dorsal/arxiv
View SchemaDNA Looping Kinetics Analyzed Using Diffusive Hidden Markov Model
| Authors | John F. Beausang, Chiara Zurla, Carlo Manzo, David Dunlap, Laura Finzi, Philip C. Nelson |
|---|---|
| Categories | |
| ArXiv ID | physics/0702020 |
| URL | https://arxiv.org/abs/physics/0702020 |
| DOI | 10.1529/biophysj.107.104828 |
Abstract
Tethered particle experiments use light microscopy to measure the position of a micrometer-sized bead tethered to a microscope slide via a ~micrometer length polymer, in order to infer the behavior of the invisible polymer. Currently, this method is used to measure rate constants of DNA loop formation and breakdown mediated by repressor protein that binds to the DNA. We report a new technique for measuring these rates using a modified hidden Markov analysis that directly incorporates the diffusive motion of the bead, which is an inherent complication of tethered particle motion because it occurs on a time scale between the sampling frequency and the looping time. We compare looping lifetimes found with our method, which are consistent over a range of sampling frequencies, to those obtained via the traditional threshold-crossing analysis, which vary depending on how the raw data are filtered in the time domain. Our method does not involve such filtering, and so can detect short-lived looping events and sudden changes in looping behavior.
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"abstract": "Tethered particle experiments use light microscopy to measure the position of\na micrometer-sized bead tethered to a microscope slide via a ~micrometer length\npolymer, in order to infer the behavior of the invisible polymer. Currently,\nthis method is used to measure rate constants of DNA loop formation and\nbreakdown mediated by repressor protein that binds to the DNA. We report a new\ntechnique for measuring these rates using a modified hidden Markov analysis\nthat directly incorporates the diffusive motion of the bead, which is an\ninherent complication of tethered particle motion because it occurs on a time\nscale between the sampling frequency and the looping time. We compare looping\nlifetimes found with our method, which are consistent over a range of sampling\nfrequencies, to those obtained via the traditional threshold-crossing analysis,\nwhich vary depending on how the raw data are filtered in the time domain. Our\nmethod does not involve such filtering, and so can detect short-lived looping\nevents and sudden changes in looping behavior.",
"arxiv_id": "physics/0702020",
"authors": [
"John F. Beausang",
"Chiara Zurla",
"Carlo Manzo",
"David Dunlap",
"Laura Finzi",
"Philip C. Nelson"
],
"categories": [
"physics.bio-ph"
],
"doi": "10.1529/biophysj.107.104828",
"title": "DNA Looping Kinetics Analyzed Using Diffusive Hidden Markov Model",
"url": "https://arxiv.org/abs/physics/0702020"
},
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