Big Data, Little Data, and Care Coordination for Medicare Beneficiaries with Medigap Coverage.

Most healthcare data warehouses include big data such as health plan, medical, and pharmacy claims information for many thousands and sometimes millions of insured individuals. This makes it possible to identify those with multiple chronic conditions who may benefit from participation in care coordination programs meant to improve their health. The objective of this article is to describe how large databases, including individual and claims data, and other, smaller types of data from surveys and personal interviews, are used to support a care coordination program. The program described in this study was implemented for adults who are generally 65 years of age or older and have an AARP(®) Medicare Supplement Insurance Plan (i.e., a Medigap plan) insured by UnitedHealthcare Insurance Company (or, for New York residents, UnitedHealthcare Insurance Company of New York). Individual and claims data were used first to calculate risk scores that were then utilized to identify the majority of individuals who were qualified for program participation. For efficient use of time and resources, propensity to succeed modeling was used to prioritize referrals based upon their predicted probabilities of (1) engaging in the care coordination program, (2) saving money once engaged, and (3) receiving higher quality of care. To date, program evaluations have reported positive returns on investment and improved quality of healthcare among program participants. In conclusion, the use of data sources big and small can help guide program operations and determine if care coordination programs are working to help older adults live healthier lives.

Radiation induced-tubulogenesis in endothelial cells is antagonized by the antiangiogenic properties of green tea polyphenol (-) epigallocatechin-3-gallate.

Radiation therapy is a widely-used option for the treatment of a variety of solid tumors. Although effective, ionizing radiation (IR) may give rise to various side effects, including secondary tumors. In agreement with this, recent reports have demonstrated increased invasive potential in different tumor-derived cell lines following radiation treatment. Many of the molecular effects of IR specifically on the endothelial cells involved in tumor neo-vascularization remain unknown. In this study, we found that low sublethal single doses of IR applied to human umbilical vein endothelial cells stimulated cell migration and in vitro tubulogenesis. This correlated with an increase in membrane type-1 matrix metalloproteinase (MT1-MMP) protein expression, a crucial enzyme that promotes endothelial cell migration and tube formation, and of caveolin-1, a protein that regulates tube formation. Cell adhesion was also promoted by IR, reflected in increased gene expression levels of cell surface beta(3) integrin. Pretreatment of the cells with epigallocatechin-3-gallate (EGCg), a green tea catechin that possesses anti-angiogenic properties, prevented most of the IR-induced cellular and molecular events. These observations suggest that current protocols involving radiation therapy for the treatment of cancer can paradoxically promote angiogenesis, but can be improved by combination with anti-angiogenic molecules such as EGCg to target those tumor-derived endothelial cells that escaped IR-induced apoptosis.

Accuracy of Breath-hold CT in Treatment Planning for Lung Stereotactic Ablative Radiotherapy.

PURPOSE: The objectives of this study are (1) to measure concordance of tumor position on breath-hold (BH) computed tomography (CT) scans relative to the natural tumor path during free breathing (FB) and (2) to evaluate the benefits of the breathing monitoring device Abches (Apex Medical, Tokyo) for stereotactic ablative radiotherapy (SABR) treatment planning. METHODS: In 53 lung cancer patients treated with CyberKnife™ robotic radiosurgery system, FB four-dimensional computerized tomography (4DCT) and end-expiration (EE) BH CT images were obtained. Extent of natural tumor motion was assessed with rigid registration derived from end-inspiration (EI) and EE phases of the 4DCT. Tumor displacement in BH scans relative to the natural tumor path was measured relative to the EE 4DCT phase. RESULTS: Mean tumor motion (+/- 1 SD) during natural FB was 1 ± 1 mm, 2 ± 2 mm, and 6 ± 6 mm in medio-lateral, anterior-posterior, and cranio-caudal directions, respectively. Tumor position on BH CT scan was closer to EE than EI 4DCT phase for 35/53 patients (66%). Difference of BH tumor position vs. EE state was 4 ± 3 mm. Gross tumor displacements perpendicular to natural tumor path were as great as 11 mm (anterior-posterior) and were seen with or without the breathing monitoring device. CONCLUSION: Tumor position during BH CT may not accurately correspond to positions observed on FB 4DCT. Hence, accurate and custom 4D analysis for each individual patient is recommended for treatment planning, especially those involving BH acquisitions.

¹8F-FDG-PET imaging in radiotherapy tumor volume delineation in treatment of head and neck cancer.

PURPOSE: To determine the impact of (18)F-fluorodeoxyglucose positron emission tomography (PET) in radiotherapy target delineation and patient management for head and neck squamous cell carcinoma (HNSCC) compared to computed tomography (CT) alone. MATERIALS AND METHODS: Twenty-nine patients with HNSCC were included. CT and PET/CT obtained for treatment planning purposes were reviewed respectively by a neuroradiologist and a nuclear medicine specialist who were blinded to the findings from each other. The attending radiation oncologist together with the neuroradiologist initially defined all gross tumor volume of the primary (GTVp) and the suspicious lymph nodes (GTVn) on CT. Subsequently, the same radiation oncologist and the nuclear medicine specialist defined the GTVp and GTVn on (18)F-FDG-PET/CT. Upon disagreement between CT and (18)F-FDG-PET on the status of a particular lymph node, an ultrasound-guided fine needle aspiration was performed. Volumes based on CT and (18)F-FDG-PET were compared with a paired Student's t-test. RESULTS: For the primary disease, four patients had previous diagnostic tonsillectomy and therefore, FDG uptake occurred in 25 patients. For these patients, GTVp contoured on (18)F-FDG-PET (GTVp-PET) were smaller than the GTVp contoured on CT (GTVp-CT) in 80% of the cases, leading to a statistically significant volume difference (p=0.001). Of the 60 lymph nodes suspicious on PET, 55 were also detected on CT. No volume change was observed (p=0.08). Ten biopsies were performed for lymph nodes that were discordant between modalities and all were of benign histology. Distant metastases were found in two patients and one had a newly diagnosed lung adenocarcinoma. CONCLUSIONS: GTVp-CT was significantly larger when compared to GTVp-PET. No such change was observed for the lymph nodes. (18)F-FDG-PET modified treatment management in three patients, including two for which no curative radiotherapy was attempted. Larger multicenter studies are needed to ascertain whether combined (18)F-FDG-PET/CT in target delineation can influence the main clinical outcomes.