Prognosis of intravesical Bacillus Calmette-Guerin therapy for superficial bladder cancer by immunological urinary measurements: Statistically weighted syndromes analysis

被引:39
作者
Jackson, AM
Ivshina, AV
Senko, O
Kuznetsova, A
Sundan, A
O'Donnell, MA
Clinton, S
Alexandroff, AB
Selby, PJ
James, K
Kuznetsov, VA
机构
[1] Univ Leeds, Imperial Canc Res Fund, Canc Med Res Unit, Leeds, W Yorkshire, England
[2] Univ Edinburgh, Dept Surg, Edinburgh EH8 9YL, Midlothian, Scotland
[3] Inst Biochem Phys, Moscow, Russia
[4] NCI, Frederick Canc & Dev Ctr, Frederick, MD USA
[5] US FDA, Ctr Biol Evaluat & Res, Bethesda, MD USA
[6] Russian Acad Sci, Ctr Comp, Moscow, Russia
[7] Univ Trondheim, Canc Res Inst, N-7034 Trondheim, Norway
[8] Beth Israel Hosp, Dept Urol Surg, Boston, MA USA
[9] Dana Farber Canc Inst, Boston, MA 02115 USA
关键词
bladder cancer; BCG immunotherapy; pattern recognition; ICAM-1; CD14; TNF; prognosis;
D O I
10.1016/S0022-5347(01)63835-7
中图分类号
R5 [内科学]; R69 [泌尿科学(泌尿生殖系疾病)];
学科分类号
1002 ; 100201 ;
摘要
Purpose: The goal of this research was to discover new biological indicators in urine which could be used for short-term prognosis of local Bacillus Calmette-Guerin (BCG) therapy outcome in patients with superficial bladder cancer. Patients and Methods: We measured and statistically evaluated soluble immunological molecules in urine from bladder cancer patients (n = 34) receiving BCG intravesically. Urine was collected following each of 6 weekly treatments, processed and assayed. The data base included measurements of interleukin-1 (IL-1), IL-2, IL-4, IL-6, IL-8, IL-10, IL-12, soluble intercellular adhesion molecule-1 (sICAM-1), tumour necrosis factor-alpha (TNF alpha), soluble CD14 (sCD14), interferon-gamma (IFN gamma), CM-CSF, volume of urine and its pH. The clinical response was evaluated by urine histology and random quadrant biopsy 3 months after the start of therapy. Patients were divided into 2 groups, with good and poor therapeutic effect. The initial complete response rate was 62% (21/34). The data base was analyzed using traditional multivariate statistical methods and a pattern recognition method which deals with combinatorial-statistical analysis (statistically weighted syndromes (SWS) method) of the gradated features. The SWS method is capable of identifying robust patterns in small "fuzzy" sets with high dimensional objects and some missing values. Results: Only one parameter gave significant differences at p<0.05, GM-CSF at instillation 6. Repeated measurement analysis of variance, backward stepwise multiple logistic regression and linear discriminant analysis failed to show any significance. However, significant differences in the structure of correlation between features in the groups with and without therapeutic effect were observed and four highly informative variables (the masses of sICAM-1, TNF alpha, sCD14 and pH) relating to 5(th)-6(th) installations were selected by SWS. These features provided accurate individual prediction of therapeutic outcome for all our patients. Cross-validation analysis and computer simulation showed the statistically significant stability of the prediction. Conclusion: We have selected a set of urinary variables that could be considered as a perspective combination of indicators (syndromes) of outcome of pre-operation BCG therapy of patients with superficial bladder cancer. A larger patient database will provide testing and evaluation of the biological and clinical significance of selected features. The computational syndrome-disease approach should be applicable for the solution of decision-making problems for management of cancer.
引用
收藏
页码:1054 / 1063
页数:10
相关论文
共 62 条
[1]   AUTOCRINE REGULATION OF ICAM-1 EXPRESSION ON BLADDER-CANCER CELL-LINES - EVIDENCE FOR THE ROLE OF IL-1-ALPHA [J].
ALEXANDROFF, AB ;
JACKSON, AM ;
ESUVARANATHAN, K ;
PRESCOTT, S ;
JAMES, K .
IMMUNOLOGY LETTERS, 1994, 40 (02) :117-124
[2]  
ASTION ML, 1992, ARCH PATHOL LAB MED, V116, P995
[3]  
Bellman R. E., 1971, Decision-making in a fuzzy environment, DOI 10.1287/mnsc.17.4.B141
[4]  
BETTEX-GALLAND M, 1991, European Urology, V19, P171
[5]  
BEUTLER B, 1989, ANNU REV IMMUNOL, V7, P625, DOI 10.1146/annurev.iy.07.040189.003205
[6]   EFFECTS OF LOCAL BACILLUS CALMETTE-GUERIN THERAPY IN PATIENTS WITH BLADDER-CARCINOMA ON IMMUNOCOMPETENT CELLS OF THE BLADDER WALL [J].
BOHLE, A ;
GERDES, J ;
ULMER, AJ ;
HOFSTETTER, AG ;
FLAD, HD .
JOURNAL OF UROLOGY, 1990, 144 (01) :53-58
[7]  
Bongard M.M., 1967, RECOGNITION PROBLEM
[8]   INTERCELLULAR-ADHESION MOLECULE-1 EXPRESSION BY BLADDER-CANCER CELLS - FUNCTIONAL-EFFECTS [J].
CAMPBELL, SC ;
TANABE, K ;
ALEXANDER, JP ;
EDINGER, M ;
TUBBS, RR ;
KLEIN, EA .
JOURNAL OF UROLOGY, 1994, 151 (05) :1385-1390
[9]   CYTOKINE RESPONSE BY MONOCYTES AND MACROPHAGES TO FREE AND LIPOPROTEIN-BOUND LIPOPOLYSACCHARIDE [J].
CAVAILLON, JM ;
FITTING, C ;
HAEFFNERCAVAILLON, N ;
KIRSCH, SJ ;
WARREN, HS .
INFECTION AND IMMUNITY, 1990, 58 (07) :2375-2382
[10]   NEURAL NETWORKS - A REVIEW FROM A STATISTICAL PERSPECTIVE [J].
CHENG, B ;
TITTERINGTON, DM .
STATISTICAL SCIENCE, 1994, 9 (01) :2-30