IP Library Granted Patent US 11,158,408
Granted Patent B2
US 11,158,408 · App. 16/580,488 · Granted Oct 26, 2021

Clinical goal treatment planning and optimization

Inventors: Esa Kuusela (Espoo, FI); Lauri Halko (Helsinki, FI)
Assignee: Varian Medical Systems International AG
G16H10/60A61N5/1031A61N5/1045G06F19/00G16H20/10G16H20/40G16H50/30
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Quick Facts
Patent No.
US 11,158,408
App. No.
16/580,488
Granted
Oct 26, 2021
Kind
B2
Abstract

An apparatus for developing an intensity-modulated radiation therapy treatment plan includes a memory that stores machine instructions and a processor that executes the machine instructions to receive a clinical goal associated with the treatment plan as a user input. The processor further executes the machine instructions to determine a plan objective based on the clinical goal, generate a cost function comprising a term based on the plan objective, and assign an initial value to a parameter associated with the term. The processor also executes the machine instructions to identify a microstate that results in a reduced value associated with the cost function, evaluate a fulfillment level associated with the clinical goal, and adjust the value of the parameter to improve the fulfillment level.

Claims (41)

1. An apparatus for developing an intensity-modulated radiation therapy treatment plan, the apparatus comprising:

a memory that stores machine instructions; and

a processor that executes the machine instructions to:

generate a cost function comprising a parameter value based on a plan objective;

identify a microstate that results in a reduced value associated with the cost function, wherein the reduced value iteratively converges on a resultant value of the cost function;

adjust a value associated with the parameter to improve a fulfillment level of a clinical goal associated with the plan objective; and

generate an intensity-modulated radiation therapy treatment plan based on the resultant value.

2. The apparatus of claim 1 , wherein the parameter value comprises a machine parameter value.

3. The apparatus of claim 2 , wherein the machine parameter value comprises at least one of a selected field geometry and a selected monitor unit (MU) limit.

4. The apparatus of claim 1 , wherein the parameter value comprises an optimal fluence and wherein the resultant value is a minimum value.

5. The apparatus of claim 4 , wherein the processor further executes the machine instructions to convert said optimal fluence to a leaf sequence and to reduce a margin defined by the clinical goal.

6. The apparatus of claim 1 , wherein the processor further executes the machine instructions to:

estimate an initial value of the parameter value; and

adjust the parameter value by projecting a gradient to estimate a goal value at which the clinical goal is achieved.

7. A method of developing an intensity-modulated radiation therapy treatment plan, the method comprising:

determining a plurality of plan objectives based on a plurality of clinical goals;

generating a cost function incorporating the plurality of plan objectives, wherein the cost function comprises cost terms each comprising a respective parameter value corresponding to the plan objectives;

determining priority levels for the plurality of plan objectives;

identifying a microstate that results in a reduced value associated with the cost function, wherein the reduced value iteratively converges on a resultant value of the cost function;

adjusting parameter values of the cost terms based on to the microstate to improve a respective fulfillment level associated with the clinical goals according to the priority levels; and

generating an intensity-modulated radiation therapy treatment plan based on the plurality of parameter values.

8. The method of claim 7 , wherein the value of the cost function equals a sum of the cost terms.

9. The method of claim 8 , wherein the cost terms minimize the value of the cost function when the corresponding plan objectives are attained, and wherein the resultant value of the cost function is a minimum value.

10. The method of claim 7 , wherein the adjusting the parameter values of the cost terms comprises projecting a gradient associated with the cost terms to estimate a goal value at which the clinical goal is achieved.

11. The method of claim 7 , wherein the adjusting the parameter values of the cost terms comprises estimating a resultant response of a dose distribution associated with a prospective adjustment of the respective parameter value based on an extrapolation corresponding to a localized response of the dose distribution.

12. The method of claim 7 , further comprising assigning initial estimates to the plurality of parameter values based on an estimated dose distribution.

13. The method of claim 7 , further comprising receiving the clinical goals as user input.

14. The method of claim 7 , wherein the plurality of plan objectives are associated with a respective dose level corresponding to a point in a patient.

15. The method of claim 7 , wherein the plurality of parameter values are associated with one selected from the group consisting of: a machine parameter; a selected field geometry; and a selected monitor unit (MU) limit.

16. A computer program product for developing an intensity-modulated radiation therapy treatment plan, the computer program product comprising:

a non-transitory, computer-readable storage medium encoded with instructions adapted to be executed by a processor to implement a method of:

determining a plurality of plan objectives based on a plurality of clinical goals;

generating a cost function incorporating the plurality of plan objectives, wherein the cost function comprises cost terms each comprising a respective parameter value corresponding to the plurality of plan objectives;

determining priority levels for the plurality of plan objectives;

identifying a microstate that results in a reduced value associated with the cost function, wherein the reduced value iteratively converges on a resultant value of the cost function;

adjusting the plurality of parameter values based on to the microstate to improve a respective fulfillment level associated with the plurality of clinical goals according to the priority levels; and

generating an intensity-modulated radiation therapy treatment plan based on the plurality of parameter values.

17. The computer program product of claim 16 , wherein the value of the cost function equals a sum of the cost terms.

18. The computer program product of claim 17 , wherein the cost terms minimize the value of the cost function when the corresponding plan objectives are attained, and wherein the resultant value of the cost function is a minimum value.

19. The computer program product of claim 16 , wherein the adjusting the plurality of parameter values comprises projecting a gradient associated with the cost terms to estimate a goal value at which the clinical goal is achieved.

20. The computer program product of claim 16 , wherein the adjusting the plurality of parameter values comprises estimating a resultant response of a dose distribution associated with a prospective adjustment of the respective parameter value based on an extrapolation corresponding to a localized response of the dose distribution.

Assignments (1)
CHANGE OF NAME Recorded Dec 18, 2024
From: VARIAN MEDICAL SYSTEMS INTERNATIONAL AG
To: SIEMENS HEALTHINEERS INTERNATIONAL AG
Reel/Frame 069742/0890 →
Continuity (2)
Continuation 14866587 · Sep 25, 2015
Related Publication 20200043580A1 · Feb 6, 2020