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@hughesadam87
Last active December 14, 2015 02:49
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Analysis of BSA binding to 50nm tannic-acid capped nps
{
"metadata": {
"name": "50nm_BSA"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "raw",
"metadata": {},
"source": [
"Added 2.5mL h20 to cuvette.\n",
"Added 1mL (NOT 500uL) 50nm NPs (overall particle dilution = 1.0/3.5)\n",
"Made very concentrated bsa (6mg/250uL):\n",
" -Added 20uL bsa with good stirring.\n",
" -Signal changed noticably.\n",
" -Added 20uL to ensure stauration.\n",
"\n",
"Added 20uL more at 11:35\n",
" -Signal drop confined to UV, so saturation is complete.\n",
"\n",
"Important to note that bsa bound without forcing any PH (expected as ted pella particle soln is ph 5+)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from pyuvvis import specplot, absplot, areaplot, TimeSpectra\n",
"from pyuvvis.IO.csv_wrapper import df_from_directory\n",
"from pyuvvis.nptools import haiss_m1, haiss_m2, haiss_m3, haiss_conc\n",
"plt.figsize(8,8)\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 48
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"DATA DID NOT SAVE HEADERS SO I CANT USE FROM_OCEAN_OPTICS IMPORT. INSTEAD WILL CONSTRUCT A DATAFRAME AND MANUALLY TURN IT INTO A TIMESPECTRA BY SETTING A SPECTRAL INDEX, DARK SERIES AND DEFINING AN ARBITRARY TIME PERIOD (TO ALLOW FOR AREAPLOTS AND OTHER TIME-DEPENDENT PLOTS)."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df=df_from_directory('./data', {'sep':'\\t'})\n",
"dark=df.pop('100_40_10_dark.txt')\n",
"ts=TimeSpectra(df, specunit='nm')\n",
"\n",
"ts.set_specindex(200.0, 850.0)\n",
"ts.set_daterange(start='2/22/12', periods=len(ts.columns), freq='4s')\n",
"ts.darkseries=dark\n",
"\n",
"### Output for later use\n",
"ts.save('50nmnps_bsa.pickle')\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Alert: SpecIndex unit was changed internally from \"None\" to \"nm\"\n"
]
}
],
"prompt_number": 49
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ts=ts.sub(ts.darkseries, axis=0)\n",
"ts=ts.as_interval('s')\n",
"specplot(ts)\n",
"areaplot(ts)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Warning: Recomputing area from shape (651, 357) to (1, 357)\n"
]
},
{
"output_type": "pyout",
"prompt_number": 50,
"text": [
"<matplotlib.axes.AxesSubplot at 0x54fad10>"
]
},
{
"output_type": "display_data",
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FqUy3AJAkiZKS09jadr7pvn5+T9KnzzmuXn2LyMiMGu+Dzsj4jIsXFyFJNc80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\nbgGcyttK0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4uI2Jre/frhqQrlcGY2P1WtQhCufDR3R0YMANqBS5M7xZoGlG62WyQiCAK5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\nMLPLZOu3m3/eqNezd+BAPAwe5NpeIL8kHR9XdyIivJqr9F+l9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cx/5zWTZGsKycnJpi7B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\n/w8QQoR7MpIZWAAAAABJRU5ErkJggg==\n"
},
{
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Jws/PT6SmpoqWlpYLxt0Fb8VV++CD81Med9zR3aMhIiI9svfnHm9sZaWmG1tt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\ngg==\n"
}
],
"prompt_number": 50
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"Split data into 4 regions:\n",
" 1. H20 only\n",
" 2. Bare nps\n",
" 3. nps+drop1 BSA\n",
" 4. After 2nd drop bsa"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"h20=ts.ix[:,50.:100.]\n",
"nps=ts.ix[:,400.:600.]\n",
"bsa1=ts.ix[:, 900.:1050.]\n",
"bsa_drop2=ts.ix[:, 1250.:1400.]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 51
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"Look at absorption of nps and nps+bsa relative to water."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"nps.baseline=h20.mean(axis=1)\n",
"bsa1.baseline=h20.mean(axis=1)\n",
"\n",
"absplot(nps, color='g')\n",
"\n",
"### Add other bsa plots manually\n",
"bsa1.iunit='a'\n",
"plt.plot(ts.index, bsa1, color='r')\n",
"plt.xlim(350.,850.)\n",
"plt.ylim(0.0, 0.6)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 52,
"text": [
"(0.0, 0.6)"
]
},
{
"output_type": "display_data",
"png": 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y7GZpgX/++QeHDh3C2bNnodPpUKNGDYSFhaF69epKxEdUcFnb6NB6do6DiMiG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\nEE7cjDHGmAX5P4fChMf5ZD+GAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 52
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**This corresponds to a peak shift of 4.82nm** as show in the code cell below:\n"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"spr_np=nps.ix[400.0:800.0].as_iunit('a').idxmax().mean()\n",
"spr_bsa1=bsa1.ix[400.0:800.0].as_iunit('a').idxmax().mean()\n",
"\n",
"print 'SPR max in h20: %snm. Sprtmax after BSA: %snm. Delta %snm'%(spr_np, spr_bsa1, spr_bsa1-spr_np)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"SPR max in h20: 528.176470588nm. Sprtmax after BSA: 533.0nm. Delta 4.82352941176nm\n"
]
}
],
"prompt_number": 53
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Quantify change due to bsa by rereferencing drop1 relative to nps."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bsa1.iunit=None\n",
"nps.iunit=None\n",
"\n",
"npbaseline=nps.mean(axis=1)\n",
"\n",
"bsa1.baseline=npbaseline\n",
"x=absplot(bsa1)\n",
"plt.xlim(400.,800.)\n",
"plt.ylim(0.0, 0.085)\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 54,
"text": [
"(0.0, 0.085)"
]
},
{
"output_type": "display_data",
"png": 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jY6+Vf//SfIzvfcfKtDC+XvJ/zJzxFL9/7hkPVSuEULOAPbwvhFokOWqoNocR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y4c7h9YJ0KsL0ZbS4qznRpnW/z0GD7qXSHagz5a2tMInRqDJaEzdlYH08cfZXrzYWKnC3CmkhT2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\nYII=\n"
}
],
"prompt_number": 54
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Perhaps coincidentally... it's neat to invert this graph and see that the form of the inverse absorption looks remarkably familiar to that of absorbance via a metallic film..."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"x=absplot(bsa1)\n",
"plt.xlim(400.,800.)\n",
"plt.ylim(0.0, 0.085)\n",
"plt.gca().invert_yaxis()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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OPsqCIen075FP5S5PenziicVcy9sIPhIW6tVqEnv35tE77+SKK64gNjbW1WlI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\nNbZR7j4u1Rr59YkKIU8VSmBTBcLetq7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EyuQ+fWFIXm+At4f24WBaOk/uKNG6HN2p99Tz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7Ovzfb0AZYsWcKzzz5LXV0dc+bMITQ0lOXLlwPw7LPPkpyczL333sugQYPo2rUrH374IQB2u52F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\niI/Q0BcREfERGvoiIiI+QkNfRETER/wPzh5wQOh1LgcAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 55
}
],
"metadata": {}
}
]
}
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