journal article·2025-11Open access

Probing Early Particle‐Cell Membrane Interactions via Single‐Cell and Single‐Particle Interaction Analysis

Houari Bettahar, Christos Tapeinos, Oğulcan Işıtman, Carmine D'Amico, Alexandra Correia, Hélder A. Santos, Quan Zhou

Advanced Functional Materials· Volume 35· Issue 46

Abstract

Abstract Endocytosis is vital for nutrient uptake and nanomedicine applications, but the biophysics of the pre‐internalization phase remains poorly understood at single‐cell level. This study uses advanced robotic techniques to analyze pre‐internalization adhesion mechanics. MiaPaCa‐2 cells, pancreatic cancer, displayed three interaction phases: rapid lateral displacement, a quasi‐plateau phase, and linear displacement during extraction. Adhesion time is linked to changes in cell mechanics, with MiaPaCa‐2 cells displaying a biphasic uptake process—an initial rapid adhesion phase followed by a strengthening of adhesion high variability in viscoelasticity. In contrast, fibroblasts show a gradual increase in adhesion forces, accompanied by significant rises in stiffness and viscosity. Unlike traditional endocytosis studies, this study focuses on how pathway inhibitors alter initial membrane engagement rather than uptake mechanisms. Clathrin inhibition increased adhesion by 39%, caveolae inhibition by 27%, and microtubule inhibition reduced adhesion by 48%, indicating microtubules' role in adhesion dynamics. Combined inhibition of clathrin, caveolae, and microtubules reduced adhesion by 70%, showing that disrupting multiple pathways severely impairs particle adhesion. Under repeated stress, MiaPaCa‐2 cells soften (≈75% Young's modulus reduction) due to cytoskeletal disruption, while fibroblasts gradually soften (≈71% modulus reduction), highlighting cellular adaptations. These findings provide new insights into the pre‐internalization of particles at the single‐cell level.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Microfluidic and Bio-sensing Technologies · Nanoparticles: synthesis and applications · Nuclear Structure and Function

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Department of Electrical Engineering and Automation Aalto University Maarintie 8 Espoo 02100 Finland

Division of Pharmacy and Optometry Faculty of Biology Medicine and Health University of Manchester Manchester M13 9PT UK

Drug Research Program Division of Pharmaceutical Chemistry and Technology Faculty of Pharmacy University of Helsinki Helsinki FI‐00014 Finland

Department of Biomaterials and Biomedical Technology The Personalized Medicine Research Institute (PRECISION) University Medical Center Groningen (UMCG) University of Groningen Groningen 9713 AV The Netherlands

Funding

Royal Society · Research Council of Finland

References (100+)

Show source-provided references
1. 10.1038/nrm275510.1038/nrm2755 ↗
2. 10.1186/s12964-021-00766-310.1186/s12964-021-00766-3 ↗
3. 10.1016/j.jconrel.2010.01.03610.1016/j.jconrel.2010.01.036 ↗
4. 10.1039/D0CS01127D10.1039/D0CS01127D ↗
5. 10.1016/j.addr.2007.06.00810.1016/j.addr.2007.06.008 ↗
6. 10.1002/adma.20140478810.1002/adma.201404788 ↗
7. 10.1038/s41568-023-00574-610.1038/s41568-023-00574-6 ↗
8. 10.1007/s00232-014-9637-010.1007/s00232-014-9637-0 ↗
9. 10.1016/j.cell.2020.02.01910.1016/j.cell.2020.02.019 ↗
10. 10.1016/j.biomaterials.2007.02.01310.1016/j.biomaterials.2007.02.013 ↗
11. 10.1039/C6CS00636A10.1039/C6CS00636A ↗
12. 10.1186/s40035-015-0041-110.1186/s40035-015-0041-1 ↗
13. 10.1016/j.jconrel.2006.11.02810.1016/j.jconrel.2006.11.028 ↗
14. 10.1016/j.talanta.2013.01.03710.1016/j.talanta.2013.01.037 ↗
15. 10.1039/C8SC01828F10.1039/C8SC01828F ↗
16. 10.1039/D0NA00716A10.1039/D0NA00716A ↗
17. 10.1002/smll.20130100410.1002/smll.201301004 ↗
18. 10.1083/jcb.119.3.61710.1083/jcb.119.3.617 ↗
19. 10.1016/S1357-2725(02)00380-110.1016/S1357-2725(02)00380-1 ↗
20. 10.9734/JPRI/2017/3460610.9734/JPRI/2017/34606 ↗
21. 10.1128/JVI.00109-1110.1128/JVI.00109-11 ↗
22. 10.1016/S0959-4388(96)80121-810.1016/S0959-4388(96)80121-8 ↗
23. 10.4161/cl.2396710.4161/cl.23967 ↗
24. 10.1007/978-1-59745-178-9_210.1007/978-1-59745-178-9_2 ↗
25. 10.1016/j.jconrel.2012.09.01610.1016/j.jconrel.2012.09.016 ↗
26. 10.1038/s41565-021-00858-810.1038/s41565-021-00858-8 ↗
27. 10.1115/1.300510910.1115/1.3005109 ↗
28. 10.1098/rsos.20074710.1098/rsos.200747 ↗
29. 10.1371/journal.pone.004660910.1371/journal.pone.0046609 ↗
30. 10.1039/c2sm26001h10.1039/c2sm26001h ↗
31. 10.1039/D2SM01152B10.1039/D2SM01152B ↗
32. 10.1073/pnas.241443712110.1073/pnas.2414437121 ↗
33. 10.1038/s41565-024-01785-010.1038/s41565-024-01785-0 ↗
34. 10.1016/j.jconrel.2023.08.04510.1016/j.jconrel.2023.08.045 ↗
35. 10.1021/nl070363y10.1021/nl070363y ↗
36. 10.1016/S0005-2736(01)00292-910.1016/S0005-2736(01)00292-9 ↗
37. 10.1002/smll.20170424510.1002/smll.201704245 ↗
38. 10.1021/ja309812z10.1021/ja309812z ↗
39. Panariti A. · Nanotechnol Sci Appl · 2012 · 5 · 87
40. 10.1038/ncomms1013410.1038/ncomms10134 ↗
41. 10.1007/s13239-020-00496-610.1007/s13239-020-00496-6 ↗
42. 10.1242/jcs.110.17.210910.1242/jcs.110.17.2109 ↗
43. 10.1038/s41592-018-0015-110.1038/s41592-018-0015-1 ↗
44. 10.1103/PhysRevLett.84.545110.1103/PhysRevLett.84.5451 ↗
45. 10.1016/S0006-3495(01)75740-210.1016/S0006-3495(01)75740-2 ↗
46. 10.1038/s41598-017-01784-310.1038/s41598-017-01784-3 ↗
47. 10.1088/0957-4484/24/5/05510210.1088/0957-4484/24/5/055102 ↗
48. Mills J. P. · Tech Science Press MCB · 2004 · 1 · 169
49. 10.1007/s00249-017-1268-910.1007/s00249-017-1268-9 ↗
50. 10.1007/s10439-013-0791-910.1007/s10439-013-0791-9 ↗
51. 10.1007/s10237-010-0197-710.1007/s10237-010-0197-7 ↗
52. 10.1115/1.157251710.1115/1.1572517 ↗
53. 10.1146/annurev.biophys.050708.13372410.1146/annurev.biophys.050708.133724 ↗
54. 10.1016/S0006-3495(99)77225-510.1016/S0006-3495(99)77225-5 ↗
55. 10.1126/scirobotics.aav618010.1126/scirobotics.aav6180 ↗
56. 10.1016/S0006-3495(94)81017-310.1016/S0006-3495(94)81017-3 ↗
57. 10.1021/acsnano.0c0095910.1021/acsnano.0c00959 ↗
58. 10.1063/1.152218110.1063/1.1522181 ↗
59. 10.1083/jcb.20060106010.1083/jcb.200601060 ↗
60. Gardel M. L. · Science 1979 · 2004 · 304 · 1301
61. 10.1007/s00232-020-00164-910.1007/s00232-020-00164-9 ↗
62. 10.1038/s41567-021-01368-z10.1038/s41567-021-01368-z ↗
63. 10.1016/j.bpj.2013.05.04510.1016/j.bpj.2013.05.045 ↗
64. 10.1021/nl052396o10.1021/nl052396o ↗
65. 10.1021/la025733710.1021/la0257337 ↗
66. 10.1021/es203661k10.1021/es203661k ↗
67. 10.1073/pnas.080176310510.1073/pnas.0801763105 ↗
68. 10.1016/j.biomaterials.2014.01.00710.1016/j.biomaterials.2014.01.007 ↗
69. 10.1186/s12951-021-00790-y10.1186/s12951-021-00790-y ↗
70. 10.1038/s41598-019-42225-710.1038/s41598-019-42225-7 ↗
71. 10.1042/bj2003125310.1042/bj20031253 ↗
72. 10.1146/annurev.biochem.78.081307.11054010.1146/annurev.biochem.78.081307.110540 ↗
73. 10.1111/tra.1227210.1111/tra.12272 ↗
74. 10.1021/acs.nanolett.3c0175710.1021/acs.nanolett.3c01757 ↗
75. 10.1126/sciadv.abo146110.1126/sciadv.abo1461 ↗
76. 10.3389/fphys.2020.0095810.3389/fphys.2020.00958 ↗
77. 10.1083/jcb.131.1.6910.1083/jcb.131.1.69 ↗
78. 10.1016/0955-0674(95)80015-810.1016/0955-0674(95)80015-8 ↗
79. 10.1099/0022-1317-77-9-217310.1099/0022-1317-77-9-2173 ↗
80. 10.1016/j.trecan.2021.09.00410.1016/j.trecan.2021.09.004 ↗
81. 10.1096/fj.202201780R10.1096/fj.202201780R ↗
82. 10.1038/srep1137110.1038/srep11371 ↗
83. 10.52547/rbmb.10.2.14510.52547/rbmb.10.2.145 ↗
84. 10.1242/jcs.23284310.1242/jcs.232843 ↗
85. 10.1152/ajpcell.2000.278.5.C87310.1152/ajpcell.2000.278.5.C873 ↗
86. Suda T. · Biorheology · 1982 · 19 · 555
87. 10.1128/JVI.00184-2010.1128/JVI.00184-20 ↗
88. 10.1111/boc.20200011010.1111/boc.202000110 ↗
89. Hedin U. · Arterioscler Thromb Vasc Biol · 1977 · 17
90. 10.1016/S0002-9440(10)64882-110.1016/S0002-9440(10)64882-1 ↗
91. 10.1038/nrm295710.1038/nrm2957 ↗
92. 10.1038/mt.2009.28110.1038/mt.2009.281 ↗
93. 10.1038/nrm315110.1038/nrm3151 ↗
94. 10.1529/biophysj.105.06987210.1529/biophysj.105.069872 ↗
95. 10.3389/fcvm.2024.133767910.3389/fcvm.2024.1337679 ↗
96. 10.1002/jcp.2205110.1002/jcp.22051 ↗
97. 10.1091/mbc.E07-12-126910.1091/mbc.E07-12-1269 ↗
98. 10.1038/s41598-019-51024-z10.1038/s41598-019-51024-z ↗
99. 10.1247/csf.21.31710.1247/csf.21.317 ↗
100. 10.3109/1541906980904029510.3109/15419069809040295 ↗