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@hughesadam87
Created February 22, 2013 21:05
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Analysis of BSA binding to 12nm gold particles.
{
"metadata": {
"name": "12nm_BSA"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "raw",
"metadata": {},
"source": [
"BATCH NOTES\n",
"\n",
"Started new directory 12nmNPS_unmodified. \n",
" -Added 2.5mL h20 (big pipetter)\n",
" -Added 500uL 12nm NP's from new np's batch 1 \n",
" -This particular vial was also 50% concenctrated, so 8.3% stock concentration.\n",
" -Added 20uL BSA (cf=3.9801uM)\n",
" -Signal is stable (Peak at 280 is BSA! (http://www.hindawi.com/journals/jnm/2010/641545/fig1/) with extension due to wing))\n",
" -SHOULD DO LONG TERM CORRELATION BETWEEN THESE PEAKS TO SEE IF STABILITY IN 280 MEANS STABILITY ON GNP\n",
" -(although some of this may be baseline shift and just seeing enhanced signal).\n",
"\n",
" -Added 50uL more BSA.\n",
" -This solution stayed stable for a good amount of time."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from pyuvvis import absplot, specplot, areaplot\n",
"from pyuvvis.IO.gwu_interfaces import from_oceanoptics\n",
"\n",
"plt.figsize(8,8) #Set overall fig size for document\n",
"\n",
"ts=from_oceanoptics('Data')\n",
"ts.name='12nm BSA'\n",
"\n",
"ts=ts.sub(ts.darkseries, axis=0)\n",
"ts.specunit='nm'\n",
"\n",
"specplot(ts)\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 19,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7f82c1263fd0>"
]
},
{
"output_type": "display_data",
"png": 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WpADQA4beDyb5R+k6BJ0x5NxB8jf0/OtLCgAhhBDCAMkYACGEEKIFkjEAQgghhKg1KQD0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\nAElFTkSuQmCC\n"
}
],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ts=ts.as_interval('m')\n",
"areaplot(ts)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Warning: Recomputing area from shape (651, 462) to (1, 462)\n"
]
},
{
"output_type": "pyout",
"prompt_number": 20,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7f82c39c4d50>"
]
},
{
"output_type": "display_data",
"png": 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fH5GYmKi+fvXq1eKOO+4QoaGh4tNPP1XHrVariIqKEgEBAW2WIC5fvizmz58v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\nY+BARERE9cbAgYiIiOqNgQMRERHV2/8B+Jm0WHxOp+0AAAAASUVORK5CYII=\n"
}
],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"h20=ts.ix[:,2.0:4.5]\n",
"nps=ts.ix[:, 6.0:8.0]\n",
"bsa=ts.ix[:, 13.0:15.0]\n",
"drop2=ts.ix[:, 20.0::]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"nps.baseline=h20.mean(axis=1)\n",
"bsa.baseline=h20.mean(axis=1)\n",
"absplot(nps)\n",
"plt.plot(bsa.index, bsa.as_iunit('a'))\n",
"plt.xlim(350., 800.)\n",
"plt.ylim(0.0,0.4)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 22,
"text": [
"(0.0, 0.4)"
]
},
{
"output_type": "display_data",
"png": 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96u75m1femlTkfl2cq+LrbEbg3ydIDKzBwW1/6Fyr5+3bZNpY6bwfIYT6SdM3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\n"
}
],
"prompt_number": 22
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**This coresponds to a peak shift of 5.41nm** as shown in the code cell below:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from pyuvvis.core.utilities import maxmin_xy\n",
"\n",
"npspr=maxmin_xy(nps.ix[400.0:800.0].as_iunit('a'), idx=True, val=False, arg=False).mean()\n",
"bsaspr=maxmin_xy(bsa.ix[400.0:800.0].as_iunit('a'), idx=True, val=False, arg=False).mean()\n",
"\n",
"print 'SPR max in h20: %snm. Sprtmax after BSA: %snm. Delta %snm'%(npspr, bsaspr, bsaspr-npspr)\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"SPR max in h20: 520.230769231nm. Sprtmax after BSA: 525.641025641nm. Delta 5.41025641026nm\n"
]
}
],
"prompt_number": 23
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Keep in mind there is a negligble dilution effect present here. See BSA_ph5_notebook for more details on how faint this effect is and how to quantify it."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bsa.iunit=None\n",
"nps.iunit=None\n",
"bsa.baseline=nps.mean(axis=1)\n",
"absplot(bsa.ix[400.0:800.0])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 24,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7f82c0aa09d0>"
]
},
{
"output_type": "display_data",
"png": 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dqXew44yLG9kb5B78QgjzkJm+sDr19VUMHdyXqsQBdAmIZubfHjF/EUVF9Fu0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}
],
"prompt_number": 24
}
],
"metadata": {}
}
]
}
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