Contact and support
Need help, have a question, or want to contact the ResearchHub team?
© 2026 ResearchHub. Built for responsible scholarly connection.
Research graph
References from Machine learning and artificial intelligence: Enabling the clinical translation of atomic force microscopy-based biomarkers for cancer diagnosis. Local targets link to admitted publications; unresolved targets remain external evidence.
10.1242/dev.024166
10.1242/dev.024166 · External reference
10.1038/nrm3903
10.1038/nrm3903 · External reference
10.1016/j.ccell.2016.05.005
10.1016/j.ccell.2016.05.005 · External reference
10.1038/s41467-023-35856-y
10.1038/s41467-023-35856-y · External reference
Extracellular matrix degradation and remodeling in development and disease
2011 · External reference
10.1002/jcb.27681
10.1002/jcb.27681 · External reference
10.1016/j.ccr.2005.08.010
10.1016/j.ccr.2005.08.010 · External reference
10.1016/j.cell.2009.10.027
10.1016/j.cell.2009.10.027 · External reference
10.1038/nmat4009
10.1038/nmat4009 · External reference
10.1038/nm.4082
10.1038/nm.4082 · External reference
Matrix stiffness induces epithelial-mesenchymal transition and promotes chemoresistance in pancreatic cancer cells
10.1038/oncsis.2017.54 · 2017 · External reference
10.1038/s41551-016-0004
10.1038/s41551-016-0004 · External reference
Length scale matters: real-time elastography versus nanomechanical profiling by atomic force microscopy for the diagnosis of breast lesions
10.1155/2018/3840597 · 2018 · External reference
10.1016/j.biomaterials.2023.122389
10.1016/j.biomaterials.2023.122389 · External reference
Advances in mechanical biomarkers
10.1002/jmr.3022 · 2023 · External reference
10.1103/physrevlett.56.930
10.1103/physrevlett.56.930 · External reference
10.1016/j.surfrep.2005.08.003
10.1016/j.surfrep.2005.08.003 · External reference
10.1021/acs.chemrev.0c00617
10.1021/acs.chemrev.0c00617 · External reference
10.1063/1.111795
10.1063/1.111795 · External reference
Comparison of frequency response of atomic force microscopy cantilevers under tip-sample interaction in air and liquids
10.1016/j.scient.2011.12.009 · 2012 · External reference
10.1016/j.jsb.2012.02.007
10.1016/j.jsb.2012.02.007 · External reference
Photothermal off-resonance tapping for rapid and gentle atomic force imaging of live cells
10.3390/ijms19102984 · 2018 · External reference
10.1038/nphys4104
10.1038/nphys4104 · External reference
10.1016/j.jsb.2016.01.009
10.1016/j.jsb.2016.01.009 · External reference
Biological physics by high-speed atomic force microscopy
2020 · External reference
High speed indentation measures by FV, QI and QNM introduce a new understanding of bionanomechanical experiments
10.1016/j.micron.2016.03.002 · 2016 · External reference
10.1021/acs.accounts.6b00638
10.1021/acs.accounts.6b00638 · External reference
Mechanical properties and nanomotion of BT-20 and ZR-75 breast cancer cells studied by atomic force microscopy and optical nanomotion detection method
10.3390/cells12192362 · 2023 · External reference
Unresolved reference
External reference
10.1007/s00424-008-0524-3
10.1007/s00424-008-0524-3 · External reference
Imaging soft samples with the atomic force microscope: gelatin in water and propanol
10.1016/s0006-3495(95)79897-6 · 1995 · External reference
10.1021/acs.langmuir.3c03046
10.1021/acs.langmuir.3c03046 · External reference
Deep learning for live cell shape detection and automated AFM navigation
10.3390/bioengineering9100522 · 2022 · External reference
Study on effects of scan parameters on the image quality and tip wear in AFM tapping mode
10.1002/sca.21099 · 2014 · External reference
Techniques and considerations for nanoindentation measurements of polymer thin film constitutive properties
10.1163/156856198x00452 · 1998 · External reference
Unresolved reference
2013 · External reference
Experimental investigation of tip wear of AFM monocrystalline silicon probes
2023 · External reference
10.1016/0020-7225(65)90019-4
10.1016/0020-7225(65)90019-4 · External reference
10.1016/0021-9797(75)90018-1
10.1016/0021-9797(75)90018-1 · External reference
10.1098/rspa.1971.0141
10.1098/rspa.1971.0141 · External reference
10.1006/jcis.1997.4984
10.1006/jcis.1997.4984 · External reference
Application of atomic force microscopy in cancer research
10.1186/s12951-018-0428-0 · 2018 · External reference
Applicability of atomic force microscopy to determine cancer-related changes in cells
2022 · External reference
Atomic Force Microscopy Methods to Measure Tumor Mechanical Properties
10.3390/cancers15133285 · 2023 · External reference
Nanomechanical properties of solid tumors as treatment monitoring biomarkers
10.1016/j.actbio.2022.10.021 · 2022 · External reference
10.1016/j.addr.2015.12.017
10.1016/j.addr.2015.12.017 · External reference
Fibronectin: molecular structure, fibrillar structure and mechanochemical signaling
10.3390/cells10092443 · 2021 · External reference
10.1038/s41567-022-01755-0
10.1038/s41567-022-01755-0 · External reference
10.1016/j.eml.2018.02.003
10.1016/j.eml.2018.02.003 · External reference
10.1038/nnano.2012.167
10.1038/nnano.2012.167 · External reference
10.1039/c8nr06146g
10.1039/c8nr06146g · External reference
10.18632/aging.202449
10.18632/aging.202449 · External reference
10.15252/embj.2018100532
10.15252/embj.2018100532 · External reference
Lysyl oxidase-like 2 is critical to tumor microenvironment and metastatic niche formation in hepatocellular carcinoma
10.1002/hep.27320 · 2014 · External reference
Correlation between biological and mechanical properties of extracellular matrix from colorectal peritoneal metastases in human tissues
10.1038/s41598-023-38763-w · 2023 · External reference
Melanoma detection by AFM indentation of histological specimens
10.3390/diagnostics12071736 · 2022 · External reference
Elasticity of normal and cancerous human bladder cells studied by scanning force microscopy
10.1007/s002490050213 · 1999 · External reference
10.1038/nnano.2007.388
10.1038/nnano.2007.388 · External reference
AFM stiffness nanotomography of normal, metaplastic and dysplastic human esophageal cells
10.1088/1478-3975/8/1/015007 · 2011 · External reference
Pancreatic cancer presents distinct nanomechanical properties during progression
10.1007/s10439-023-03168-3 · 2023 · External reference
Multi-scale mechanical characterization of prostate cancer cell lines: relevant biological markers to evaluate the cell metastatic potential
10.1016/j.bbagen.2017.09.003 · 2017 · External reference
10.1091/mbc.e19-10-0588
10.1091/mbc.e19-10-0588 · External reference
10.1529/biophysj.104.045476
10.1529/biophysj.104.045476 · External reference
Atomic force microscopy reveals the mechanical properties of breast cancer bone metastases
10.1039/d1nr03900h · 2021 · External reference
10.1088/1478-3975/aac3ba
10.1088/1478-3975/aac3ba · External reference
AFM nanoindentation detection of the elastic modulus of tongue squamous carcinoma cells with different metastatic potentials
10.1016/j.nano.2013.04.001 · 2013 · External reference
Nanomechanical-based classification of prostate tumor using atomic force microscopy
10.1002/pros.24617 · 2023 · External reference
Characterization of breast cancer aggressiveness by cell mechanics
10.3390/ijms241512208 · 2023 · External reference
An exploratory study of cell stiffness as a mechanical label-free biomarker across multiple musculoskeletal sarcoma cells
10.1186/s12885-023-11375-3 · 2023 · External reference
Mapping stress inside living cells by atomic force microscopy in response to environmental stimuli
10.1080/14686996.2023.2265434 · 2023 · External reference
Modulating cancer cell mechanics and actin cytoskeleton structure by chemical and mechanical stimulations
10.1002/jbm.a.36670 · 2019 · External reference
10.1007/s10237-019-01285-4
10.1007/s10237-019-01285-4 · External reference
Effect of substrate stiffness on the mechanical properties of cervical cancer cells
10.1016/j.abb.2022.109281 · 2022 · External reference
Atomic force microscopy: a promising aid in diagnosis of uterine smooth muscle neoplasms
10.1016/j.ajog.2019.05.013 · 2019 · External reference
Regional biomechanical imaging of liver cancer cells
10.7150/jca.32985 · 2019 · External reference
Nanoindentation study of the viscoelastic properties of human triple negative breast cancer tissues: implications for mechanical biomarkers
10.1016/j.actbio.2023.01.011 · 2023 · External reference
10.1038/nrc1075
10.1038/nrc1075 · External reference
Investigation of adhesion and mechanical properties of human glioma cells by single cell force spectroscopy and atomic force microscopy
10.1371/journal.pone.0112582 · 2014 · External reference
Examination of the relationship between viscoelastic properties and the invasion of ovarian cancer cells by atomic force microscopy
10.3762/bjnano.11.45 · 2020 · External reference
De-adhesion dynamics of melanoma cells from brain endothelial layer
10.1016/j.bbagen.2017.10.013 · 2018 · External reference
10.1016/j.bbcan.2019.04.004
10.1016/j.bbcan.2019.04.004 · External reference
Multiparametric atomic force microscopy imaging of single native exosomes
10.1093/abbs/gmaa172 · 2021 · External reference
10.1021/acs.nanolett.3c00093
10.1021/acs.nanolett.3c00093 · External reference
10.1039/d0nr09178b
10.1039/d0nr09178b · External reference
A study on the effects of tumor-derived exosomes on hepatoma cells and hepatocytes by atomic force microscopy
10.1039/d0ay01730b · 2020 · External reference
Study of NSCLC cell migration promoted by NSCLC-derived extracellular vesicle using atomic force microscopy
10.1039/d0ay02074e · 2021 · External reference
10.1016/j.yexcr.2017.09.020
10.1016/j.yexcr.2017.09.020 · External reference
Investigation of the mechanical effects of targeted drugs on cancerous cells based on atomic force microscopy
10.1039/d1ay00649e · 2021 · External reference
Retinoic acid receptor beta modulates mechanosensing and invasion in pancreatic cancer cells via myosin light chain 2
10.1038/s41389-023-00467-1 · 2023 · External reference
G protein-coupled estrogen receptor regulates actin cytoskeleton dynamics to impair cell polarization
10.3389/fcell.2020.592628 · 2020 · External reference
10.1371/journal.pone.0131763
10.1371/journal.pone.0131763 · External reference
Measuring melanoma nanomechanical properties in relation to metastatic ability and anti-cancer drug treatment using scanning ion conductance microscopy
10.3390/cells12192401 · 2023 · External reference
Nanoscale features of gambogic acid induced ROS-dependent apoptosis in esophageal cancer cells imaged by atomic force microscopy
2022 · External reference
Anticancer activity of VmCT1 analogs against MCF-7 cells
10.1111/cbdd.13123 · 2018 · External reference
Study of morphological and mechanical features of multinuclear and mononuclear SW480 cells by atomic force microscopy
10.1002/jemt.22950 · 2018 · External reference
Mechanical properties of CTCs in patients with diagnosed ovarian cancer
10.1016/j.jbiomech.2023.111831 · 2023 · External reference
Silver nanoparticles induce cell death of colon cancer cells through impairing cytoskeleton and membrane nanostructure
10.1016/j.micron.2019.102750 · 2019 · External reference
Analysis of phellinus igniarius effects on gastric cancer cells by atomic force microscopy
10.1016/j.micron.2022.103376 · 2023 · External reference
10.1073/pnas.1415348112
10.1073/pnas.1415348112 · External reference
Nano-motion analysis for rapid and label free assessing of cancer cell sensitivity to chemotherapeutics
2021 · External reference
Effects of tumor necrosis factor-alpha on morphology and mechanical properties of HCT116 human colon cancer cells investigated by atomic force microscopy
2017 · External reference
10.1016/j.jmbbm.2011.08.020
10.1016/j.jmbbm.2011.08.020 · External reference
10.1038/nnano.2011.186
10.1038/nnano.2011.186 · External reference
Mapping heterogeneity of cellular mechanics by multi-harmonic atomic force microscopy
10.1038/s41596-018-0031-8 · 2018 · External reference
A proposal for the dartmouth summer research project on artificial intelligence
2006 · External reference
John McCarthy: father of AI
10.1109/mis.2002.1039837 · 2002 · External reference
10.1038/s41467-023-39085-1
10.1038/s41467-023-39085-1 · External reference
10.1073/pnas.1816459115
10.1073/pnas.1816459115 · External reference
Identification of geometrical features of cell surface responsible for cancer aggressiveness: machine learning analysis of atomic force microscopy images of human colorectal epithelial cells
10.3390/biomedicines11010191 · 2023 · External reference
10.1039/d0ra06255c
10.1039/d0ra06255c · External reference
Mechanomics biomarker for cancer cells unidentifiable through morphology and elastic modulus
10.1021/acs.nanolett.1c00003 · 2021 · External reference
Atomic force microscopy-based assessment of multimechanical cellular properties for classification of graded bladder cancer cells and cancer early diagnosis using machine learning analysis
10.1016/j.actbio.2022.12.035 · 2023 · External reference
Application of self-organizing maps to AFM-based viscoelastic characterization of breast cancer cell mechanics
10.1038/s41598-023-30156-3 · 2023 · External reference
Efficient spatial sampling for AFM-based cancer diagnostics: a comparison between neural networks and conventional data analysis
10.3390/condmat4020058 · 2019 · External reference
A fully-automated neural network analysis of AFM force-distance curves for cancer tissue diagnosis
10.1063/1.4996300 · 2017 · External reference
Machine learning approach for reducing uncertainty in AFM nanomechanical measurements through selection of appropriate contact model
2022 · External reference
10.2196/jmir.5870
10.2196/jmir.5870 · External reference
10.1016/j.jcmg.2020.07.015
10.1016/j.jcmg.2020.07.015 · External reference
Machine learning allows for distinguishing precancerous and cancerous human epithelial cervical cells using high-resolution AFM imaging of adhesion maps
10.3390/cells12212536 · 2023 · External reference
Computer-assisted cystoscopy diagnosis of bladder cancer
10.1016/j.urolonc.2017.08.026 · 2018 · External reference
Detection and classification of hepatocytes and hepatoma cells using atomic force microscopy and machine learning algorithms
10.1002/jemt.24384 · 2023 · External reference
OpenFovea: open-source AFM data processing software
10.1038/nmeth.2112 · 2012 · External reference
FC_analysis: a tool for investigating atomic force microscopy maps of force curves
10.1186/s12859-018-2265-4 · 2018 · External reference
Machine learning framework for determination of elastic modulus without contact model fitting
2022 · External reference
Artificial neural network-aided computational approach for mechanophenotyping of biological cells using atomic force microscopy
10.1115/1.4056916 · 2023 · External reference
Locating critical events in AFM force measurements by means of one-dimensional convolutional neural networks
10.1038/s41598-022-17124-z · 2022 · External reference
10.1016/j.patter.2022.100672
10.1016/j.patter.2022.100672 · External reference
10.1016/j.csbj.2021.09.001
10.1016/j.csbj.2021.09.001 · External reference
10.1016/j.csbj.2021.08.011
10.1016/j.csbj.2021.08.011 · External reference
Tip-enhanced Raman spectroscopy with amplitude-controlled tapping-mode AFM
10.1038/s41598-022-17170-7 · 2022 · External reference
Molecular perturbation effects in AFM-based tip-enhanced raman spectroscopy: contact versus tapping mode
10.1021/acs.analchem.1c03004 · 2021 · External reference
Chemically characterizing the cortical cell nano-structure of human hair using atomic force microscopy integrated with infrared spectroscopy (AFM-IR)
10.1111/ics.12753 · 2022 · External reference
10.1002/cbic.201900394
10.1002/cbic.201900394 · External reference
10.1158/1078-0432.ccr-13-1253
10.1158/1078-0432.ccr-13-1253 · External reference
10.1126/science.aaw1219
10.1126/science.aaw1219 · External reference
Rise of deep learning clinical applications and challenges in omics data: a systematic review
10.3390/diagnostics13040664 · 2023 · External reference
10.1016/j.csbj.2021.06.030 · Admitted local publication
Advances in AFM for the electrical characterization of semiconductors
10.1088/0034-4885/71/7/076501 · 2008 · External reference
10.3390/cryst13071149
10.3390/cryst13071149 · External reference