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S461

ESTRO 36

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the iMPM. We conclude that the strong correlation

between iMPM and iMM is caused by close proximity of the

two muscles. However, the different shapes of the dose-

response curves of both muscles suggest that they should

be regarded as separate OARs and at least the iMPM should

be delineated to estimate trismus risks. Furthermore,

baseline MMO is highly predictive and is important to take

into account in trismus models.

PO-0850 Predicting late fecal incontinence risk after

RT for prostate cancer:external independent validation

A. Cicchetti

1

, B. Avuzzi

2

, T. Rancati

1

, F. Palorini

1

, C.

Stucchi

3

, G. Fellin

4

, P. Gabriele

5

, V. Vavassori

6

, C. Degli

Esposti

7

, C. Cozzarini

8

, C. Fiorino

9

, R. Valdagni

10

1

Fondazione IRCCS Istituto Nazionale dei Tumori,

Prostate cancer program, Milan, Italy

2

Fondazione IRCCS Istituto Nazionale dei Tumori,

Radiation Oncology 1, Milan, Italy

3

Fondazione IRCCS Istituto Nazionale dei Tumori, Medical

Physics, Milan, Italy

4

Ospedale Santa Chiara, Radiotherapy, Trento, Italy

5

Istituto di Candiolo- Fondazione del Piemonte per

l'Oncologia IRCCS, Radiotherapy, Torino, Italy

6

Cliniche Humanitas-Gavazzeni, Radiotherapy, Bergamo,

Italy

7

Ospedale Bellaria, Radiotherapy, Bologna, Italy

8

San Raffaele Scientific Institute, Radiotherapy, Milan,

Italy

9

San Raffaele Scientific Institute, Medical Physics, Milan,

Italy

10

Università degli Studi di Milano, Oncology and Hemato-

oncology, Milan, Italy

Purpose or Objective

To validating a predictive model for late fecal

incontinence (FI) on a recent population of prostate

cancer patients (pts) treated with radical radiotherapy.

NTCP model was derived from literature.

Material and Methods

Population included 267 pts treated with Intensity

Modulate Radiation Therapy (IMRT) in 2010-2014.

Prescribed dose was between 68 and 80 Gy with

conventional and hypo-fractionated (HF, from 2.2 to 2.8

Gy) treatment. Rectal toxicity was scored using the

LENT/SOMA questionnaire. Follow-up (FU) was considered

up to 2 years. The study endpoint was late FI. We chose to

validate a model for prediction of chronic fecal

incontinence, as evaluated through multiple measures

during follow-up. Mean FI was defined as the average

score during the FU period after RT. Mean incontinence >1

was the considered endpoint. Pts with at least three out

of four FU points in the first 2 years were included (the 2-

year point was mandatory). Literature based multivariate

model included: mean rectal dose (Dmean), previous

diseases of colon and previous abdominal surgery (SURG).

Dose distributions were corrected EQD in 2 Gy fractions

(alpha/beta=5Gy).

Results

256 pts were available. Mean grade>1 FI was scored in 28

patients (10.9%). Univariate logistic analysis confirmed

the risk factors reported in literature, with similar Odds

Ratios (OR) for Dmean (1.04±0.03 vs 1.05±0.04) and SURG

(1.90±1.70 vs 1.50±0.50). As consequence, NTCP models

including Dmean and Dmean+SURG were evaluated

through calibration plot. The models showed a clear trend

(increasing observed toxicity rates with predicted risk),

but the observed toxicity rates were underestimated. We

guessed this scenario could be due to a hidden effect of

HF (OR=2.20, 8.6% vs 17.6%), beyond standard correction

using LQ model for late effects. The first approach was to

directly evaluate the impact of HF, by including it as a

variable into model (keeping coefficients for Dmean and

SURG fixed at previously published values). It clearly

improved calibrations. A further step was to include the

time recovery effect into EQD2 correction

(gamma=0.7Gy/day), thus taking count of a possible

consequential effect between acute and late damage. The

figure reports calibration plot for all cases.

Conclusion

The study confirms formerly published results on effect of

abdominal surgery and dose to large rectal volumes as

potential risk factors for late FI.

Calibrations highlight a possible role of HF beyond linear

quadratic correction. Inclusion of time recovery

correction improved calibrations, but a further separate

effect of HF was still detectable. This might be related to

the selected alpha/beta (5Gy), which is currently

accepted for late rectal toxicity.

A more suitable value could be found for the longitudinal

definition used in these trials (i.e., toxicity starting in

acute phase and persisting during follow-up), instead of

using the assumption settled in studies focusing on

incidence of late peak events (such as rectal bleeding).

PO-0851 Artificial neural networks for toxicity

prediction in RT: a method to validate their

“intelligence”

E. Massari

1

, T. Rancati

2

, T. Giandini

1

, A. Cicchetti

2

, V.

Vavassori

3

, G. Fellin

4

, B. Avuzzi

5

, C. Cozzarini

6

, C.

Fiorino

7

, R. Valdagni

2

, M. Carrara

1

1

Fondazione IRCCS Istituto Nazionale dei Tumori,

Diagnostic Imaging and Radiotherapy- Medical Physics

Unit, Milan, Italy

2

Fondazione IRCCS Istituto Nazionale dei Tumori,

Prostate Cancer Program, Milan, Italy

3

Cliniche Humanitas-Gavazzeni, Radiotherapy, Bergamo,

Italy

4

Ospedale Santa Chiara, Radiotherapy, Trento, Italy

5

Fondazione IRCCS Istituto Nazionale dei Tumori,

Radiation Oncology 1, Milan, Italy

6

San Raffaele Scientific Institute, Radiotherapy, Milan,

Italy

7

San Raffaele Scientific Institute, Medical Physics, Milan,

Italy