Visualizing odorants vs responding units with dplot_responseMatrix()
dplot_responseMatrix()
visualizes the DoOR consensus response matrix either as a point matrix with the size of the points relating to the response strength, or as a heatmap, relating color to response strength. The default plot that is used depends on the data we enter: positive values only (like from response.matrix
or response.matrix_non.normalized
) which are scaled [0,1]
will by default be plotted as a point-matrix. If we provide data that contains negative values (e.g. data with the spontaneous firing rate set to 0 via resetSFR(response.matrix, "SFR")
) it will be shown as color-coded heatmap.
dplot_responseMatrix(response.matrix[2:50,], tag = "Name", base_size = 8)
## Only positive values, returning b&w point plot.
![](data:image/png;base64,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)
If the data contains negative values, a colored response matrix will be plotted:
dplot_responseMatrix(resetSFR(response.matrix, "SFR")[2:50,], tag = "Name", base_size = 8)
## Warning: Non Lab interpolation is deprecated
![](data:image/png;base64,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)
## Visualizing ensemble responses with dplot_ALmap()
With dplot_ALmap()
we can visualize the ensemble response a given odorant elicits across DoOR responding units (receptors, sensory neurons, glomeruli, … ) as a hypothetical antennal lobe activation pattern.
dplot_ALmap("QSJXEFYPDANLFS-UHFFFAOYSA-N", base_size = 8)
## Warning: Non Lab interpolation is deprecated
![](data:image/png;base64,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)
If we do not know the InChIKey of the substance we are interested in, we can use the transID()
function for conversion. If we are interested in the expressed receptor rather than the glomerulus names:
dplot_ALmap(transID("benzaldehyde", from = "Name"), tag = "receptor", main = "SMILES", base_size = 8)
![](data:image/png;base64,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)
If we prefer the plain activation pattern without annotations at all:
dplot_ALmap(transID("628-63-7", from = "CAS"), tag = "", main = "", legend = F, scalebar = F)
## Warning: Non Lab interpolation is deprecated
![](data:image/png;base64,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)
## Visualizing tuning curves with dplot_tuningCurve()
### Responding units
The set of odorants a given responding unit is responsive to can be described as its tuning curve. With dplot_tuningCurve()
we can easily display such a tuning curve together with its kurtosis. Kurtosis is a measure of the shape of the tuning curve, i.e. whether a responding unit is narrowly tuned to a few odorants (high kurtosis), or whether it responds to many odorants (low kurtosis). The gaussian distribution has a kurtosis of 0.
If we only specify the receptor/response unit name, the data is taken from response.matrix
and dplot_tuningCurve()
uses resetSFR()
to reset spontaneous firing rate (or any other specified odorant) to zero before plotting.
dplot_tuningCurve(receptor = "Or22a", base_size = 8)
![](data:image/png;base64,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)
To prevent resetting by SFR:
dplot_tuningCurve(receptor = "Or22a", zero = "", base_size = 8)
![](data:image/png;base64,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)
We can also plot any other vector of responses, once response.vector
is specified, the value of receptor
is only used for the plot title and not for data lookup anymore:
dplot_tuningCurve(receptor = "receptor X", response.vector = c(1:100), base_size = 8)
![](data:image/png;base64,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)
### Odorants dplot_tuningCurve()
can as well be used to visualize the ensemble of responding units that is activated by a given odorant. Therefore, we specify an odorant name instead of a response unit name:
dplot_tuningCurve(odorant = "PGMYKACGEOXYJE-UHFFFAOYSA-N", base_size = 8)
![](data:image/png;base64,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)
We can specify the chemical identifier to plot via odor.main
:
dplot_tuningCurve(odorant = "PGMYKACGEOXYJE-UHFFFAOYSA-N", odor.main = "SMILES", base_size = 8)
![](data:image/png;base64,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)
dplot_tuningCurve(odorant = "CURLTUGMZLYLDI-UHFFFAOYSA-N", odor.main = "InChI", base_size = 8)
![](data:image/png;base64,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)
And finally we can control the color of the bars:
dplot_tuningCurve(odorant = transID("carbon dioxide", from = "Name"), fill.odorant = "#FF0000", base_size = 8)
![](data:image/png;base64,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)
As mentioned, all of these plots are generated with the ggplot2 package which allows to override theming:
library(ggplot2)
dplot_tuningCurve(odorant = transID("carbon dioxide", from = "Name"), base_size = 8) +
theme(panel.background = element_rect(fill = "grey", color = "magenta"))
![](data:image/png;base64,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)
## Visualizing response profiles dplot_responseProfile()
dplot_responseProfile
creates a horizontal bar plot of the response profile of a given receptor. It displays the same data as dplot_tuningCurve
but focusses on the odorant identity.
Per default the response strength is displayed as bar height as well as color code:
dplot_responseProfile("Gr21a.Gr63a", tag = "Name", base_size = 8)
## Warning: Non Lab interpolation is deprecated
![](data:image/png;base64,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)
We can again omit to reset to SFR:
dplot_responseProfile("Gr21a.Gr63a", tag = "Name", base_size = 8, zero ="")
## Warning: Non Lab interpolation is deprecated
![](data:image/png;base64,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)
And if we prefer monochrome data:
dplot_responseProfile("Gr21a.Gr63a", tag = "CAS", base_size = 8, colored = F)
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAeAAAAJACAMAAABi/kXUAAAC7lBMVEUAAAABAQEDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEiIiIjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwuLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6Ojo7Ozs8PDw9PT0+Pj4/Pz9AQEBBQUFCQkJDQ0NERERFRUVGRkZHR0dISEhJSUlKSkpLS0tMTExNTU1OTk5PT09QUFBRUVFSUlJTU1NUVFRVVVVWVlZXV1dYWFhZWVlaWlpbW1tcXFxdXV1eXl5fX19gYGBhYWFiYmJjY2NkZGRlZWVmZmZnZ2dpaWlqampra2tsbGxtbW1ubm5vb29wcHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGCgoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+QkJCRkZGSkpKTk5OUlJSVlZWWlpaXl5eYmJiZmZmampqbm5ucnJyenp6fn5+goKChoaGioqKjo6OkpKSlpaWmpqanp6eoqKipqamqqqqrq6usrKytra2urq6vr6+wsLCxsbGysrKzs7O0tLS1tbW2tra3t7e4uLi5ubm6urq7u7u8vLy9vb2+vr6/v7/AwMDBwcHCwsLDw8PExMTFxcXGxsbHx8fIyMjJycnKysrLy8vMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLT09PU1NTV1dXW1tbX19fY2NjZ2dna2trb29vc3Nzd3d3e3t7f39/g4ODh4eHi4uLj4+Pl5eXm5ubn5+fo6Ojp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7///9EC6uwAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAgAElEQVR4nO2dfZxkZXXnidEYYN11w5JsFIO4mGRdFgzhZc2MQQiCGjTqMrMkGWB8CTHrhnFXVtnRGN2MGkOEhBcjYEQdZRU0JIOYiMi6iTNxY8wqQVRWRmZhuru6ul66ut7Of1v3PM+pqnuerlunq+tW1VP9+30+qTv36ZMz1/76XKif55znGILmWsdM+wGgfAXAcy4AnnMB8JxrCwH+m5f9y39y7l3+5oGf+9FTP5L84Xevywpb3vHM5/wp0d0/86NnfGliDzpWbR3A+4/93b9/5I+O/zjfFP/59SsHjn2QDv3XY6/LCKOLf+PIXU/79g+O+1z5hmeuTviBx6MtA3jlX9yeXPa/kQ4/544TPvLsNtGvvJNufONzEsAfO+VpP3XbOmFf+mdVon9cuvMMotZTH+4Li0dbBvBfPbPt/3T42Eu+tHiYqHzSHZ27SzqASz98R+H2pzfCsE+c/fafOfceaqxR/VM/3ugLi0dbBvCHfq7z8aJnPOMZC4ePOZIsfP30K+rkANceptYXjymFYTccc+23P/b0bxB98ynHfLo/LB5tGcAHTuxszR88+o8/dPTw0zu35Tc/6094ryaA2zf8wpmXOXLpsA+f0rn75Xd31mtf+LGv9YXFoy0D+OjxdyaXu485evg4ouZ5O1bcegL4nmd9n4qOXDrsL5/bAfyqfbcl/5y+4Ma+sHi0ZQDTjce9/5vf+9BpP8Lk7jnxkUcffXSZHOAPnfzYQ7uP+R59+lsqrPHs9xY/d+w3P3/Cweq9x39dwqLS1gFMf7Htn/7U5UfPZHLvOCbR75H/l6xXHPv8W//Di+gnr1Nh9A/nHveCzxH9/kk/8oJPdcOi0hYCvDUFwHMuAJ5zAfCcC4DnXAA859o8YJs3227ZstVtYWPO1h4eM/ZsDVtY2xbWHPQb2TTgdtEU1jL+dpZtf2nd9h/bms323xdbNjJmKzVNYQ1b2GptwA9mDfBOqKfkF5In4IuIChdv293ZLPfsSe7/30vPfTuVLvz5vcnN0iXnvye5AnB+Sn4h+QF+8vTjiD54Pb3ufmqczoB/76Pts5c+/IH2tqOdm3f9afvFjxMA56nkF5If4HZjG9FXjtDVD9Atb2HAf7u4dnb549eunZUwvexb9JbPEwDnqeQXkucrenvn/9q3XFAv/fJXGTAdPemKduVZJ70++fO7b66f8RlqFotPFi1aLpjCitP+nc6Ukl9IYdn0e1tcCpYqFsD111xVpXc8cGgP3XzpvYut1qVfu+aTzcu+2rkpXnbxS75C2MF5KvmF5LyDb39X8ku/8OznfKZzvfx/0mV/84a/ot/6i87N//pa++KkzhCA81PyC8kZ8BtOPe20LxId4lf0/znj7Kva3/l3Z/9a8nc++bILP5EsAnB+Sn4h+B48x0p+IfMGGE6W0rwBHsd/6XsC4GGA2a967PlnneVqEO/Z03Wy3nPWWS+4lQA4VFSA2a+6/73yl52+h8TJ6mhXUkAOwFpRAWa/6tbzL/wA3yWOljhZRAd5JwOwVlSA2a/6wpeb530jeaTE0RIni2hHB22rVDpasmhl2RRW2izgdDbrs62Y4mzZSsZsi0VTWNEWVigES6sWwOJX7dt/86X3sqMlThY9fllnvd1sLDctqtdMYc3NAk5nK5j+zkatboqzZWsasxXXTGFrtrBKNVhqWQCzX/WW++i1XyfvaImTRR++lSPwitaK6hXNftXhc8671t12drA4WfTK7/MSAGtFBXi4AFgLgLMEJ0tp3gCPa+86AbCpJmv10hfz92A2r3yV1uzVZK2XDYBNNVkf++/tbQW3uOuIq9KawZqs9bIBsKkm680H6Dce4LWDe32V1gzWZK2XDYBNNVmXf4PeczevJOZVskJSk9WqlBcqFpVXTGGV0QGvl836bGVTnC1bxZhtqWQKK9nClovBUs0CmGuy3nwvXfWAmFe80q3JatfXCnWLalVTWH10wOtlWzL9nWvVminOlq1uzLZsC1u1hZXLwVLDAphrsu54X/slS8lCYl7xCs1gTdZ62fCKNtVkre58+R/wQmJe+Sqt2avJWi8bAON7MAFwtuBkaQFwlsa5fwGYAJj/I2xVwBd1/v8Sl1JcydabznkbiW8pPaUArBULYLYq2aUUV/LeN9ErC13f0veUArBWLIDZqmSXUlzJt36CVta6viX3lLZrq0s1i1bLprDaqIDXz7ZofLZVU5wtW82YrVA1hVVsYSulYKk+BDB/D2aX0rmSRFfs2nZ1S3xL11MKwKGiAswuJbuSN196729e39p1n/iWXIFHeEWHiuUVzYDZpRRX8sMfod+6V3xL6SkFYK2oALNLKa5k5ZJzdjW7viVhB6+veACbBMBaAJwlWJVK8wYYO1hpEk6Wmn3mHCz+MQFwqFgA95ys9Owz72DxjwmAQ8UCuOdkpWef+alo/OPZKdlZPxtKdkxOVmr2WXcqGtfkzUzR3frZUHRncrJSs89kKpoDjFd0qFhe0T0nKzX7TBwsAB6kqACzb6Vmnx3qe0UDcKh4AJsEwFoAnCU4WUrzBng8O1cEwMMAcxmWzDzjmxlzsrKzAfAwwFyGRX7mmbuZLScrOxsADwPMZVgy88zdpJ2saY9Rys6GMUrDAHMZlmsb9TfKyZr2ILTsbBiENgwwl2Fx26jUZM2Yk5WdDa/oYYC5DEtmnvHNjDlZ2dkAeBhgLsOSmWfuZracrOxsAIzvwQTA2YKTpQXAWRrn/gVgGgqYy7Gku5Bv+IRKuSEADhUVYC7Hku5CvuETKuWGADhUVIC5HEu6C/mGT6iUGwLgUFEB5nIs6S50tVnJCZXdmykfTjksm+3ZrAdAjjfbgu03kufhlB1xOZZ0F/INn1ApN4QdHCqqHczlWNJdyDd8QqXcEACHigowl2NJdyHf8AmVckMAHCoqwMMFwFoAnCU4WUrzBhg7WCnn7sJei2FH/pBKV5MljhYAa8UCmIuuei2GnRV3SKWvyRJHC4C1YgHMRVe9FsPOijuk0tdkiaMFwFqxAPb/i760GHb+yIdUdmuy2NGCkzVythlwsgRwd6R/ckil1GSxo0XYwaHi28EyGosPqZSaLHG0AFgrPsAyGssfUulqssTRAmCteACbBMBaAJwlOFlK8wZ4fLs3EQBnAOZeQj6KUsqveEUcLGk5BGCtWABzLyEfRSnlV7wiDhb5lkMA1ooFMPcS8lGUUn7FK+JgScshAGvFAtg1FiZHUcqcLLfia7Jcy2GzUHiiYNHSoimsYAdsyWZ7tsLikilsvNmetIUZsy0sBEvlIYC5l5CPopQ5WbwiNVncckjYwaFi2cHcS8hHUUr5Fa+IgyUthwCsFQtg7iXkoyil/IpXxMGSlkMA1ooFsFEArAXAWYKTpTRvgG3bFoC1NlWTlTq7UOZjySIAa8UCuFeTlTq7UOZjySIAa8UCuFeTlTq70M3H6i0CsFYsgHv/g3/q7EIZvuIWJ+1kdf0dWzY4WSbAqbMLeUXGvxN2cKj4dnDq7ELZwbIIwFrxAU6dXSiAZRGAteIBbBIAawFwluBkKc0bYOxgpVwAcxth76RCMa24y9C3GE6pu9BHAbDWxgBzG2HvpEIxrbjL0LUYTqu70EcBsNbGAHMbYe+kQjGtuMvQtRhOq7vQRwGw1sYAcxth76RCcbK4y5B/lgRNpbuw23Nny4buwoH/krVvf++kQnGyuMuQfza17kIfhR2stbEdzG2EvZMKxbTiLkP+GU2ru9BHAbDWxgBzG2HvpEIxrbjL0LcYTqm70EcBsBa+B2cIgLMEJ0sLgLOEHayUc00Wm1e+Fsu1Gk737EIfBcBao9ZksXklBxhyq+F0zy70UQCsNWpNFptX/gBD4lbD9NmFABwqFsC9EVm+Fou41TB9diFqskbONhs1WWxecS3WzZfey62G0z270EdhB2uNuoPZvPK1WMSthtM9u9BHAbDWqIDZvPK1WMSthtM9u9BHAbAWvgdnCICzBCdLC4CzNHTzur8UgJU25WTJxHd2tMTWmnhNVn8UAGttysmSie/saImtNfGarP4oANbalJMlE9/Z0RJba+I1WalnA2ClTTlZMvGdHa2urTXpmqxUGGqylEad+M5Olkx8Z0dLbC1fk9VqLrcsatRMYa3BgPujmrWmKVvBFNWsNcaYrWXMtlI3ha3ZwqrVYKltAcxOlkx8Z0dLbK2J12T1R+EVrbUpJ0smvrOjJbbWxGuy+qMAWAvfgzMEwFmCk6UFwFnCDlbKGTA3FsrEd76qAi0ADhQVYG4slInvfE0XaAFwqKgAc2OhTHzna7pAC4BDRQWYGwtl4jtfUwVa1KqUFyoWlVdMYZXBgNPZyqZs1mcbZ7aKMdtSyRRWsoUtF4OlmgUwNxbKxHe+pgq0qN1sLDctqtdMYc3BgPujGrWGKVvBFNWo1ceYrWnMVlwzha3ZwirVYKllAcyNhTLxna+pAi3CKzpUVK9obiyUie98VQVaABwoKsDDBcBaAJwlOFlK8wYYO1hpkjVZPCJLHKyJn13YHwXAWmOpyeIRWeJg0aTPLuyPAmCtsdRk8YgscbAmfnZh6tkAWGksNVluRBY7WImSswtb1cpi1aJKyRRWHQw4na1iyrZgfLZxZqsasy2VbdlsYcVisLRmAZyqyaJkRBY7WN2zC9v1tULdolrVFFYfDLg/aq26Zsq2ZIpaq9bGmK1uzLZsC1u1hZXLwVLDAjhVk8UjssTBmvjZhf1ReEVrjaUmi0dkiYM18bML+6MAWAvfgzMEwFmCk6UFwFmy7F8ADgXAGdqigPvn+ruZZ+xOSgWeFN8BsFYsgHtz/WXmGSXupFTgSfEdAGvFArg3119mnrE7KRV4rviuXVtdqlm0WjaF1QYB1tlWTdkWjc82zmw1Y7ZC1RRWsYWtlIKl+hDAvbn+MlCH3UmpwHPFdxOzKnU2WJVpjWRVylx/OY+S3UmpwPMnVeIVHSiWV3Rvrn93ByfupFTgSfEdAGvFArh/rr8HnLiTUoEnxXcArBULYKMAWAuAswSrUmneAFv2LwCHGhWwL61zThbPPpvKIDQdBcBam9jBu46Ik8Wzz6YyCE1HAbDW6IAP7u1O7+fZZ+lBaBNqPtNRaD7TGrX5zJXWydekZPZZehDahNpHw2xoH01r1PZRV1rnnSyefaYGoeEVHSiuV7QrrXM7mGefTWUQmo4CYK2RAbvSOgeYZ59NZRCajgJgLXwPzhAAZwlOlhYAZwk7WCkXwNwi2n8UZd95lOJkSW0WAGtFAJhbRPuOouw/j1KcLKnNAmCtCABzi2jfUZT951GKk+VrsyYzEFxHYSC41gYHgnOLaPcoytR5lOJkudqsVql0tGTRyrIprLQ+4DDbiimb9dnGma1kzLZYNIUVbWGFQrC0Ohgwt4j2jqJMnUcpThbXZhFe0aEieEVzi2jvKMrUeZTiZEltFgBrRQCYW0T7j6LsO49SnCypzQJgrQgAb0QArAXAWYKTpTRvgC37F4BDjQqYfSuZecY3Uosl09EAWCsqwOJb8cwzvpFaLJmOBsBaUQH2vpWbecY3ciilTEcDYK2oAHvfiguz/A3XYvkRadQsFJ4oWLS0aAorrAd4nTBjNtuzFRaXppDtSVuYMdvCQrBUtgB2PYRJYZY0FHItVueGp6MRdnCoqHaw8638zDO+kVosmY4GwFpRAXa+lZ95xjdSiyXT0QBYKyrAwwXAWgCcJThZSvMGGDtYaRIj/aUMK1WgxWO0CIBDxQK4N9Jf7KxUgRaP0SIADhUL4N5IfynDShVo8RgtAuBQsQDujfSXMqxUgZab7w8na+RsM+BkyUh/KcNSBVq0bz9hB4eKagezXyVlWKkCLR6jRQAcKirA7FdJGVaqQIvHaBEAh4oHsEkArAXAWYKTpTRvgIdsXflLAVhpY4C57oq7C9nEkkZCNrH8DPiJzMkaGAXAWhsDzHVX3F3IJpY0ErKJxTPgaTJzsgZGAbDWxgBz3RV3F7KJJUPe2cTiGfASQwAcKgLAru4q6S5kE0uGvLOJ5WfA+5hmsfhk0aLlgimsmAI8OMyYzfZsxcLyFLIt2P4zGLMtLgVLlcGAue6KuwvZxJIh72xi8Qz4Cc3JGhiFHay1sR3MdVfcXcgmljQSsonlZ8BPZE7WwCgA1toYYK674u5CNrGkkZBNLD8DfiJzsgZGAbAWvgdnCICzBCdLC4CzhB2slHNNFn/4iVmy0jc0iwA4VCyAuSaLP9zELH+TGppFABwqFsBck8UfbmKWv0kNzSIADhULYD9EOPngsVn+JjU0K+earMFhqMlSGrUmiz/Y05I5WamhWYQdHCq+HcyelqykhmYRAIeKD7CfmCUrfUOzCIBDxQPYJADWAuAswclSmjfA2MFKOQPmCiyZk8UNhZOckzUwCoC1RgUsFVg8J4sbCic5J2tgFABrjQrYV2C5OVncUDjJOVkDowBYa1TAvgLLzclyDYUTnJM1OAxOltKoc7K4AkvmZFHSUDjJOVkDo7CDtUbdwa4Cy8/J4obCSc7JGhgFwFqjAnYVWH5OFjcUTnJO1sAoANbC9+AMAXCW4GRpAXCWTBsYgAONXpPFFViu/IodLWk1lOFZAKwVC+BeBZaUX1HiaEmroQzPAmCtWAD3KrCk/IodLWk1lOFZAKwVC+D+CqztfmVHkaTV0A3PyrW7MCMM3YVKG+su7AHmCiz+U+JkJY6WtBq6WfDYwaGi2sG+Asvv4MTRklZDGZ4FwFpRAfYVWB5w4mhJq6EMzwJgrXgAmwTAWgCcJThZSvMGGDtYaXyAr0k+/mP/z2Tiuwx391fpLnRXANaaTcC3vPD4F77whaed3vtJb+K7DHd3V99dKFcA1ppNwKUjlx7pqA9Db+K7DHd3V99d2O0yBGCl2QRM1PyHQx31/0wmvrtaLF+TJd2F7toqlY6WLFpZNoWV+gFnZVsxZbM+2zizlYzZFoumsKItrFAIllYV4EtPuaQjBVgqr/btl5os6S70HlerudyyqFEzhbX6AQ+OataapmwFU1Sz1hhjtpYx20rdFLZmC6tWg6W2AnxS8BKVie8y3J2v0l0oV7yitWb1Ff3ax/XPZOK7DHf3V+kuPIR/Bq+rWQV8xQmv2bVrlylbvwBYa1YB388yZesXnCytWQVM9dXVldebsvUrtx2c+ZcCsJIB8LUnPOV5T3WAufiKi6585VXKvOor0CIADjWrgE8svvWhB66Uu11HuOjKVV71m1epAi0C4FCzCvjHG3fd0n62vzm41xVducqrfvMqVaBFABxqVgFf+aojp7/tX/ubHUVXdMUfafOqv0CLWpXyQsWi8ooprNIDnJ2tbMpmfbZxZqsYsy2VTGElW9hyMViqKcDNv6MH3/mw+3NSfMVFV/yhzKu+Aq3Of/nXCnWLalVTWL0HOCtqrbpmyrZkilqr1saYrW7MtmwLW7WFlcvBUkMBvqHvzZIUX3HRFX8o86qvQIvwig41q6/o7X/bW02Kr7joyldepcyrvgItAuBQswp494+9eqacrMy/FICV4GRlZtsSgOnhj9z2bVOylHLawUP+UgBWMgC+6ZSrrz7lT/p/pmuyuLFQHKyczy7MjgJgLQPgUxaInnxe7ydhTZY0FrKDlfPZhdlRAKxlAHzyGlHtub2fhDVZvrHQOVg5n12YHQXAWgbA//m82277xf/S/zNdk+UbC93QLDcvq1WtLFYtqpRMYVUBPCxbxZRtwRQ13mxVY7alsi2bLaxYDJbWFOD2XXv23N1WgFM1WdxYKEOz3NmF7drqUs2i1bIprCaAh2VbNWVbNEWNN1vNmK1QNYVVbGErpWCpngJ8wEsBTtVkucZC72DlfHZhdhRe0VpDX9G7d19w/Kt+5fjd/T/TNVmusdA7WDmfXZgdBcBahn8Gb/su0Xd/wZStXwCsNauAT2p0nu1Zpmz9AmCtWQV8+avv+/wlVw4IGyxYlVqzCrh2w7/fceOgsMHCDtaaVcDretHsTvJcf1KD0HI+nDI7CoC1RvKiybuTMtef+geh5Xw4ZXYUAGuN4EWz2J30c/0pNQjNFd/lVrKTHYWSHS1DyY72olnsTvq5/pQahOYqO2BVhppVqzL0osmPPeO5/noQWs5H22VH4RWtZXhFh140eXfSzfWn9CA0AB6kWQW8rtiddHP9KT0IDYAHKSrAwwXAWgCcJThZSvMGGDtYKfeR/hdR18niOjsZ5S+OFgBrxQKYrSr+ECeL6+xklL84WgCsFQtgtqr4Q5wsrrOTUf7O0Wo3G8tNi+o1U1hTAGdHNWoNU7aCKapRq48xW9OYrbhmCluzhVWqwVJrCGD/PWg79ZyspM7OjfKXCrzcBqENy4ZBaGkZBqENBixOFtfZcUNptwIPr+hQsbyie4DFyeI6OxnlL44WAGvFB1icLK6zk1H+4mgBsFY8gE0CYC0AzhKcLKV5A2zZvwAcamOA2a3iCqzCxdt2t8W04htxsnJtHx0WBcBaGwMsbtWuIx+8nl53v5hWfCM/y7V9dFgUAGttDLB3qw7upa8coasfkDIsvhEny7eP5jMQfFgUBoJrGQaC98m7VUmfaPuWC+rdMqzkRpws1z6a0+GUQ8NwOKXSxg6ndAdPJhVY9ddcVe2WYfGNOFmufRSv6FARvKKdW5VUYN3+LuqZVnwjTlau7aPDogBYa2OAnVuVVGC94dTTTvuimFZ8I05Wru2jw6IAWAvfgzOzAfBgwcnSAuAsYQcrTaImi6ehse7Z03WwZBGAtWIB3KvJ4mlo/JedvqfrYMkiAGvFArhXk8XT0JKlZKS/DECTRQDWigVw73/w52loJCP92cGSRThZI2ebppOlAPM0NBnpzw5W50ZGpGEHa8W3g3kaGvmR/uJgySIAa8UHmKehsTo7WBwsWQRgrXgAmwTAWgCcJThZSvMGGDtYKWcni8uwxLziLkNeIepeAVgrFsBsYnEZlphX3GXIK+R/QgAcKhbAbGJxGZaYV9xlyCvkf0IAHCoWwO5rUlKGJeaV6zLkFfkJnKyRs82Gk8VlWGJecZchr0iBFmEHh4pqB3MZlphX3GXIK+R/QgAcKirAXIYl5hV3GfIKUfcKwFrxADYJgLUAOEtwspTmDTB2sFLOgLnFUOZkcRmW3HCBFgFwqKgAU9JiKHOyuAyrO/49KdAiAA4VGeCDe7tzsrgMqzv+PSnQIgAOFRngHcXunCwuw5IbV6DVLBSeKFi0tGgKKzjAQ8OM2WzPVlhcmkK2J21hxmwLC8FS2QQ4aTGUOVlchiU3XKBF2MGh4trBSYuhzMniMiy54QItAuBQcQFOWgxlThaXYXXHvxN28PqKC/BQAbAWAGcJTpbSvAE2bF8C4FCj1mSxeZWakyVOVn41WYYoANYatSaLzavUnCxxsvKryTJEAbDWqDVZbF6l5mSJk5VfTZYhCoC1Rv0f/Nm8Ss3J6o5/dzVZOThZljA4WUojOVnSWJiakyVOVn41WYYo7GCtUXcwm1epOVniZOVXk2WIAmCtUQGzeZWakyVOVn41WYYoANbC9+DMbAA8WHCytAA4S9jBSrkA5kos/mATi/9E3rxKDc0iAA4VAWBKKrH4Q0wsvmXzKjU0iwA4VBSAD+51H97E4ltnXqWGZhEAh4oCcDLsPfnwJtYORzExr9JDs/LoLrSEobtQaYPdhUklFn+4EwqTP4l5lRqaRdjBoWLYwUklFn84E4tvvXmVGppFABwqBsBJJRZ/OBOLb715lRqaRQAcKgbAGxAAawFwluBkKc0bYOxgpZxrsnhEltRk8TX/swsNUQCsNWpNFo/IEjuLr/mfXWiIAmCtUWuyeESW1GTxVZ1dCMCBYgHs5mQlI7KkJouv+Z9daAmDk6U06pwsHpElNVl8VWcX5nD6qCEKp49qbez00R5gHpElNVl8zf/sQkMUXtFao76ieUSW1GTxNf+zCw1RAKyF78GZ2QB4sOBkaQFwlrCDlXIBzC4Vf/hewovcI/U7WajJGqQIALNLxR/cS8ieFiknCzVZgxQBYHap+IN7CdnTIuVkoSZrkCIA7Fyq5MP3EvIRWWkny9VktUqloyWLVpZNYaUOYFO2FVM267ONM1vJmG2xaAor2sIKhWBpdTBgdqn4g3sJGbB2slxNVrvZWG5aVK+ZwpodwIaoRq1hylYwRTVq9TFmaxqzFddMYWu2sEo1WGoNBswuFX/4XkK3g1NOFmqyBimCVzS7VPzhewkd4JSThZqsQYoA8EYEwFoAnCU4WUrzBtiyfwE41FgA33Agff/IXxMAh5ofwAeuIwAOFR3gv37FS+98/KIL/1MH8IuXadvjL912Dd101Wt3tHeceRiAQ0UH+G1/tvzJaz5Dr/n7Gw68/87v/fq7P0pXHLppD13+nc4OblUri1WLKiVTWHWnMVvFFLcwhWxVY7alsi2bLaxYDJbWrIC//6svvffSx+h9d91w4DuXX/fnu1696+X33XQn7XmoA7hdXyvULapVTWH1naaoteqaKW7JmK02xmx1Y7ZlW9iqLaxcDpYaVsA3/t/SWdd8ml7d2cF0wSvXfud/0CcXb7orAZx0oeEVrRXdK/rPz3j5Bx//pZf8dvIvWXt308L5F3b+GZwA/taZjwFwqOgAZwuAtQA4S3CylOYNMHawEgBnCYCHtY9yaZ10iqbm+8sVgLViAexK7ZLSOukUTc33lysAa8UC2JXaJaV10imamu/vru3a6lLNotWyKay205ht1RS3OIVsNWO2QtUUVrGFrZSCpfoQwFzH4UrruAZPzfd3V1iVoeKxKjuAubSOy+/kcMpULynhFR0qllc0A+bSOukUTc33lysAa0UFmEvrpFM0Nd9frgCsFQ9gkwBYC4CzBKtSad4AYwcr5e5k9T4oNd//seefddYKAXCoWACzk9X7oJ55xfP973+vCwNgrVgAs5PV+yBKz/e/9fwLP0Ao2VlH8ZTsbE9/pOf7f+HLzfO+Qa1KeaFiUaGtYjQAAAo9SURBVHnFFFbZacxWNsVZn22c2SrGbEslU1jJFrZcDJZqGwPcNa/8fP/O6r79hFd0qFhe0eEOTs33f8t99NqvEwCHihdwar7/4XPOuza5ArBWPIBNAmAtAM4SnCyleQOMHayUM2AehCY1WexoiYPFJ1USAIeKCjAPQpOaLHa0xMHikyoJgENFBZgHoXWn9yeOlnOw/EmVOQwEN0VhILjWSAPBO3KD0HxNFn9dcg5WgvuWC+o5DEIzZsMgtLQ2NgitJx6EJjVZ8n143345qZLwig4V1SuaB6FJTRYDFgeLT6okAA4VFWAehCY1WQxYHCw+qZIAOFRUgIcLgLUAOEtwspTmDTB2sFLONVner3LT+3vHVZJvNSQADhULYPatnF/lp/f3jqsk32pIABwqFsDsWzm/Sqb3d4+rJN9qSAAcKhbAztZI/CrXYigr/a2GORxOaQvD4ZRKox5OyX4VtxiKk5VqNSTs4FBR7WD2q2R6f++4SvKthgTAoaIC7P2qQ71XdKrVkAA4VDyATQJgLQDOEpwspXkDjB2slDNgfxRln5Plj6vsdhkCsFZUgN1RlP1OFldpuR9ylyEAa0UF2B1F2e9kcZUW/+wgJt2tq6gA81GUKSfLH1dJrsuwWSg8UbBoadEUVthpCzNmsz1bYXFpCtmetIUZsy0sBEtlC2A+ijLlZHGVVnKTdBkSdnCoqHYwH0WZcrL8cZUkXYYArBUVYH8UZZ+T5Y+rJOkyBGCtqAAPFwBrAXCW4GQpAfA4sgGwU/PKc077KD34k9u3v+zQT2z/+TMeJQAOFTHgz15Fa6c2Hnxz54+H3kh0ffI/FgOwVsSA//KXDlO5JYDbe28nAA4VMeDW7dvO/BS/om/pvKL/zU/Xx+9kWd2i8Wbbuk5WWl9boh+c+d3uDv7tzxJ2cKiId/AH/5DaL/vf3X8Gf/wPCYBDRQx4dedZL/gd6gL+0q8RAIeKGPB6AmAtAM4SACvNF+CdOwFYKT/APBCLewmlDIsnvst8rFzmZAFwoPwA80As7iWUMiye+C7zsXKZkwXAgfIDzAOxuJdQyrB44rufjyVzsgA4UCyA3UCspJdQyrDcxHeej0X+Oubuwp07rR18tjB0F2b/S9a+/dxLKGVYPPGd+w3zmpOFHRwovx3MA7G4l1DKsHjiu8zHymVOFgAHyg8wD8TiXkIpw+KJ7zIfK5c5WQAcCN+DswTAMwYYTlaguQK8Ezs4UJ6A79kjU7Hc2YU8GkvmZLGtRQAcKhrASU8hO1lydiGPxpI5WXKQIQBrRQM46SlkJ0vOLuTRWDInyx9kCMCBYgHsegrdVCw3CNyNxvJzspytNd6arA5g1GSNlm2EmizuKWQnS84u5NFYMifLHWSIHRwqlh3MPYV+KpbbwTwaS+ZkuYMMAThULIC5p9BPxXKAeTSWzMlyBxkCcKh4AJsEwFoAnCUAVporwNjBoXKuyWK/Smqy+CoOVh4T3wE4VM41WexXSU0WX8XBymPiOwCHyrkmi/0qqcniqzhYeUx8B+BQOddksV8lNVl8dQ5Wd+I7nKxRs03dyaKkJov9KqnJ4iuv5DTxHTs4VM41WexXSU0WX8XBymPiOwCHyrkmi/0qqcniqzhYeUx8B+BQ+B6cJQCeLcAEJyvQXAHGDg418YnvMumdjS4C4FBRAQ4nvpOf9M5GFwFwqKgAhxPfZdI7G10EwKGiAhxOfHeT3qX5sFUqHS1ZtLJsCOoAtmZbMcVNI1vJmG2xaAor2sIKhWBp1QI4nPjOk975hvbt7+zM5nLLokbNENQBXDBla9aapjhrtsYYs7WM2VbqprA1W1i1Giy1LYDDie8y6Z2NLsIrOlRUr+hw4rtMemejiwA4VFSAhwuAtQA4SwCsNFeAsYNDTcLJSplX3tsiaTkEYK2oADsnq9+8khWxtQBYKyrAzsnqN6/8ithaABwoKsDsZKXMK79C7jtTq1JeqFhUXjEEdQBbs5VNcdPIVjFmWyqZwkq2sOVisFSzAGYnK2Ve8UrX1mo3G8tNi+o1Q1DiZJmyNWoNU5w1W32M2ZrGbMU1U9iaLaxSDZZaFsDsZKXMK7ciOxiv6FBRvaKdk9VvXnlviwB4kKICPFwArAXAWQJgpTkAvLNfAKyUJ+CL0h/O0ZKuQnG0AFgrFsBsVfU+nHYdka5CcbQAWCsWwGxV9T5YB/d2uwq7jhYAK8UC2H8P6n0QO1quq1A8rla1sli1qFIa+KMU4AVjtoopbhrZqsZsS2VbNltYsRgsrW0McGJeJY4WdxV2bpzH1a6tLtUsWi0P/FEK8KIx26opbhrZasZshaoprGILWykFS/WN7+DE0ZKuQnG08IrWivgVnTha0lUojhYAa8UD2CQA1gLgLAGwEgCPIxsAD9bogHeuJwBWmqRVyedRSgWejPYHYK1YAIdWpZxHyRV4MtofgLViARxalf48SleB50b7b8boWBcwjA6liRod7lxKV4HnRvtvxqpcFzCsSp1tglalO4/SV+D5Yf94RQeK5RUd7mB3HqWvwJPR/gCsFS9gdx6lr8CT0f4ArBUPYJMAWAuAswTASjEAXnerDhAAK+U80p9NrNR5lDIATeb8A7BWLIC5WZRNrNR5lDIATeb8A7BWLIC5WZRNrNR5lDIAzc35NzWfbQQwms+U1nJrPnOTzvgbUv95lH7Zz/k3tY9uBDDaR5VybR9NJp11AOvzKPftl/n+hFd0qFhe0X7S2faeacXT/GUAmsz5B2CtWAD7SWfbKX0epQxAkzn/AKwVC2CjAFhr6wFOBCdLKxbAZHsAshHZQtlatri2LWxgts0DhmZamwDsO4W5FE8MzM0m44u0IM/Io0k2TjS2Z+Pixc0/my+IHPx72wRg3ynMpXhiYG42GV+kBXlGHk2ycaKxPRslxYubfzZfEDn497YJwL5TmEvxxMDcbDK+SAvyjDyaZONEY3s2Ll7c/LP5gsjBv7dNAJZO4aQUTwzMzSbjiySekUeTbJxofM+WFC9u/tl8tc3g39uogHvnj7pSPOdrji6fjC9ysOmms43n0aj3PPv2j+3ZuHhx88/mAQ/+vW1iB/tOYS7FEwNzs8n4Ii3IM/Joko0Tje3ZuHhx88/mAQ/+vW3m36KTTuEHXseleGJgbjYZX6QFeUYeTbJxorE9Gxcvbv7ZGHDW7w3fg+dcADznAuA5FwDPuQB4zgXAPR3YPe0nyEEA3BMAz6Mu+AKtnli48idO3NsBfNdvEr3kEXrfyT/9/mk/17i05QHf8ib67I6/e1WjeEJdAD9wQWn57C9P+8HGpC0P+ImT27/+Z3Tk7rc+ZVUA/7dTt28/7Y5pP9iYtOUB0y9+9V/VHzz95m89zwM++5G3f4CoWJ32c41JAPzH515F73xb+8GnrhzYfeBFzYee9sjn/+3K8vMemvZzjUkA/PgPfYUe/tlnX/661x/YXTn/ub/6ikfa7zj5pBun/VjjEgDPuQB4zgXAcy4AnnMB8JwLgOdcADzn+v/vKj6PUXxpGgAAAABJRU5ErkJggg==)
## Comparing response profiles dplot_compareProfiles()
As the name indicates, with dplot_compareProfiles()
we can plot two response profiles side by side for comparison. The syntax here differs from the previous plots as we can use it also to compare the original data sets in DoOR.
Comparing original data sets
This time, with x
and y
we have to specify a whole data.frame, by.x
and by.y
take the corresponding column names that will be plotted. If x
is not specified, both by.x
and by.y
will be taken from x
.
dplot_compareProfiles(x = Or22a, y = Or22a, by.x = "Pelz.2006.AntEC50",
by.y = "Hallem.2004.EN", tag = "Name", base_size = 8)
![](data:image/png;base64,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)
We see that the measured Or22a sensory neuron responses in these two data sets are in good accordance.
Comparing DoOR response profiles
Next we compare two DoOR consensus response profiles, measurements of the misexpressed receptor Or35a and recordings from the ac3B sensory neuron that naturally expresses Or35a:
dplot_compareProfiles(x = response.matrix, by.x = "Or35a", by.y = "ac3B",
tag = "Name", base_size = 8)
![](data:image/png;base64,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)
or with “SFR” set to 0:
dplot_compareProfiles(x = resetSFR(response.matrix, "SFR"), by.x = "Or35a", by.y = "ac3B",
tag = "Name", base_size = 8)
![](data:image/png;base64,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)
We see that the response profiles are very similar but not identical, which is expected as the ac3B neuron expresses other receptors in addition to Or35a.
Visualizing odorant responses across OSNs with dplot_acrossOSNs()
dplot_acrossOSNs()
is similar to dplot_acrossReceptors()
but the responding units are sorted according to the sensory neuron they belong to. This sorting is controlled via DoOR_mappings
from the DoOR.data
package. There are two types of plot that dplot_acrossOSNs()
can return. Type 2 directly resembles dplot_acrossReceptors()
:
dplot_acrossOSNs(odors, base_size = 8, plot.type = 2)
![](data:image/png;base64,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)
In type 1 the data is split according to odorant X sensillum, the color is assigned to the corresponding neuron A-D or X-Z if the neuron’s identity is unknown:
dplot_acrossOSNs(odors, base_size = 8, plot.type = 1)
![](data:image/png;base64,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)
As this plot gets pretty messy, we have the option to restrict plotting to certain subsets of sensilla. We can for example only plot the responses of antennal basiconic (ab) sensilla:
dplot_acrossOSNs(odors, base_size = 8, plot.type = 1, sub = "ab")
![](data:image/png;base64,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)
Or we plot coeloconic and trichoid sensilla:
dplot_acrossOSNs(odors, base_size = 8, plot.type = 1, sub = c("ac", "at"))
![](data:image/png;base64,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)