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The Use of Equivalent Uniform Dose constraints in IMRT   Thomas Bortfeld 1 , Christian Thieke 1,2 , Yair Censor 3 1 Department of Radiation Oncology,  Massachusetts General Hospital, Boston, USA 2 Department of Medical Physics,  Deutsches Krebsforschungszentrum, Heidelberg, Germany, 3 Department of Mathematics,  University of Haifa, Israel
Outline ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Maximum dose constraint Volume Dose D max
"Positivity projector": penalty (weight) dose at voxel  i in OAR  k tolerance dose Penalty function: Constraints:  Maximum (tolerance) doses "The spinal cord should get less than 40 Gy."
Small penalty ( w ) Volume Dose d max Large penalty ( w ) DVH Volume d max Dose DVH
Constraints:  Minimum  and  tolerance doses
Volume Dose DVH d max d min
Non-intensity-modulated (4 beams, non-coplanar, MLC) Intensity-modulated (9 beams, coplanar) Brainstem Brainstem Target Target Example: Clivus chordoma
NTCP = 7% NTCP = 0.7% Example: Clivus chordoma Non-intensity-modulated (4 beams, non-coplanar, MLC) Intensity-modulated (9 beams, coplanar) Brainstem
Target volume Lungs Spinal cord Transversal view Target Spinal cord Lung Lung Technique: 9 beams, coplanar, intensity-modulated Example: Thyroid
Example: Thyroid
Volume Dose DVH d max V max
Constraints:  Dose-volume constraints "No more than 1/3 of the lung should get more than 15 Gy."
Why are DVH constraints non-convex? Critical structure consisting of 2 voxels d 1 d 2 Not more than 50% of the volume (1 voxel)  should get more than 30 Gy 30 Gy 30 Gy feasible region d 1 d 2
Non-convexity of DVH constraints ,[object Object]
Violation of DVH constraint Volume Dose DVH d max V max  d
Modified penalty function: Interval constraint projector: Constraints:  Dose-volume constraints Bortfeld et al., ICCR 1997
“ Proof” that C [0,  dk] { } actually projects onto the nearest dose distribution that fulfills the DVH constraint ,[object Object],[object Object],[object Object],[object Object]
Example: Thyroid
[object Object],[object Object],[object Object],[object Object]
Volume effect Whole lung:  18 Gy 50% of lung: 35 Gy
Volume effect Power-law relationship for tolerance dose (TD): n small: small “volume effect” n large: large “volume effect”
Arbitrary (not 0/1) dose distributions  0 25 50 75 100 0 20 40 60 Volume [%] Dose [Gy] 80 100 EUD =  The  homogeneous dose that gives the same  clinical  effect Lung: EUD =  25 Gy Spinal Cord: EUD = 52 Gy
The EUD Concept for Optimization ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object]
Volume effect -> EUD, Power-Law (a-norm) Model “ a -norm”  (a=1/n) Mohan et al., Med. Phys. 19(4), 933-944, 1992 Kwa et al., Radiother. Oncol.  48(1), 61-69, 1998 Niemierko, Med. Phys. 26(6), 1100, 1999 Examples:
[object Object],[object Object]
POCS – Projection onto convex set x x d 2 d 1 D Convex set D‘
EUD constraint II Volume Dose
EUD constraint II Volume Dose
EUD projector Extrema on a bounded surface ,[object Object]
EUD projector: Lagrange multiplier
EUD projector ,[object Object],[object Object]
EUD projector ,[object Object],[object Object],[object Object],C. Thieke, T. Bortfeld, A. Niemierko and S. Nill,  From physical dose constraints to equivalent uniform dose constraints in inverse radiotherapy planning,  Medical Physics, 30 (2003), 2332--2339.
Initialization Organ Constraint d pres ({organ}) = ... d pres ({organ}) = ... d pres ({organ}) = ... all organs processed? Adjoint dose calculation Dose calculation Calc. objective function converged ? End Max/min DVH EUD no yes no yes
POCS – Example Serial Organ
POCS – Example Serial/Parallel Organ
POCS – Example Target
Example: Head and neck case Brainstem Spinal Cord Parotis
Results 58.8 61.0 13.1 Max=13.0 Parotis Min=60.0 Max=61 Target 25.5 Max=25.5 Spinal Cord 23 Max=23 Brainstem EUD (Gy) EUD-Constraint (Gy) Organ
Results
Outline ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Pre-calculated  D ij  matrix Voxel i Bixel j Source Patient
Scaled gradient projection technique ,[object Object],[object Object],“ TBNN” – Thieke, Bortfeld, Niemierko, Nill
POCS, Censor & Elfving: Scaled gradient projection (TBNN):
Physical dose only, Patient 1
Physical dose only, Patient 2
EUD only, Patient 1
EUD only, Patient 2
[object Object],[object Object]
Conclusions
Optimization Iteration 1
Optimization Iteration 1
Optimization Iteration 1
Optimization Iteration 1
Optimization Iteration 1
Optimization Iteration 1
Optimization Iteration 2
Optimization Iteration 2
Optimization Iteration 2
Optimization Iteration 2
Optimization Iteration 2
Optimization Iteration 2
Optimization Iteration 2
Optimization Iteration 2
Optimization Iteration 2
Optimization Iteration 3
Optimization Iteration 3
Optimization Iteration 3
Optimization Iteration 3

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