and treated promptly. Non-muscle-invasive BC (NMIBC) is a subclassification of BC associated with high rates of recurrence and progression. Current tools for predicting recurrence and progression on NMIBC use scoring systems based on clinical and histopathological markers. These exclude other potentially useful biomarkers which could provide a more accurate personalized risk assessment. Future trends are likely to use artificial intelligence (AI) to enhance the prediction of recurrence in patients with NMIBC and decrease the use of standard clinical protocols such as cystoscopy and cytology. Here, we provide a comprehensive survey of the most recent studies from the last decade (N = 70 studies), focused on the prediction of patient outcomes in NMIBC, particularly recurrence, using biomarkers such as radiomics, histopathology, clinical, and genomics. The value of individual and combined biomarkers is discussed in detail with the goal of identifying future trends that will lead to the personalized management of NMIBC.
引用
收藏
页数:34
相关论文
共 111 条
[1]  
Ajili F., 2014, J Cytology Histol, V5, P1, DOI DOI 10.4172/2157-7099.1000226
[2]   Can the neutrophil-to-lymphocyte ratio be used to predict recurrence and progression of non-muscle-invasive bladder cancer? [J].
Albayrak, Sebahattin ;
Zengin, Kursad ;
Tanik, Serhat ;
Atar, Muhittin ;
Unal, Serhat Haluk ;
Imamoglu, M. Abdurrahim ;
Gurdal, Mesut .
KAOHSIUNG JOURNAL OF MEDICAL SCIENCES, 2016, 32 (06) :327-333
[3]   Searching for urine biomarkers of bladder cancer recurrence using a liquid chromatography-mass spectrometry and capillary electrophoresis-mass spectrometry metabolomics approach [J].
Alberice, Juliana Vieira ;
Amaral, Andre F. S. ;
Grace Armitage, Emily ;
Antonio Lorente, Jose ;
Algaba, Ferran ;
Carrilho, Emanuel ;
Marquez, Mirari ;
Garcia, Antonia ;
Malats, Nuria ;
Barbas, Coral .
JOURNAL OF CHROMATOGRAPHY A, 2013, 1318 :163-170
[4]   Construction of predictive models for recurrence and progression in >1000 patients with non-muscle-invasive bladder cancer (NMIBC) from a single centre [J].
Ali-El-Dein, Bedeir ;
Sooriakumaran, Prasanna ;
Quoc-Dien Trinh ;
Barakat, Tamer S. ;
Nabeeh, Adel ;
Ibrahiem, El-Housseiny I. .
BJU INTERNATIONAL, 2013, 111 (08) :E331-E341
[5]   Recurrent bladder carcinoma: clinical and prognostic role of 18 F-FDG PET/CT [J].
Alongi, Pierpaolo ;
Caobelli, Federico ;
Gentile, Roberta ;
Stefano, Alessandro ;
Russo, Giorgio ;
Albano, Domenico ;
Baldari, Sergio ;
Gilardi, Maria Carla ;
Midiri, Massimo .
EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING, 2017, 44 (02) :224-233
[6]   European Association of Urology Guidelines on Non-muscle-invasive Bladder Cancer (Ta, T1, and Carcinoma in Situ) [J].
Babjuk, Marko ;
Burger, Maximilian ;
Capoun, Otakar ;
Cohen, Daniel ;
Comperat, Eva M. ;
Escrig, Jose L. Dominguez ;
Gontero, Paolo ;
Liedberg, Fredrik ;
Masson-Lecomte, Alexandra ;
Mostafid, A. Hugh ;
Palou, Joan ;
van Rhijn, Bas W. G. ;
Roupret, Morgan ;
Shariat, Shahrokh F. ;
Seisen, Thomas ;
Soukup, Viktor ;
Sylvester, Richard J. .
EUROPEAN UROLOGY, 2022, 81 (01) :75-94
[7]   Use of Artificial Intelligence and Machine Learning Algorithms with Gene Expression Profiling to Predict Recurrent Nonmuscle Invasive Urothelial Carcinoma of the Bladder [J].
Bartsch, Georg, Jr. ;
Mitra, Anirban P. ;
Mitra, Sheetal A. ;
Almal, Arpit A. ;
Steven, Kenneth E. ;
Skinner, Donald G. ;
Fry, David W. ;
Lenehan, Peter F. ;
Worzel, William P. ;
Cote, Richard J. .
JOURNAL OF UROLOGY, 2016, 195 (02) :493-498
[8]   Validation of a Novel, Sensitive, and Specific Urine-Based Test for Recurrence Surveillance of Patients With Non-Muscle-Invasive Bladder Cancer in a Comprehensive Multicenter Study [J].
Batista, Rui ;
Vinagre, Joao ;
Prazeres, Hugo ;
Sampaio, Cristina ;
Peralta, Pedro ;
Conceicao, Paulo ;
Sismeiro, Amlcar ;
Leao, Ricardo ;
Gomes, Andreia ;
Furriel, Frederico ;
Oliveira, Carlos ;
Torres, Joao Nuno ;
Eufrasio, Pedro ;
Azinhais, Paulo ;
Almeida, Fabio ;
Romero Gonzalez, Edwin ;
Bidovanets, Bohdan ;
Ecke, Thorsten ;
Stinjs, Pascal ;
Serrano Pascual, Alvaro ;
Abdelmalek, Rabehi ;
Villafruela, Ainara ;
Beardo-Villar, Pastora ;
Fidalgo, Nuno ;
Ozturk, Hakan ;
Gonzalez-Enguita, Carmen ;
Monzo, Juan ;
Lopes, Tome ;
Alvarez-Maestro, Mario ;
Parra Servan, Patricia ;
Perez De La Cruz, Santiago Moreno ;
Sanchez Perez, Mario Pual ;
Maximo, Valdemar ;
Soares, Paula .
FRONTIERS IN GENETICS, 2019, 10
[9]   Bladder cancer: ESMO Practice Guidelines for diagnosis, treatment and follow-up [J].
Bellmunt, J. ;
Orsola, A. ;
Leow, J. J. ;
Wiegel, T. ;
De Santis, M. ;
Horwich, A. .
ANNALS OF ONCOLOGY, 2014, 25 :40-48
[10]   Genomic predictors of recurrence (R) or progression (P) in high grade T1 (HGT1) non-muscle invasive (NMI) bladder cancer [J].
Bellmunt, Joaquim ;
Kim, Jaegil ;
Mullane, Stephanie A. ;
Reardon, Brendan ;
Orsola, Anna ;
VanAllen, Eliezer ;
Getz, Gad ;
Kwiatkowski, David J. .
JOURNAL OF CLINICAL ONCOLOGY, 2016, 34 (15)