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References from OsteoNet: A deep learning framework linking cellular morphology to molecular markers for quantifying osteogenic differentiation. Local targets link to admitted publications; unresolved targets remain external evidence.
10.1126/science.284.5411.143
10.1126/science.284.5411.143 · External reference
10.1016/j.stem.2011.06.008
10.1016/j.stem.2011.06.008 · External reference
10.1016/j.csbj.2023.03.053 · Admitted local publication
10.1161/circresaha.111.243147
10.1161/circresaha.111.243147 · External reference
10.1111/os.12304
10.1111/os.12304 · External reference
The bone microenvironment: new insights into the role of stem cells and cell communication in bone regeneration
10.1186/s13287-025-04288-4 · 2025 · External reference
Using mesenchymal stem cells as a therapy for bone regeneration and repairing
10.1186/s40659-015-0053-4 · 2015 · External reference
Evaluation of BMP-2 enhances the osteoblast differentiation of human amnion mesenchymal stem cells seeded on nano-hydroxyapatite/collagen/poly(l-Lactide)
2018 · External reference
10.1007/s10616-017-0177-1
10.1007/s10616-017-0177-1 · External reference
Human amniotic mesenchymal stem cells promote endogenous bone regeneration
10.3389/fendo.2020.543623 · 2020 · External reference
Improved osteogenesis and upregulated immunogenicity in human placenta-derived mesenchymal stem cells primed with osteogenic induction medium
10.1186/s13287-016-0400-6 · 2016 · External reference
10.1089/scd.2020.0144
10.1089/scd.2020.0144 · External reference
10.1038/s43587-022-00263-3
10.1038/s43587-022-00263-3 · External reference
Morphology-based deep learning enables accurate detection of senescence in mesenchymal stem cell cultures
10.1186/s12915-023-01780-2 · 2024 · External reference
Convolutional neural network for cell classification using microscope images of intracellular actin networks
10.1371/journal.pone.0213626 · 2019 · External reference
High throughput screening of mesenchymal stem cell lines using deep learning
2022 · External reference
Morphology-based deep learning approach for predicting adipogenic and osteogenic differentiation of human mesenchymal stem cells (hMSCs)
10.3389/fcell.2023.1329840 · 2023 · External reference
Label-free deep learning-based species classification of bacteria imaged by phase-contrast microscopy
10.1371/journal.pcbi.1011181 · 2023 · External reference
10.1016/j.csbj.2023.11.023 · Admitted local publication
Detection of live breast cancer cells in bright-field microscopy images containing white blood cells by image analysis and deep learning
10.1117/1.jbo.27.7.076003 · 2022 · External reference
Classification and counting of cells in brightfield microscopy images: an application of convolutional neural networks
10.1038/s41598-024-59625-z · 2024 · External reference
Label-free white blood cells classification using a deep feature fusion neural network
10.1016/j.heliyon.2024.e31496 · 2024 · External reference
10.1371/journal.pcbi.1006278
10.1371/journal.pcbi.1006278 · External reference
Morphology-based noninvasive early prediction of serial-passage potency enhances the selection of clone-derived high-potency cell bank from mesenchymal stem cells
10.1186/s41232-022-00214-w · 2022 · External reference
10.1016/j.csbj.2023.12.029
10.1016/j.csbj.2023.12.029 · External reference
Label-free tumor cells classification using deep learning and high-content imaging
10.1038/s41597-023-02482-8 · 2023 · External reference
10.1038/srep21471
10.1038/srep21471 · External reference
Gene regulatory network analysis identifies MYL1, MDH2, GLS, and TRIM28 as the principal proteins in the response of mesenchymal stem cells to Mg(2+) ions
10.1016/j.csbj.2024.04.033 · 2024 · External reference
10.1016/j.csbj.2024.06.020
10.1016/j.csbj.2024.06.020 · External reference
10.1109/cvpr.2016.90
10.1109/cvpr.2016.90 · External reference
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10.1038/s41467-020-20213-0
10.1038/s41467-020-20213-0 · External reference
Morphology-based deep learning approach for predicting osteogenic differentiation
10.3389/fbioe.2021.802794 · 2021 · External reference
Convolutional neural network for automated classification of osteonecrosis and related mandibular trabecular patterns
10.1016/j.bonr.2022.101632 · 2022 · External reference
10.1080/14653240600855905
10.1080/14653240600855905 · External reference
10.1021/acs.jproteome.1c00832
10.1021/acs.jproteome.1c00832 · External reference
10.3892/ijmm.2017.2872
10.3892/ijmm.2017.2872 · External reference
Sclerostin is an osteocyte-expressed negative regulator of bone formation, but not a classical BMP antagonist
10.1084/jem.20031454 · 2004 · External reference
Gene expression profiles for in vitro human stem cell differentiation into osteoblasts and osteoclasts: a systematic review
10.7717/peerj.14174 · 2022 · External reference
Potential mechanisms underlying the Runx2 induced osteogenesis of bone marrow mesenchymal stem cells
2015 · External reference
10.1080/03008207.2017.1290085
10.1080/03008207.2017.1290085 · External reference
Coupling factors involved in preserving bone balance
10.1007/s00018-018-2981-y · 2019 · External reference
Regulation of bone homeostasis: signaling pathways and therapeutic targets
10.1002/mco2.657 · 2024 · External reference
Osteoblast-osteoclast communication and bone homeostasis
2020 · External reference
10.1074/jbc.r109.041087
10.1074/jbc.r109.041087 · External reference