Patient population
Reference
Prediction form
Outcome
No. of patients
Variables
Accuracy
Validation
NMIBC
Parmar
Risk grouping
RFS
919
# Tumors, cystoscopy at 3 months
Not reported
Not performed
NMIBC
MillanRodriguez
Risk grouping
RFS, PFS, ACS
1529
# Tumors, tumor size, T category, CIS grade, intravesical BCG
Not reported
Not performed
NMIBC
Shariat
Probability nomogram
RFS, PFS
2681
Age, gender, urine cytology, NMP22 Y/N
84% recurrence any BC, 87% recurrence
HGBC, 86% progression
Internal
NMIBC
Sylvester
Look-up table
RFS, PFS
2596
# Tumors, tumor size, prior recurrence rate, T category, CIS, grade
Not reported
External
NMIBC
CUETO
Look-up table
RFS, PFS
1062
Age, gender, recurrence (Y/N), # tumors, T category, CIS, grade
Not reported
Internal
NMIBC
Ali-El-Dein
Probability nomogram
RFS, PFS
1019
Therapy, arm, stage, multiplicity, recurrence (Y/N)
Internal
NMIBC
Quershi
Artificial neural network
TaT1 (Recurrence at 6 months)
TaT1 (PFS)
T2T4 (CSS at 1 year)
56
105
40
EGFR, c-erbB2, p53, stage, grade, tumor size, number of tumors, gender, smoking status, histology of mucosal biopsies, CIS, metaplasia, architecture, location
75%
80%
82%
Internal
Internal
Internal
NMIBC
Catto
Neuro-fuzzy modeling
Ta–T4 (RFS)
109
p53, mismatch repair proteins, stage, grade, age, smoking status, previous cancer
88–95%
Internal
MIBC
Karakiewi cz
Probability nomogram
Radical cystectomy (Cystectomy T and N)
731
Age, TUR stage, TUR grade, CIS
76% for T, 63% for N
Internal
MIBC
Karakiewi cz
Probability nomogram
Radical cystectomy (RFS at 2, 5, 8 years)
731
Age, T stage, N stage, grade, LVI, CIS, adjuvant radiotherapy, adjuvant chemotherapy, neoadjuvant chemotherapy
78%
Internal
MIBC
Shariat
Probability nomogram
Radical cystectomy (CSS at 2, 5, 8 years)
731
Age, T stage, N stage, grade, LVI, CIS, adjuvant radiotherapy, adjuvant chemotherapy, neoadjuvant chemotherapy
79% for all-cause survival, 73% for CSS
Internal
MIBC
Bochner
Probability nomogram
Radical cystectomy (RFS at 5 years)
9064
Age, gender, T stage, N stage, grade, histology, time from diagnosis to surgery
75%
Internal
MIBC
Bassi
Artificial neural network
Radical cystectomy (ACS at 5 years)
369
Age, gender, T stage, N stage, LVI, grade, concomitant prostate cancer, history of UTTCC
76%
Internal
MIBC
Cohen
Probability nomogram
TURBT + Radiotherapy (T2–T4)
325
CR to induction therapy: hydronephrosis, age, complete TURBT, gender
CSS: T stage, grade, hydronephrosis
68%
60%
Internal
Internal
MIBC
Xylinas
Risk grouping
Radical cystectomy (T1–T3)
2145
Bladder intact disease free survival: T stage, age, hydronephrosis, complete TURBT
Recurrence: pT stage, LVI, SM, CSM: T stage, LVI, SM
60%
67% recurrence, 64 mortality
Internal
External
Recently, the European Association of Urology (EAU) utilized a larger cohort of patients (2596) with NMIBC randomized who received all kinds of postoperative intravesical chemotherapy. Three risk groups were identified (low risk: single lesion, Ta, grade 1 and ≤3 cm), intermediate risk (Ta–T1, grade 1–2, multifocal, > 3 cm) and high risk (any T1, grade 3, multifocal or highly recurrent, CIS). Unfortunately, the outcomes generated from this risk stratification tool are difficult to interpret in the present situation. Only 200 patients received bacillus Calmette–Guerin (BCG) as an immediate postoperative treatment (gold standard in the treatment of NMIBC), no standard second TURBT was performed, and less than 20 % of patients actually received an additional intravesical treatment. Several authors have tried to externally validate this cohort showing an overestimation of the recurrence and progression rates [3]. The software for this model is available on line at http://www.eortc.be/tools/bladdercalculator.
In 2008, the Spanish Urological Club for Oncological Treatment published a similar stratification model. A total of 1062 patients treated with intravesical BCG were included in the study. Recurrence and progression scores were created. The BCG maintenance protocol was standardized among the different institutions; however, treatments lasted only up to 6 months. Furthermore, the series was graded according to 1987 TNM classification and the WHO 1973 grading system. Neither second transurethral resection (TUR) nor immediate instillation was performed. Approximately 20 % of the patients had high-grade (HG) T1 disease and less than 10 % had CIS at biopsy, the population where this kind of predictive model is mostly needed [3].
The first nomogram in bladder cancer was published in 2005 [4]. It was a multi-institutional collaboration were the authors estimated the risk of recurrence and progression in 2861 patients with NMIBC using a urine marker NMP22 (nuclear matrix protein 22) and urine cytology. The performance of the nomogram was increased by adding the urine marker for the three endpoints evaluated: any transitional cell carcinoma (TCC) recurrence, recurrence of HG Ta/T1, and recurrence higher than T2. The main clinical application in this setting for NMP22 is that it could provide a means to individualize the cystoscopy follow-up in patients with Ta or T1 TCC or CIS by determining the best timing for repeated cystoscopy (delay in cystoscopy follow-up if negative test). The limitations of the study are that it does not consider relevant factors such as previous history of TCC (recurrences and grades) and previous history of intravesical therapy. Moreover, the performance of the nomogram varied significantly among the participant institutions, emphasizing the need for external validation of all tools.