A Machine Learning-optimized system for on demand, pulsatile, photo- and chemo-therapeutic treatment using near-infrared responsive MoS2-based microparticles in a breast cancer model
Kanelli, M.; Bardhan, N. M.; Sarmadi, M.; Alsaiari, S.; Rothwell, W. T.; Pardeshi, A. R.; De Fiesta, D. C.; Mak, H.; Spanoudaki, V.; Henning, N.; Han, J.; Belcher, A.; Langer, R. S.; Jaklenec, A.
Show abstract
Cancer therapy research is of high interest because of the persistence and mortality of the disease and the side effects of traditional therapeutic methods, while often multimodal treatments are necessary based on the patients needs. The development of less invasive modalities for recurring treatment cycles is thus of critical significance. Herein, a light-activatable microparticle system was developed for localized, pulsatile delivery of anticancer drugs with simultaneous thermal ablation, by applying controlled ON-OFF thermal cycles using near-infrared laser irradiation. The system is composed of poly(caprolactone) microparticles of 200 m size with incorporated molybdenum disulfide (MoS2) nanosheets as the photothermal agent and hydrophilic doxorubicin or hydrophobic violacein, as model drugs. Upon irradiation the nanosheets heat up to [≥]50 {degrees}C leading to polymer matrix melting and release of the drug. MoS2 nanosheets exhibit high photothermal conversion efficiency and allow for application of low power laser irradiation for the system activation. A Machine Learning algorithm was applied to acquire optimal laser operation conditions; 0.4 W/cm2 laser power at 808 nm, 3-cycle irradiation, for 3 cumulative minutes. In a mouse subcutaneous model of 4T1 triple-negative breast cancer, 25 microparticles were intratumorally administered and after 3-cycle laser treatment the system conferred synergistic phototherapeutic and chemotherapeutic effect. Our on-demand, pulsatile synergistic treatment resulted in increased median survival up to 40 days post start of treatment compared to untreated mice, with complete eradication of the tumors at the primary site. Such a system could have potential for patients in need of recurring cycles of treatment on subcutaneous tumors. GRAPHICAL ABSTRACT O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=56 SRC="FIGDIR/small/536750v1_ufig1.gif" ALT="Figure 1"> View larger version (11K): org.highwire.dtl.DTLVardef@14ab0f3org.highwire.dtl.DTLVardef@a72649org.highwire.dtl.DTLVardef@1c28608org.highwire.dtl.DTLVardef@1ed9c06_HPS_FORMAT_FIGEXP M_FIG C_FIG
Matching journals
The top 12 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Potential of Photoelectric Stimulation with Ultrasmall Carbon Electrode on Neural Tissue: New Directions in Neuromodulation Technology Development 94%
- Device Design and Diagnostic Imaging of Radiopaque 3D Printed Tissue Engineering Scaffolds 94%
- A Wearable Optical Microfibrous Biomaterial with Encapsulated Nanosensors Enables Wireless Monitoring of Oxidative Stress 94%
Similar papers in this journal
Similar papers in this journal
- Potassium ferric oxalate nanoparticles prevent human blood clotting and thrombosis in a mouse model 95%
- Plasmon-Coupled Photocapacitor Neuromodulators 94%
- SERS nanowire chip and machine learning enabled instant identification and classification of clinically relevant wild-type and antibiotic resistant bacteria at species and strain level 93%
Similar papers in this journal
- Highly reliable, targeted photothermal cancer therapy combined with thermal dosimetry using indocyanine green lactosome 95%
- Development and Optimisation of in vitro Sonodynamic Therapy for Glioblastoma 94%
- Controlled tumor heterogeneity in a co-culture system by 3D bio-printed tumor-on-chip model 94%
Similar papers in this journal
- Ionic liquid-coated lipid nanoparticles demonstrate prolonged circulation and brain uptake via red blood cell hitchhiking 94%
- Unveiling the potential of neuron-targeted dendriplexes for siRNA delivery using a PNS-CNS-on-Chip 94%
- Transdermal Delivery of Ultradeformable Cationic Liposomes Complexed with miR211-5p (UCL-211) Stabilizes BRAFV600E+ Melanocytic Nevi 94%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.