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1.
Front Oncol ; 13: 1245054, 2023.
Article in English | MEDLINE | ID: mdl-38023165

ABSTRACT

Purpose/objectives: An artificial intelligence-based pseudo-CT from low-field MR images is proposed and clinically evaluated to unlock the full potential of MRI-guided adaptive radiotherapy for pelvic cancer care. Materials and method: In collaboration with TheraPanacea (TheraPanacea, Paris, France) a pseudo-CT AI-model was generated using end-to-end ensembled self-supervised GANs endowed with cycle consistency using data from 350 pairs of weakly aligned data of pelvis planning CTs and TrueFisp-(0.35T)MRIs. The image accuracy of the generated pCT were evaluated using a retrospective cohort involving 20 test cases coming from eight different institutions (US: 2, EU: 5, AS: 1) and different CT vendors. Reconstruction performance was assessed using the organs at risk used for treatment. Concerning the dosimetric evaluation, twenty-nine prostate cancer patients treated on the low field MR-Linac (ViewRay) at Montpellier Cancer Institute were selected. Planning CTs were non-rigidly registered to the MRIs for each patient. Treatment plans were optimized on the planning CT with a clinical TPS fulfilling all clinical criteria and recalculated on the warped CT (wCT) and the pCT. Three different algorithms were used: AAA, AcurosXB and MonteCarlo. Dose distributions were compared using the global gamma passing rates and dose metrics. Results: The observed average scaled (between maximum and minimum HU values of the CT) difference between the pCT and the planning CT was 33.20 with significant discrepancies across organs. Femoral heads were the most reliably reconstructed (4.51 and 4.77) while anal canal and rectum were the less precise ones (63.08 and 53.13). Mean gamma passing rates for 1%1mm, 2%/2mm, and 3%/3mm tolerance criteria and 10% threshold were greater than 96%, 99% and 99%, respectively, regardless the algorithm used. Dose metrics analysis showed a good agreement between the pCT and the wCT. The mean relative difference were within 1% for the target volumes (CTV and PTV) and 2% for the OARs. Conclusion: This study demonstrated the feasibility of generating clinically acceptable an artificial intelligence-based pseudo CT for low field MR in pelvis with consistent image accuracy and dosimetric results.

2.
Med Phys ; 40(3): 031719, 2013 Mar.
Article in English | MEDLINE | ID: mdl-23464314

ABSTRACT

PURPOSE: Latest generation linear accelerators (linacs), i.e., TrueBeam (Varian Medical Systems, Palo Alto, CA) and its stereotactic counterpart, TrueBeam STx, have several unique features, including high-dose-rate flattening-filter-free (FFF) photon modes, reengineered electron modes with new scattering foil geometries, updated imaging hardware/software, and a novel control system. An evaluation of five TrueBeam linacs at three different institutions has been performed and this work reports on the commissioning experience. METHODS: Acceptance and commissioning data were analyzed for five TrueBeam linacs equipped with 120 leaf (5 mm width) MLCs at three different institutions. Dosimetric data and mechanical parameters were compared. These included measurements of photon beam profiles (6X, 6XFFF, 10X, 10XFFF, 15X), photon and electron percent depth dose (PDD) curves (6, 9, 12 MeV), relative photon output factors (Scp), electron cone factors, mechanical isocenter accuracy, MLC transmission, and dosimetric leaf gap (DLG). End-to-end testing and IMRT commissioning were also conducted. RESULTS: Gantry/collimator isocentricity measurements were similar (0.27-0.28 mm), with overall couch/gantry/collimator values of 0.46-0.68 mm across the three institutions. Dosimetric data showed good agreement between machines. The average MLC DLGs for 6, 10, and 15 MV photons were 1.33 ± 0.23, 1.57 ± 0.24, and 1.61 ± 0.26 mm, respectively. 6XFFF and 10XFFF modes had average DLGs of 1.16 ± 0.22 and 1.44 ± 0.30 mm, respectively. MLC transmission showed minimal variation across the three institutions, with the standard deviation <0.2% for all linacs. Photon and electron PDDs were comparable for all energies. 6, 10, and 15 MV photon beam quality, %dd(10)x varied less than 0.3% for all linacs. Output factors (Scp) and electron cone factors agreed within 0.27%, on average; largest variations were observed for small field sizes (1.2% coefficient of variation, 10 MV, 2 × 2 cm(2)) and small cone sizes (<1% coefficient of variation, 6 × 6 cm(2) cone), respectively. CONCLUSIONS: Overall, excellent agreement was observed in TrueBeam commissioning data. This set of multi-institutional data can provide comparison data to others embarking on TrueBeam commissioning, ultimately improving the safety and quality of beam commissioning.


Subject(s)
Particle Accelerators , Electrons , Photons , Radiometry , Radiotherapy, Intensity-Modulated , Time Factors
3.
Med Phys ; 39(6Part14): 3766, 2012 Jun.
Article in English | MEDLINE | ID: mdl-28517251

ABSTRACT

PURPOSE: Measurement of dosimetric parameters of small photon beams, with field sizes as small 1 mm in diameter, is particularly challenging. This work utilizes Monte Carlo techniques to calculate percent depth dose (PDD) and output factors for small photon fields from a kV x-ray based small animal irradiator. METHODS: Absolute dose calibration of a commercial small animal stereotactic irradiator (XRAD225, Precision X-ray) was performed in accordance with the recommendations of AAPM TG-61 protocol. Both in-air and in-water calibrations were performed at a 30.4 cm source-to-surface distance (SSD) for a reference collimator 50 mm in diameter. The BEAM/EGS was used to model 225 kV photon beams used for most therapeutic applications. The Monte Carlo model was provided good agreement with measured beam characteristics, e.g. PDD and off-axis ratios. Subsequently, output factors for various square and circular applicators were measured using an ionization chamber and radiochromic film, and compared with MC simulations. Directional Bremsstrahlung splitting (DBS) was utilized for variance reduction to improve efficiency of the output factor simulations. The statistical uncertainty on the MC- calculated results is between 0.5% and 1% for most points. RESULTS: The absolute dose measured for reference collimator at 30.4 cm SSD in water and in air is 4.1 and 4.12 Gy/min. The agreement between simulated and measured output factors was excellent, ranging from 1% to 2.84%. The MC- simulated and measured depth dose data, normalized at the surface, show excellent agreement, with a maximum deviation is approximately 2.5 %. CONCLUSIONS: Monte Carlo simulation provides an indispensible tool for validating measurements of the smallest field sizes used in preclinical small animal irradiation.

4.
Med Phys ; 39(6Part14): 3764-3765, 2012 Jun.
Article in English | MEDLINE | ID: mdl-28517270

ABSTRACT

PURPOSE: To design and quantify the shielding efficacy of an inner Borated Polyethylene (BPE)wall for a 15 MV linac in a low energy vault. METHODS: A Varian TrueBeam linac with a maximum photon energy of 15 MV was installed in asmaller, preexisting vault. This vault originally housed a low-energy machine and did not havesufficient maze length recommended for neutron attenuation. Effective dose rate calculationswere performed using the Modified Kersey's Method as detailed in NCRP Report No. 151 andfound to be unacceptably high. An initial survey following the machine installation confirmedthese calculations. Rather than restrict the linac beam energy to 10 MV, BPE was investigatedas a neutron moderating addition. An inner wall and door were planned and constructed using4'×8'×1″ thick 5% BPE sheets. The resulting door and wall had 2″ of BPE; conduits and ductwork were also redesigned and shielded. A survey was conducted following construction of thewall. RESULTS: The vault modification reduced the expected effective dose at the vault door from 36.23to 0.010 mSv/week. CONCLUSION: As specific guidelines for vault modification are lacking, this project quantitativelydemonstrates the potential use of BPE for vault modification. Such modifications may provide alow-cost shielding solution to allow for the use of high energy modes in smaller treatment vaults.

5.
Phys Med Biol ; 56(8): 2585-99, 2011 Apr 21.
Article in English | MEDLINE | ID: mdl-21444969

ABSTRACT

Small animal irradiation provides an important tool used by preclinical studies to assess and optimize new treatment strategies such as stereotactic ablative radiotherapy. Characterization of radiation beams that are clinically and geometrically scaled for the small animal model is uniquely challenging for orthovoltage energies and minute field sizes. The irradiator employs a commercial x-ray device (XRAD 320, Precision x-ray, Inc.) with a custom collimation system to produce 1-10 mm diameter beams and a 50 mm reference beam. Absolute calibrations were performed using the AAPM TG-61 methodology. Beam's half-value layer (HVL) and timer error were measured with an ionization chamber. Percent depth dose (PDD), output factors (OFs) and off-axis ratios were measured using radiochromic film, a diode and a pinpoint ionization chamber at 19.76 and 24.76 cm source-to-surface distance (SSD). PDD measurements were also compared with Monte Carlo (MC) simulations. In-air and in-water absolute calibrations for the reference 50 mm diameter collimator at 19.76 cm SSD were measured as 20.96 and 20.79 Gy min(-1), respectively, agreeing within 0.8%. The HVL at 250 kVp and 15 mAs was measured to be 0.45 mm Cu. The reference field PDD MC simulation results agree with measured data within 3.5%. PDD data demonstrate typical increased penetration with increasing field size and SSD. For collimators larger than 5 mm in diameter, OFs measured using film, an ion chamber and a diode were within 3% agreement.


Subject(s)
Radiation Injuries, Experimental , Radiosurgery/methods , Radiotherapy Dosage , Radiotherapy Planning, Computer-Assisted/methods , Air , Animals , Calibration , Computer Simulation , Monte Carlo Method , Phantoms, Imaging , Photons , Radiosurgery/instrumentation , Radiotherapy Planning, Computer-Assisted/instrumentation , Water , X-Rays
6.
Phys Med Biol ; 55(23): 7345-62, 2010 Dec 07.
Article in English | MEDLINE | ID: mdl-21081818

ABSTRACT

An x-ray image-guided small animal stereotactic irradiator was developed and characterized to enable tumor visualization and accurate target localization for small field, high dose irradiation. The system utilizes a custom collimation system, a motorized positioning system (x, y, θ), a digital imaging panel and operating software, and is integrated with a commercial x-ray unit. The essential characteristics of the irradiator include small radiation fields (1-10 mm), high dose rate (>10 Gy min(-1)) and submillimeter target localization. The software enables computer-controlled image acquisition, stage motion and target localization providing simple and precise automated target localization. The imaging panel was characterized in terms of signal-to-noise ratio (SNR), contrast-to-noise ratio (CNR) and spatial resolution. Overall localization accuracy and precision were assessed. SNR, CNR and spatial resolution are 24 dB, 21 dB and 2.8 lp mm(-1), respectively, and localization accuracy is approximately 65 µm with 6 µm precision. With the aid of image guidance, system performance was subsequently used to evaluate radiation response in a rat orthotopic lung tumor effectively sparing normal tissues and in a mouse normal lung. The capabilities of 3D treatment and cone-beam computed tomography are presented for 3D localization and delivery as a work in progress.


Subject(s)
Radiosurgery/veterinary , Surgery, Computer-Assisted/veterinary , Tomography, X-Ray Computed/veterinary , Animals , Lung/diagnostic imaging , Lung/radiation effects , Lung Neoplasms/diagnostic imaging , Lung Neoplasms/surgery , Mice , Models, Animal , Radiosurgery/instrumentation , Rats , Reproducibility of Results , Software , Surgery, Computer-Assisted/instrumentation , Tomography, X-Ray Computed/instrumentation
7.
Int J Obes (Lond) ; 31(9): 1420-8, 2007 Sep.
Article in English | MEDLINE | ID: mdl-17593905

ABSTRACT

OBJECTIVE: Obesity is associated with a chronic low-grade inflammation and an increased abundance of macrophages in adipose tissue. Adipose tissue macrophages (ATMs) are assumed to interfere with adipocyte function leading to insulin resistance, thereby contributing to the pathogenesis of type 2 diabetes mellitus. Macrophages exist in separate types of differentiation, but the nature of ATMs is largely unknown. DESIGN AND MEASUREMENTS: Stromal vascular cells (SVCs) and ATMs were isolated from human adipose tissues from different locations. We characterized ATMs phenotypically and functionally by flow cytometry, endocytosis assay and determination of secreted cytokines. For comparison, we used macrophages of the 'classical' (M1) and the 'alternative', anti-inflammatory (M2) type differentiated in vitro from peripheral blood monocytes. RESULTS: Like prototypic M2 macrophages, ATMs expressed considerable amounts of mannose receptor, haemoglobin scavenger receptor CD163 and integrin alphavbeta5. The number of cells expressing these molecules correlated significantly with the donors' body mass indices (BMIs). Notably, SVCs positive for the common monocyte/macrophage marker CD14 contained a considerable fraction of blood monocytes, the abundance of which did not correlate with the BMIs, pointing to the requirement of the surface markers identified here for the identification of ATMs. ATMs showed endocytic activities similar to M2 macrophages and accordingly secreted high amounts of IL-10 and IL-1 receptor antagonist. However, basal and induced secretion of pro-inflammatory mediators TNF-alpha, IL-6, IL-1, MCP-1 and MIP-1alpha was even higher in ATMs than in pro-inflammatory M1 macrophages. CONCLUSION: ATMs comprise a particular macrophage type that is M2-like by surface marker expression, but they are competent to produce extensive amounts of inflammatory cytokines, which could considerably contribute to the development of insulin resistance.


Subject(s)
Adipose Tissue/pathology , Diabetes Mellitus, Type 2/metabolism , Inflammation Mediators/metabolism , Insulin Resistance/physiology , Macrophages/metabolism , Obesity/complications , Female , Humans , Interleukin 1 Receptor Antagonist Protein/metabolism , Interleukin-10/metabolism , Male , Obesity/metabolism , Phenotype
8.
Manag Care Interface ; 11(8): 73-5, 1998 Aug.
Article in English | MEDLINE | ID: mdl-10182242

ABSTRACT

Bankruptcy is an event that is often considered a business' worst nightmare. Debt, lawyers, and the U.S. government can lead to the eventual destruction of a business. This article shows how declaring bankruptcy can be a helpful instrument in continuing a successful venture in the health care marketplace.


Subject(s)
Bankruptcy/legislation & jurisprudence , Health Care Sector/organization & administration , Bankruptcy/organization & administration , Collective Bargaining , Financial Management, Hospital/legislation & jurisprudence , Liability, Legal/economics , Malpractice/economics , Negotiating , Organizational Innovation , United States
9.
Schweiz Rundsch Med Prax ; 82(50): 1452-6, 1993 Dec 14.
Article in German | MEDLINE | ID: mdl-8290838

ABSTRACT

The investigative procedure of clinically diagnosed cervical lymph node metastases is discussed. Cervical lymph node metastases can be the first manifestation of a carcinoma. The corresponding primary tumor is diagnosed in the ENT area (mouth, pharynx, larynx) in 80% of the cases and in bronchi or esophagus in 10%; therefore, a detailed ENT examination and an upper panendoscopy must be undertaken. Wedge excisions of lymph node metastases are contraindicated, since they produce an artificial rupture of capsule and open the door to extranodal tumor growth. Excision of cervical lymph nodes, which are clinically related to a cervical lymph node metastasis, should only be carried out within the framework of a diagnostic and therapeutic concept.


Subject(s)
Lymphatic Metastasis/diagnosis , Otorhinolaryngologic Neoplasms/pathology , Bronchial Neoplasms/pathology , Endoscopy, Digestive System , Esophageal Neoplasms/pathology , Humans , Neck , Prognosis
10.
Arch Otolaryngol Head Neck Surg ; 119(4): 385-93, 1993 Apr.
Article in English | MEDLINE | ID: mdl-8457302

ABSTRACT

We describe 78 patients with fronto-orbital and sphenoethmoidal tumors surgically treated with the subcranial approach. This approach was developed by us in 1978 primarily for the treatment of skull-base trauma and craniofacial anomalies. Since 1980, we have extended the indications to include tumor resections. This extended anterior exposure of the anterior fossa skull base, including the sphenoidal and clival planes, enables an en bloc tumor removal obviating the transfrontal approach or lateral rhinotomy. In contrast with the conventional transcranial approach, the anterior subcranial approach provides an extended exposure of these locations, avoiding frontal lobe retraction. Reduction of complications, such as recurrent cerebrospinal fluid leaks, postoperative brain edema, damage to cranial nerves, and infection plus decreased hospitalization, are the major advantages of this procedure.


Subject(s)
Craniotomy/methods , Ethmoid Sinus , Frontal Sinus , Orbital Neoplasms/surgery , Paranasal Sinus Neoplasms/surgery , Sphenoid Sinus , Adolescent , Adult , Aged , Aged, 80 and over , Child , Child, Preschool , Clinical Protocols/standards , Craniotomy/adverse effects , Craniotomy/standards , Female , Follow-Up Studies , Humans , Length of Stay/statistics & numerical data , Magnetic Resonance Imaging , Male , Middle Aged , Orbital Neoplasms/diagnosis , Orbital Neoplasms/epidemiology , Paranasal Sinus Neoplasms/diagnosis , Paranasal Sinus Neoplasms/epidemiology , Postoperative Complications/epidemiology , Postoperative Complications/etiology , Survival Rate , Tomography, X-Ray Computed
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