Field Splitting Problems in Intensity-Modulated Radiation Therapy

Intensity-modulated radiation therapy (IMRT) is a modern cancer treatment technique that delivers prescribed radiation dose distributions, called intensity maps (IMs), to target tumors via the help of a device called the multileaf collimator (MLC). Due to the maximum leaf spread constraint of the MLCs, IMs whose widths exceed a given threshold cannot be delivered as a whole, and thus must be split into multiple subfields. Field splitting problems in IMRTnormally aim to minimize the total beam-on time (i.e., the total time when a patient is exposed to actual radiation during the delivery) of the resulting subfields. In this paper, we present efficient polynomial time algorithms for two general field splitting problems with guaranteed output optimality. Our algorithms are based on interesting observations and analysis, as well as new techniques and modelings. We formulate the first field splitting problem as a special integer linear programming (ILP) problem that can be solved optimally by linear programming due to its geometry; from an optimal integer solution for the ILP, we compute an optimal field splitting by solving a set of shortest path problems on graphs. We tackle the second field splitting problem by using a novel path-sweeping technique on IMs.

[1]  Sartaj Sahni,et al.  SU‐CC‐J‐6C‐06: A Generalized Field Splitting Algorithm for Optimal IMRT Delivery Efficiency , 2005 .

[2]  R. Siochi,et al.  Minimizing static intensity modulation delivery time using an intensity solid paradigm. , 1999, International journal of radiation oncology, biology, physics.

[3]  Xiaodong Wu,et al.  Mountain reduction, block matching, and applications in intensity-modulated radiation therapy , 2005, Symposium on Computational Geometry.

[4]  T. Bortfeld,et al.  Realization and verification of three-dimensional conformal radiotherapy with modulated fields. , 1994, International journal of radiation oncology, biology, physics.

[5]  Xiaodong Wu,et al.  Geometric algorithms for static leaf sequencing problems in radiation therapy , 2004, Int. J. Comput. Geom. Appl..

[6]  Xiaobo Sharon Hu,et al.  Generalized Geometric Approaches for Leaf Sequencing Problems in Radiation Therapy , 2006, Int. J. Comput. Geom. Appl..

[7]  Kenneth Steiglitz,et al.  Combinatorial Optimization: Algorithms and Complexity , 1981 .

[8]  S. Sahni,et al.  Optimal field splitting for large intensity-modulated fields. , 2004, Medical physics.

[9]  Sartaj Sahni,et al.  Algorithms for optimal sequencing of dynamic multileaf collimators. , 2004, Physics in medicine and biology.

[10]  S. Webb The Physics of Conformal Radiotherapy: Advances in Technology , 1997 .

[11]  Sartaj Sahni,et al.  Generalized field-splitting algorithms for optimal IMRT delivery efficiency , 2007, Physics in medicine and biology.

[12]  S. Webb The Physics of Conformal Radiotherapy , 1997 .

[13]  R. Ahuja,et al.  A network flow algorithm to minimize beam-on time for unconstrained multileaf collimator problems in cancer radiation therapy , 2005 .

[14]  Horst W. Hamacher,et al.  Minimizing beam‐on time in cancer radiation treatment using multileaf collimators , 2004, Networks.

[15]  Xiaodong Wu,et al.  Geometric algorithms for static leaf sequencing problems in radiation therapy , 2003, SCG '03.

[16]  Steve Webb,et al.  The Physics of Three Dimensional Radiation Therapy , 1993 .

[17]  Margie Hunt,et al.  Intensity modulated radiotherapy for soft tissue sarcoma of thigh , 2002 .

[18]  Konrad Engel,et al.  A new algorithm for optimal multileaf collimator field segmentation , 2005, Discret. Appl. Math..

[19]  Xiaodong Wu Efficient Algorithms for Intensity Map Splitting Problems in Radiation Therapy , 2005, COCOON.

[20]  Linda Hong,et al.  IMRT of large fields: whole-abdomen irradiation. , 2001, International journal of radiation oncology, biology, physics.

[21]  R Mohan,et al.  Dynamic splitting of large intensity-modulated fields. , 2000, Physics in medicine and biology.

[22]  P. Xia,et al.  Multileaf collimator leaf sequencing algorithm for intensity modulated beams with multiple static segments. , 1998, Medical physics.

[23]  Laurence A. Wolsey,et al.  Integer and Combinatorial Optimization , 1988 .