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Therapeutic Methods and Therapies TCIM
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1.
J Am Med Inform Assoc ; 28(9): 1874-1884, 2021 08 13.
Article in English | MEDLINE | ID: mdl-34260720

ABSTRACT

OBJECTIVE: Broad adoption of digital pathology (DP) is still lacking, and examples for DP connecting diagnostic, research, and educational use cases are missing. We blueprint a holistic DP solution at a large academic medical center ubiquitously integrated into clinical workflows; researchapplications including molecular, genetic, and tissue databases; and educational processes. MATERIALS AND METHODS: We built a vendor-agnostic, integrated viewer for reviewing, annotating, sharing, and quality assurance of digital slides in a clinical or research context. It is the first homegrown viewer cleared by New York State provisional approval in 2020 for primary diagnosis and remote sign-out during the COVID-19 (coronavirus disease 2019) pandemic. We further introduce an interconnected Honest Broker for BioInformatics Technology (HoBBIT) to systematically compile and share large-scale DP research datasets including anonymized images, redacted pathology reports, and clinical data of patients with consent. RESULTS: The solution has been operationally used over 3 years by 926 pathologists and researchers evaluating 288 903 digital slides. A total of 51% of these were reviewed within 1 month after scanning. Seamless integration of the viewer into 4 hospital systems clearly increases the adoption of DP. HoBBIT directly impacts the translation of knowledge in pathology into effective new health measures, including artificial intelligence-driven detection models for prostate cancer, basal cell carcinoma, and breast cancer metastases, developed and validated on thousands of cases. CONCLUSIONS: We highlight major challenges and lessons learned when going digital to provide orientation for other pathologists. Building interconnected solutions will not only increase adoption of DP, but also facilitate next-generation computational pathology at scale for enhanced cancer research.


Subject(s)
COVID-19 , Medical Informatics/trends , Neoplasms , Pathology, Clinical , Academic Medical Centers , Artificial Intelligence , COVID-19/diagnosis , Humans , Male , Neoplasms/diagnosis , Pandemics , Pathology, Clinical/trends
2.
Clin Cancer Res ; 17(12): 4082-90, 2011 Jun 15.
Article in English | MEDLINE | ID: mdl-21447727

ABSTRACT

BACKGROUND: Desmoid tumors (deep fibromatoses) are clonal connective tissue malignancies that do not metastasize, but have a significant risk of local recurrence, and are associated with morbidity and occasionally mortality. Responses of desmoid patients to sorafenib on an expanded access program led us to review our experience. METHODS: After Institutional Review Board (IRB) approval, we reviewed data for 26 patients with desmoid tumors treated with sorafenib. Sorafenib was administered at 400 mg oral daily and adjusted for toxicity. RESULTS: Sorafenib was the first-line therapy in 11/26 patients and the remaining 15/26 had received a median of 2 prior lines of therapy. Twenty-three of 26 patients had shown evidence of progressive disease by imaging, whereas 3 patients had achieved maximum benefit or toxicity with chemotherapy. Sixteen of 22 (∼70%) patients reported significant improvement of symptoms. At a median of 6 months (2-29) of treatment, the best response evaluation criteria in solid tumors (RECIST) 1.1 response included 6/24 (25%) patients with partial response (PR), 17/24 (70%) with stable disease, and 1 with progression and death. Twelve of 13 (92%) patients evaluated by MRI had > 30% decrease in T2 signal intensity, an indirect metric for increased fibrosis and loss of cellularity. Eighty percent of patients with radiological benefit had extra-abdominal desmoids. DISCUSSION: Sorafenib is active against desmoid tumors. A prospective, randomized clinical trial of sorafenib against other active agents is warranted. Loss of MRI T2 signal may be a useful surrogate for defining responses, but requires validation by examination of tumor pathology.


Subject(s)
Benzenesulfonates/therapeutic use , Fibromatosis, Aggressive/drug therapy , Protein Kinase Inhibitors/therapeutic use , Pyridines/therapeutic use , Adolescent , Adult , Benzenesulfonates/administration & dosage , Female , Fibromatosis, Aggressive/diagnosis , Fibromatosis, Aggressive/mortality , Fibromatosis, Aggressive/pathology , Fibromatosis, Aggressive/surgery , Humans , Magnetic Resonance Imaging , Male , Middle Aged , Niacinamide/analogs & derivatives , Phenylurea Compounds , Protein Kinase Inhibitors/administration & dosage , Pyridines/administration & dosage , Retrospective Studies , Sorafenib , Treatment Outcome , Watchful Waiting , Young Adult
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