Intensity modulated radiotherapy inverse planning algorithm

• US 6,882,702 B2
• Filed: 04/29/2003
• Issued: 04/19/2005
• Est. Priority Date: 04/29/2002
• Status: Expired due to Fees

• Current Assignee: University of Miami
• Original Assignee: University of Miami
• Inventors: Luo, Chunsong
• Primary Examiner(s): Bruce, David V.
• Assistant Examiner(s): Artman, Thomas R
• Application Number:
  US10/424,798
• Publication Number:
  US 20040001569A1
• Time in Patent Office: 721 Days
• Field of Search: 378/65
• US Class Current: 378/65
• CPC Class Codes: A61N 2005/1035 Simulated annealing
• CPC Class Codes: A61N 5/1031 using a specific method of dose optimization
• CPC Class Codes: A61N 5/1042 with spatial modulation of the radiation beam within the treatment head

Abstract

A method in a computer for optimizing a dosage of intensity modulated radiotherapy (IMRT) comprises the steps of: dividing a three dimensional (3D) volume into a grid of dose voxels, wherein each dose voxel receives a dose of radiation from at least one pencil beam having a pencil beam weight and a gantry angle; selecting a first set of dose voxels from the 3D volume positioned within at least one of a planning target volume (PTV), organs at risk (OAR), and normal tissue in a neighborhood of the PTV; choosing a dose matrix from the first set of dose voxels; constructing a beam weight vector of individual beam weights for each pencil beam at each gantry angle; calculating a transfer matrix representing a dose deposition to the dose voxels from each pencil beam with unit beam weight; inverting the transfer matrix; performing a matrix multiplication of the inverted transfer matrix and the dose matrix and populating the beam weight vector with the results of the matrix multiplication; and iteratively modifying a plurality of doses in the dose matrix within a given range, wherein the range has a specific probability distribution function of acceptable dose values, and repeating the matrix multiplication until the negative weights in the beam weight vector are substantially eliminated, resulting in an optimized set of doses.

Claims

1. A method in a computer for optimizing a dosage of intensity modulated radiotherapy (IMRT) comprising:

dividing a three dimensional (3D) volume into a grid of dose voxels, wherein each dose voxel receives a dose of radiation from at least one pencil beam having a pencil beam weight and a gantry angle;

selecting a first set of dose voxels from said 3D volume positioned within at least one of a planning target volume (PTV), organs at risk (OAR), and normal tissue in a neighborhood of said PTV;

choosing a dose matrix from said first set of dose voxels;

constructing a beam weight vector of individual beam weights for each pencil beam at each gantry angle;

calculating a transfer matrix representing a dose deposition to the dose voxels from each pencil beam with unit beam weight;

inverting said transfer matrix;

performing a matrix multiplication of said inverted transfer matrix and said dose matrix and populating said beam weight vector with the results of said matrix multiplication; and

iteratively modifying a plurality of doses in said dose matrix within a given range, wherein said range has a specific probability distribution function of acceptable dose values, and repeating said matrix multiplication until the negative weights in said beam weight vector are substantially eliminated, resulting in an optimized set of doses.

2. The method of claim 1, wherein said iterative modification is performed in at least one of a random and a deterministic manner.

3. The method of claim 2, wherein, when a random modification is used, a gain having a randomly selected sign is applied to a dose to modify said dose, and when said modified dose is not within said given range, said dose is not modified by said gain.

4. The method of claim 2, wherein said step of iteratively modifying a plurality of doses in at least one of a random and a deterministic manner is repeated for a pre-determined number of iterations.

5. The method of claim 2, wherein said step of iteratively modifying a plurality of doses in at least one of a random and a deterministic manner is repeated until the values of said summation of negative beam weights has reached a pre-determined value.

6. The method of claim 1, wherein said given range of acceptable dose values is selected from a range of doses for said PTV, a range of doses for OAR and a range of doses for normal tissue in a neighborhood of said PTV, and wherein said probability distribution functions within the said ranges are determined from the requirements of at least one of dose volume histograms and biological dose-response indices.

7. The method of claim 1, wherein the method is used in at least one of an isocentric setup, a non-isocentric setup, and a non-coplanar setup.

8. The method of claim 1, wherein the method is used in at least one of a homogeneous medium and a heterogeneous medium.

9. The method of claim 1, wherein said dose of radiation received by each dose voxel includes primary and internal scatter radiation from all of said pencil beams.

10. The method of claim 1, wherein the number of dose voxels in said first set equals the total number of pencil beams for said 3D volume.

11. The method of claim 1, wherein the dose deposition to the dose voxels from each pencil beam with unit beam weight is a function of at least one of a beam quality, geometry, contour, and media composition.

12. The method of claim 1, wherein said transfer matrix is not singular.

13. The method of claim 1, wherein a pair of gantry angles that are within one degree of each other are not used.

14. The method of claim 1, wherein the size of said selected dose voxels is smaller than the size of said pencil beams if the number of dose voxels is sufficient to cover both said PTV and OAR.

15. The method of claim 1, wherein all doses are equal to or greater than a corresponding minimum in said given range.

16. A computer system that optimizes a dosage of intensity modulated radiotherapy (IMRT) comprising:

means for dividing a three dimensional (3D) volume into a grid of dose voxels, wherein each dose voxel receives a dose of radiation from at least one pencil beam having a pencil beam weight and a gantry angle;

means for selecting a first set of dose voxels from said 3D volume positioned within at least one of a planning target volume (PTV), organs at risk (OAR), and normal tissue in a neighborhood of said PTV;

means for choosing a dose matrix from said first set of dose voxels;

means for constructing a beam weight vector of individual beam weights for each pencil beam at each gantry angle;

means for calculating a transfer matrix representing a dose deposition to the dose voxels from each pencil beam with unit beam weight;

means for inverting said transfer matrix;

means for performing a matrix multiplication of said inverted transfer matrix and said dose matrix and populating said beam weight vector with the results of said matrix multiplication; and

means for iteratively modifying a plurality of doses in said dose matrix within a given range, wherein said range has a specific probability distribution function of acceptable dose values, and repeating said matrix multiplication until the negative weights in said beam weight vector are substantially eliminated, resulting in an optimized set of doses.

17. The system of claim 16, wherein said iterative modification is performed in at least one of a random and a deterministic manner.

18. The system of claim 17, wherein, when a random modification is used, said means for iteratively modifying further comprises means for applying a gain having a randomly selected sign to a dose to modify said dose, and when said modified dose is not within said given range, said dose is not modified by said gain.

19. The system of claim 16, wherein said given range of acceptable dose values is selected from a range of doses for said PTV, a range of doses for OAR and a range of doses for normal tissue in a neighborhood of said PTV, and wherein said probability distribution functions within the said ranges are determined from the requirements of at least one of dose volume histograms and biological dose-response indices.

20. The system of claim 16, wherein the system is used in at least one of an isocentric setup, a non-isocentric setup, and a non-coplanar setup.

21. The system of claim 16, wherein the system is used in at least one of a homogeneous medium and a heterogeneous medium.

22. The system of claim 16, wherein said dose of radiation received by each dose voxel includes primary and internal scatter radiation from all of said pencil beams.

23. The system of claim 16, wherein the number of dose voxels in said first set equals the total number of pencil beams for said 3D volume.

24. The system of claim 16, wherein the dose deposition to the dose voxels from each pencil beam with unit beam weight is a function of at least one of a beam quality, geometry, contour, and media composition.

25. The system of claim 16, wherein said transfer matrix is not singular.

26. The system of claim 16, wherein a pair of gantry angles that are within one degree of each other are not used.

27. The system of claim 16, wherein the size of said selected dose voxels is smaller than the size of said pencil beams if the number of dose voxels is sufficient to cover both said PTV and OAR.

28. The system of claim 16, wherein all doses are equal to or greater than a corresponding minimum in said given range.

29. A computer useable information storage medium storing computer readable program code for causing a computer to perform the steps of:

dividing a three dimensional (3D) volume into a grid of dose voxels, wherein each dose voxel receives a dose of radiation from at least one pencil beam having a pencil beam weight and a gantry angle;

selecting a first set of dose voxels from said 3D volume positioned within at least one of a planning target volume (PTV), organs at risk (OAR), and normal tissue in a neighborhood of said PTV;

choosing a dose matrix from said first set of dose voxels;

constructing a beam weight vector of individual beam weights for each pencil beam at each gantry angle;

calculating a transfer matrix representing a dose deposition to the dose voxels from each pencil beam with unit beam weight;

inverting said transfer matrix;

performing a matrix multiplication of said inverted transfer matrix and said dose matrix and populating said beam weight vector with the results of said matrix multiplication; and

iteratively modifying a plurality of doses in said dose matrix within a given range, wherein said range has a specific probability distribution function of acceptable dose values, and repeating said matrix multiplication until the negative weights in said beam weight vector are substantially eliminated, resulting in an optimized set of doses.

30. The computer useable information storage medium of claim 29, wherein said iterative modification is performed in at least one of a random and a deterministic manner.

31. The computer useable information storage medium of claim 30, wherein, when a random modification is used, a gain having a randomly selected sign is applied to a dose to modify said dose, and when said modified dose is not within said given range, said dose is not modified by said gain.

32. The computer useable information storage medium of claim 30, wherein said step of iteratively modifying a plurality of doses in at least one of a random and a deterministic manner is repeated for a pre-determined number of iterations.

33. The computer useable information storage medium of claim 30, wherein said step of iteratively modifying a plurality of doses in at least one of a random and a deterministic manner is repeated until the values of said summation of negative beam weights has reached a pre-determined value.

34. The computer useable information storage medium of claim 29, wherein said given range of acceptable dose values is selected from a range of doses for said PTV, a range of doses for OAR and a range of doses for normal tissue in a neighborhood of said PTV, and wherein said probability distribution functions within the said ranges are determined from the requirements of at least one of dose volume histograms and biological dose-response indices.

35. The computer useable information storage medium of claim 29, wherein the method is used in at least one of an isocentric setup, a non-isocentric setup, and a non-coplanar setup.

36. The computer useable information storage medium of claim 29, wherein the method is used in at least one of a homogeneous medium and a heterogeneous medium.

37. The computer useable information storage medium of claim 29, wherein said dose of radiation received by each dose voxel includes primary and internal scatter radiation from all of said pencil beams.

38. The computer useable information storage medium of claim 29, wherein the number of dose voxels in said first set equals the total number of pencil beams for said 3D volume.

39. The computer useable information storage medium of claim 29, wherein the dose deposition to the dose voxels from each pencil beam with unit beam weight is a function of at least one of a beam quality, geometry, contour, and media composition.

40. The computer useable information storage medium of claim 29, wherein said transfer matrix is not singular.

41. The computer useable information storage medium of claim 29, wherein a pair of gantry angles that are within one degree of each other are not used.

42. The computer useable information storage medium of claim 29, wherein the size of said selected dose voxels is smaller than the size of said pencil beams if the number of dose voxels is sufficient to cover both said PTV and OAR.

43. The computer useable information storage medium of claim 29, wherein all doses are equal to or greater than a corresponding minimum in said given range.