22 research outputs found
Photodynamic Priming Mitigates Chemotherapeutic Selection Pressures and Improves Drug Delivery
Physiological barriers to drug delivery and selection for drug resistance limit survival outcomes in cancer patients. In this study, we present preclinical evidence that a subtumoricidal photodynamic priming (PDP) strategy can relieve drug delivery barriers in the tumor microenvironment to safely widen the therapeutic window of a nanoformulated cytotoxic drug. In orthotopic xenograft models of pancreatic cancer, combining PDP with nanoliposomal irinotecan (nal-IRI) prevented tumor relapse, reduce metastasis and increase both progression-free survival and 1-year disease-free survival. PDP enabled these durable improvements by targeting multiple tumor compartments to (1) increase intratumoral drug accumulation by >10-fold, (2) increase the duration of drug exposure above a critical therapeutic threshold, and (3) attenuate surges in CD44 and CXCR4 expression which mediate chemoresistance often observed after multi-cycle chemotherapy. Overall, our results offer preclinical proof of concept for the effectiveness of PDP to minimize risks of tumor relapse, progression and drug resistance and to extend patient survival
Towered Actor Critic For Handling Multiple Action Types In Reinforcement Learning For Drug Discovery
Crew Pairing Optimization with Genetic Algorithms
We present an algorithmfg the crew pairing problem, an optimization problem that is partof the airline crew scheduling procedure. A pairing is
Selective treatment and monitoring of disseminated cancer micrometastases in vivo using dual-function, activatable immunoconjugates
Drug-resistant micrometastases that escape standard therapies often go undetected until the emergence of lethal recurrent disease. Here, we show that it is possible to treat microscopic tumors selectively using an activatable immunoconjugate. The immunoconjugate is composed of self-quenching, near-infrared chromophores loaded onto a cancer cell-targeting antibody. Chromophore phototoxicity and fluorescence are activated by lysosomal proteolysis, and light, after cancer cell internalization, enabling tumor-confined photocytotoxicity and resolution of individual micrometastases. This unique approach not only introduces a therapeutic strategy to help destroy residual drug-resistant cells but also provides a sensitive imaging method to monitor micrometastatic disease in common sites of recurrence. Using fluorescence microendoscopy to monitor immunoconjugate activation and micrometastatic disease, we demonstrate these concepts of “tumor-targeted, activatable photoimmunotherapy” in a mouse model of peritoneal carcinomatosis. By introducing targeted activation to enhance tumor selectively in complex anatomical sites, this study offers prospects for catching early recurrent micrometastases and for treating occult disease.National Science Foundation (U.S.) (R01-AR40352)National Science Foundation (U.S.) (RC1-CA146337)National Science Foundation (U.S.) (R01-CA160998)National Science Foundation (U.S.) (P01-CA084203)National Science Foundation (U.S.) (F32-CA144210
Selective treatment and monitoring of disseminated cancer micrometastases in vivo using dual-function, activatable immunoconjugates
Drug-resistant micrometastases that escape standard therapies often go undetected until the emergence of lethal recurrent disease. Here, we show that it is possible to treat microscopic tumors selectively using an activatable immunoconjugate. The immunoconjugate is composed of self-quenching, near-infrared chromophores loaded onto a cancer cell-targeting antibody. Chromophore phototoxicity and fluorescence are activated by lysosomal proteolysis, and light, after cancer cell internalization, enabling tumor-confined photocytotoxicity and resolution of individual micrometastases. This unique approach not only introduces a therapeutic strategy to help destroy residual drug-resistant cells but also provides a sensitive imaging method to monitor micrometastatic disease in common sites of recurrence. Using fluorescence microendoscopy to monitor immunoconjugate activation and micrometastatic disease, we demonstrate these concepts of “tumor-targeted, activatable photoimmunotherapy” in a mouse model of peritoneal carcinomatosis. By introducing targeted activation to enhance tumor selectively in complex anatomical sites, this study offers prospects for catching early recurrent micrometastases and for treating occult disease.National Science Foundation (U.S.) (R01-AR40352)National Science Foundation (U.S.) (RC1-CA146337)National Science Foundation (U.S.) (R01-CA160998)National Science Foundation (U.S.) (P01-CA084203)National Science Foundation (U.S.) (F32-CA144210