Predicting Radiotherapy Impact on Late Bladder Toxicity in Prostate Cancer Patients: An Observational Study

被引:9
|
作者
Catucci, Francesco [1 ]
Alitto, Anna Rita [1 ]
Masciocchi, Carlotta [1 ]
Dinapoli, Nicola [1 ]
Gatta, Roberto [2 ]
Martino, Antonella [1 ]
Mazzarella, Ciro [1 ]
Fionda, Bruno [1 ]
Frascino, Vincenzo [1 ]
Piras, Antonio [3 ]
D'Aviero, Andrea [3 ]
Preziosi, Francesco [3 ]
Palazzoni, Giovanni [1 ,3 ]
Valentini, Vincenzo [1 ,3 ]
Mantini, Giovanna [1 ,3 ]
机构
[1] Fdn Policlin Univ A Gemelli IRCCS, UOC Radioterapia Oncol, Dipartimento Diagnost Immagini Radioterapia Oncol, Largo Agostino Gemelli 8, I-00168 Rome, Italy
[2] Univ Brescia, Dipartimento Sci Clin & Sperimentali, Vle Europa 11, I-25121 Brescia, Italy
[3] Univ Cattolica Sacro Cuore, Dipartimento Univ Sci Radiol & Ematol, Largo Francesco Vito 1, I-00168 Rome, Italy
关键词
decision supporting systems; predictive models; toxicity prediction; prostate cancer; INTENSITY-MODULATED RADIOTHERAPY; 3-DIMENSIONAL CONFORMAL RADIOTHERAPY; RADIATION-THERAPY; DOSE-RESPONSE; URINARY; MODELS; ONCOLOGY; TRIAL; GY;
D O I
10.3390/cancers13020175
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Simple Summary Prostate cancer (PC) is the most common cancer in men over 70 years old, with heterogeneous characteristics and, nowadays, multiple treatment strategies obtaining optimal outcomes and improving survival. Personalized medicine and even more morbidity treatment reduction are increasing needs. The development of decision support systems to personalize treatments is a key challenge in oncology. The study PRODIGE 1.1 aimed to elaborate on a model analyzing dosimetric parameters in Prostate Cancer patients treating by radiation therapy, predicting late bladder toxicity in order to customize treatments and reduce late morbidity. Background and purpose: The aim of our study was to elaborate a suitable model on bladder late toxicity in prostate cancer (PC) patients treated by radiotherapy with volumetric technique. Materials and methods: PC patients treated between September 2010 and April 2017 were included in the analysis. An observational study was performed collecting late toxicity data of any grade, according to RTOG and CTCAE 4.03 scales, cumulative dose volumes histograms were exported for each patient. Vdose, the value of dose to a specific volume of organ at risk (OAR), impact was analyzed through the Mann-Whitney rank-sum test. Logistic regression was used as the final model. The model performance was estimated by taking 1000 samples with replacement from the original dataset and calculating the AUC average. In addition, the calibration plot (Hosmer-Lemeshow goodness-of-fit test) was used to evaluate the performance of internal validation. RStudio Software version 3.3.1 and an in house developed software package "Moddicom" were used. Results: Data from 175 patients were collected. The median follow-up was 39 months (min-max 3.00-113.00). We performed Mann-Whitney rank-sum test with continuity correction in the subset of patients with late bladder toxicity grade >= 2: a statistically significant p-value with a Vdose of 51.43 Gy by applying a logistic regression model (coefficient 4.3, p value 0.025) for the prediction of the development of late G >= 2 GU toxicity was observed. The performance for the model's internal validation was evaluated, with an AUC equal to 0.626. Accuracy was estimated through the elaboration of a calibration plot. Conclusions: Our preliminary results could help to optimize treatment planning procedures and customize treatments.
引用
收藏
页码:1 / 12
页数:12
相关论文
共 50 条
  • [1] Predicting toxicity in radiotherapy for prostate cancer
    Landoni, Valeria
    Fiorino, Claudio
    Cozzarini, Cesare
    Sanguineti, Giuseppe
    Valdagni, Riccardo
    Rancati, Tiziana
    [J]. PHYSICA MEDICA-EUROPEAN JOURNAL OF MEDICAL PHYSICS, 2016, 32 (03): : 521 - 532
  • [2] Bladder and urethra subregions predicting urinary toxicity after prostate cancer radiotherapy
    Mylona, E.
    Acosta, O.
    Lizee, T.
    Castelli, J.
    Lafond, C.
    Crehange, G.
    Magne, N.
    Chiavassa, S.
    Supiot, S.
    De Crevoisier, R.
    [J]. RADIOTHERAPY AND ONCOLOGY, 2019, 133 : S449 - S449
  • [3] RADIOTHERAPY-INDUCED URINARY EXTRACELLULAR VESICLES PREDICT LATE BLADDER TOXICITY IN PROSTATE CANCER PATIENTS
    Molony, Ryan
    Kerns, Sarah
    Marples, Brian
    Oshodi, Emmanuel
    Chen, YuhChyau
    Lee, Yi-Fen
    [J]. JOURNAL OF UROLOGY, 2023, 209 : E278 - E278
  • [4] Plasma TGFβ1 as a predictor of late bladder or rectal toxicity following radiotherapy in patients with prostate cancer
    Elconin, JH
    Kong, F
    Jirtle, RL
    Clough, RW
    Anscher, MS
    [J]. RADIOLOGY, 1998, 209P : 287 - 287
  • [5] Predictive Models of Bladder Toxicity in Prostate Cancer Radiotherapy
    Zhu, J.
    Simon, A.
    Ospina, J. D.
    Le Prise, E.
    Bossi, A.
    Chira, C.
    Gnep, K.
    Beckendorf, V.
    Polet, V.
    De Crevoisier, R.
    [J]. EUROPEAN JOURNAL OF CANCER, 2011, 47 : S486 - S486
  • [6] Acute and Late Toxicity in Radical Radiotherapy for Bladder Cancer
    Majewski, W.
    Tarnawski, R.
    [J]. CLINICAL ONCOLOGY, 2009, 21 (08) : 598 - 609
  • [7] Impact on late toxicity of using transabdominal ultrasound for prostate cancer patients treated with intensity modulated radiotherapy
    Jani, AB
    Gratzle, J
    Muresan, E
    Martel, MK
    [J]. TECHNOLOGY IN CANCER RESEARCH & TREATMENT, 2005, 4 (01) : 115 - 120
  • [8] Impact of Previous Radiotherapy for Prostate Cancer on Clinical Outcomes of Patients With Bladder Cancer
    Yee, David S.
    Shariat, Shahrokh F.
    Lowrance, William T.
    Sterbis, Joseph R.
    Vora, Kinjal C.
    Bochner, Bernard H.
    Donat, S. Machele
    Herr, Harry W.
    Dalbagni, Guido
    Sandhu, Jaspreet S.
    [J]. JOURNAL OF UROLOGY, 2010, 183 (05): : 1751 - 1756
  • [9] IMPACT OF PREVIOUS RADIOTHERAPY FOR PROSTATE CANCER ON CLINICAL OUTCOMES OF BLADDER CANCER PATIENTS
    Yee, David S.
    Shariat, Shahrokh F.
    Lowrance, William T.
    Vora, Kinjal C.
    Bochner, Bernard H.
    Donat, S. Machele
    Herr, Harry W.
    Dalbagni, Guido
    Sandhu, Jaspreet S.
    [J]. JOURNAL OF UROLOGY, 2009, 181 (04): : 164 - 165
  • [10] Parameters Impacting on Late Bladder Toxicity in Prostate Cancer 3D Conformal Radiotherapy
    Le Prise, E.
    Chira, C. I.
    Lahbabi, K.
    Bossi, A.
    Vincendeau, S.
    Vauleon, E.
    Rossille, D.
    Bayat, S.
    Lafond, C.
    de Crevoisier, R.
    [J]. INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2009, 75 (03): : S322 - S323