Deep learning for fabrication and maturation of 3D bioprinted tissues and organs

Occurrence of the potent mutagens 2- nitrobenzanthrone and 3-nitrobenzanthrone in fine airborne particles

(2019) Aldenor G. Santos et al.   Scientific Reports

Multi-Objective Optimization Design through Machine Learning for Drop-on-Demand Bioprinting

(2019) Jia Shi et al.   Engineering

Resolution and shape in bioprinting: Strategizing towards complex tissue and organ printing

(2019) Jia Min Lee et al.   Applied Physics Reviews

Stimuli-Responsive Materials in Additive Manufacturing

(2019) Ryan T. Shafranek et al.   PROGRESS IN POLYMER SCIENCE

Polymers for additive manufacturing and 4D-printing: Materials, methodologies, and biomedical applications

(2019) Carmen M. González-Henríquez et al.   PROGRESS IN POLYMER SCIENCE

Deep convolutional neural network for segmentation of thoracic organs‐at‐risk using cropped 3D images

(2019) Xue Feng et al.   MEDICAL PHYSICS

Machine learning for continuous liquid interface production: Printing speed modelling

(2019) Haiyang He et al.   JOURNAL OF MANUFACTURING SYSTEMS

Deep Learning Techniques for Medical Image Segmentation: Achievements and Challenges

(2019) Mohammad Hesam Hesamian et al.   JOURNAL OF DIGITAL IMAGING

Leveraging machine vision in cell-based diagnostics to do more with less

(2019) Minh Doan et al.   NATURE MATERIALS

Layer-by-layer assembly as a robust method to construct extracellular matrix mimic surfaces to modulate cell behavior

(2019) Ke-feng Ren et al.   PROGRESS IN POLYMER SCIENCE

Unsupervised word embeddings capture latent knowledge from materials science literature

(2019) Vahe Tshitoyan et al.   NATURE

Layer-by-layer ultraviolet assisted extrusion-based (UAE) bioprinting of hydrogel constructs with high aspect ratio for soft tissue engineering applications

(2019) Pei Zhuang et al.   PLoS One

Next-generation imaging of the skeletal system and its blood supply

(2019) Anika Grüneboom et al.   Nature Reviews Rheumatology

Grandmaster level in StarCraft II using multi-agent reinforcement learning

(2019) Oriol Vinyals et al.   NATURE

Print Me An Organ! Why We Are Not There Yet

(2019) Wei Long Ng et al.   PROGRESS IN POLYMER SCIENCE

Decellularized extracellular matrix-based bio-ink with enhanced 3D printability and mechanical properties

(2019) Min Kyeong Kim et al.   Biofabrication

High speed 4D printing of shape memory polymers with nanosilica

(2019) Yu Ying Clarrisa Choong et al.   Applied Materials Today

In Silico Labeling: Predicting Fluorescent Labels in Unlabeled Images

(2018) Eric M. Christiansen et al.   CELL

Organs-on-a-Chip: A Fast Track for Engineered Human Tissues in Drug Development

(2018) Kacey Ronaldson-Bouchard et al.   Cell Stem Cell

An application of cascaded 3D fully convolutional networks for medical image segmentation

(2018) Holger R. Roth et al.   COMPUTERIZED MEDICAL IMAGING AND GRAPHICS

A Deep Cascade of Convolutional Neural Networks for Dynamic MR Image Reconstruction

(2018) Jo Schlemper et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Predictive Modeling of Droplet Formation Processes in Inkjet-Based Bioprinting

(2018)   JOURNAL OF MANUFACTURING SCIENCE AND ENGINEERING-TRANSACTIONS OF THE ASME

Assessment of the generalization of learned image reconstruction and the potential for transfer learning

(2018) Florian Knoll et al.   MAGNETIC RESONANCE IN MEDICINE

Advanced maturation of human cardiac tissue grown from pluripotent stem cells

(2018) Kacey Ronaldson-Bouchard et al.   NATURE

Organ-Derived Decellularized Extracellular Matrix: A Game Changer for Bioink Manufacturing?

(2018) Deepak Choudhury et al.   TRENDS IN BIOTECHNOLOGY

High-performance, polymer-based direct cellular interfaces for electrical stimulation and recording

(2018) Seong-Min Kim et al.   NPG Asia Materials

Bioinks for 3D bioprinting: an overview

(2018) P. Selcan Gungor-Ozkerim et al.   Biomaterials Science

Applying macromolecular crowding to 3D bioprinting: fabrication of 3D hierarchical porous collagen-based hydrogel constructs

(2018) Wei Long Ng et al.   Biomaterials Science

Segmentation and Measurement of Chronic Wounds for Bioprinting

(2018) Peyman Gholami et al.   IEEE Journal of Biomedical and Health Informatics

Deep Generative Adversarial Neural Networks for Compressive Sensing (GANCS) MRI

(2018) Morteza Mardani et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Image reconstruction by domain-transform manifold learning

(2018) Bo Zhu et al.   NATURE

Label-free prediction of three-dimensional fluorescence images from transmitted-light microscopy

(2018) Chawin Ounkomol et al.   NATURE METHODS

Variable-Density Single-Shot Fast Spin-Echo MRI with Deep Learning Reconstruction by Using Variational Networks

(2018) Feiyu Chen et al.   RADIOLOGY

Peeking inside the black-box: A survey on Explainable Artificial Intelligence (XAI)

(2018) Amina Adadi et al.   IEEE Access

Explainable machine-learning predictions for the prevention of hypoxaemia during surgery

(2018) Scott M. Lundberg et al.   Nature Biomedical Engineering

The world’s strongest MRI machines are pushing human imaging to new limits

(2018) Anna Nowogrodzki   NATURE

Deep Learning with Microfluidics for Biotechnology

(2018) Jason Riordon et al.   TRENDS IN BIOTECHNOLOGY

An open-source solution for advanced imaging flow cytometry data analysis using machine learning

(2017) Holger Hennig et al.   METHODS

Mastering the game of Go without human knowledge

(2017) David Silver et al.   NATURE

Reconstructing cell cycle and disease progression using deep learning

(2017) Philipp Eulenberg et al.   Nature Communications

Short-term hypoxic preconditioning promotes prevascularization in 3D bioprinted bone constructs with stromal vascular fraction derived cells

(2017) Mitchell A. Kuss et al.   RSC Advances

Microvalve-based bioprinting – process, bio-inks and applications

(2017) Wei Long Ng et al.   Biomaterials Science

Clinically Relevant Bioprinting Workflow and Imaging Process for Tissue Construct Design and Validation

(2017) Carlos Kengla et al.   3D Printing and Additive Manufacturing

A comprehensive review on droplet-based bioprinting: Past, present and future

(2016) Hemanth Gudapati et al.   BIOMATERIALS

Current advances and future perspectives in extrusion-based bioprinting

(2016) Ibrahim T. Ozbolat et al.   BIOMATERIALS

3D bioprinting for engineering complex tissues

(2016) Christian Mandrycky et al.   BIOTECHNOLOGY ADVANCES

Image Super-Resolution Using Deep Convolutional Networks

(2016) Chao Dong et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Skin Bioprinting: Impending Reality or Fantasy?

(2016) Wei Long Ng et al.   TRENDS IN BIOTECHNOLOGY

A Mathematical Model on the Resolution of Extrusion Bioprinting for the Development of New Bioinks

(2016) Ratima Suntornnond et al.   Materials

Electromechanical Conditioning of Adult Progenitor Cells Improves Recovery of Cardiac Function After Myocardial Infarction

(2016) Aida Llucià-Valldeperas et al.   Stem Cells Translational Medicine

Deep learning

(2015) Yann LeCun et al.   NATURE

Surgical robotics beyond enhanced dexterity instrumentation: a survey of machine learning techniques and their role in intelligent and autonomous surgical actions

(2015) Yohannes Kassahun et al.   International Journal of Computer Assisted Radiology and Surgery

Controlling Shear Stress in 3D Bioprinting is a Key Factor to Balance Printing Resolution and Stem Cell Integrity

(2015) Andreas Blaeser et al.   Advanced Healthcare Materials

Continuous Distributed Representation of Biological Sequences for Deep Proteomics and Genomics

(2015) Ehsaneddin Asgari et al.   PLoS One

Macromolecular Crowding Meets Tissue Engineering by Self-Assembly: A Paradigm Shift in Regenerative Medicine

(2014) Abhigyan Satyam et al.   ADVANCED MATERIALS

Inkjet printing biomaterials for tissue engineering: bioprinting

(2014) Rachel Elizabeth Saunders et al.   INTERNATIONAL MATERIALS REVIEWS

Co-culture systems and technologies: taking synthetic biology to the next level

(2014) L. Goers et al.   Journal of the Royal Society Interface

The present and future role of microfluidics in biomedical research

(2014) Eric K. Sackmann et al.   NATURE

3D bioprinting of tissues and organs

(2014) Sean V Murphy et al.   NATURE BIOTECHNOLOGY

Effects of UV wavelength on cell damages caused by UV irradiation in PC12 cells

(2013) Runa Masuma et al.   JOURNAL OF PHOTOCHEMISTRY AND PHOTOBIOLOGY B-BIOLOGY

Organ printing: from bioprinter to organ biofabrication line

(2011) Vladimir Mironov et al.   CURRENT OPINION IN BIOTECHNOLOGY

Substrate stiffness influences high resolution printing of living cells with an ink-jet system

(2011) Annalisa Tirella et al.   JOURNAL OF BIOSCIENCE AND BIOENGINEERING

Laser assisted bioprinting of engineered tissue with high cell density and microscale organization

(2010) Bertrand Guillotin et al.   BIOMATERIALS

Hypoxia-inducible factor-1-dependent mechanisms of vascularization and vascular remodelling

(2010) S. Rey et al.   CARDIOVASCULAR RESEARCH

Photoinitiated polymerization of PEG-diacrylate with lithium phenyl-2,4,6-trimethylbenzoylphosphinate: polymerization rate and cytocompatibility

(2009) Benjamin D. Fairbanks et al.   BIOMATERIALS

A Survey on Transfer Learning

(2009) Sinno Jialin Pan et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING