Biopython:如何避免蛋白质中的特定氨基酸序列来绘制Ramachandran图? [英] Biopython: How to avoid particular amino acid sequences from a protein so as to plot Ramachandran plot?

问题描述

我写了一个Python脚本来绘制泛素蛋白的"Ramachandran图".我正在使用biopython.我正在使用pdb文件.我的脚本如下:

I have written a python script to plot the 'Ramachandran Plot' of Ubiquitin protein. I am using biopython. I am working with pdb files. My script is as below :

import Bio.PDB
import numpy as np
import matplotlib as mpl
import matplotlib.pyplot as plt

phi_psi = ([0,0])
phi_psi = np.array(phi_psi)
pdb1 ='/home/devanandt/Documents/VMD/1UBQ.pdb'

for model in Bio.PDB.PDBParser().get_structure('1UBQ',pdb1) :
    for chain in model :
        polypeptides = Bio.PDB.PPBuilder().build_peptides(chain)
        for poly_index, poly in enumerate(polypeptides) :
            print "Model %s Chain %s" % (str(model.id), str(chain.id)),
            print "(part %i of %i)" % (poly_index+1, len(polypeptides)),
            print "length %i" % (len(poly)),
            print "from %s%i" % (poly[0].resname, poly[0].id[1]),
            print "to %s%i" % (poly[-1].resname, poly[-1].id[1])
            phi_psi = poly.get_phi_psi_list()
            for res_index, residue in enumerate(poly) :
                #res_name = "%s%i" % (residue.resname, residue.id[1])
                #print res_name, phi_psi[res_index]
                phi_psi = np.vstack([phi_psi \
                ,np.asarray(phi_psi[res_index])]).astype(np.float) 
                #np.float - conversion to float array from object

phi, psi = np.transpose(phi_psi)

phi = np.degrees(phi)
psi = np.degrees(psi)

phi = phi[~np.isnan(phi)] # avoiding nan
psi = psi[~np.isnan(psi)]

f,ax = plt.subplots(1)
plt.title('Ramachandran Plot for Ubiquitin')
plt.xlabel('$\phi^o$', size=20,fontsize=15)
plt.ylabel('$\psi^o$ ', size=20,fontsize=15)

h=ax.hexbin(phi, psi,  extent=[-180,180,-180,180],cmap=plt.cm.Blues)
#h=ax.hexbin(phi, psi,gridsize=35,  extent=[-180,180,-180,180],cmap=plt.cm.Blues)

f.colorbar(h)
plt.grid()
plt.show()

我想修改此代码，以便忽略甘氨酸氨基酸，然后绘制Ramachandran图.我的输出如下:

I would like to modify this code so as to neglect the GLYCINE amino acid and then plot Ramachandran plot. My output is as below:

推荐答案

您可以在索引GLY之后将其删除:

You can remove them after indexing the GLYs:

for poly_index, poly in enumerate(polypeptides):
    gly_index = [i for i, res in enumerate(poly) if res.get_resname() == "GLY"]

计算完主循环和phy/psi后，从数组中删除这些点:

After the main loop and phy/psi calculation, delete the points from the array:

new_phi_psi = np.delete(phi_psi, gly_index, 0)
phi, psi = np.transpose(new_phi_psi)

删除摆脱NaN的步骤.现在绘制点以获得类似这样的内容:

Remove the step where you get rid of the NaNs. Now plot the points to get something like this:

h=ax.hexbin(phi, psi, extent=[-180,180,-180,180],cmap=plt.cm.Blues)
h=ax.hexbin(n_phi, n_psi, extent=[-180,180,-180,180],cmap=plt.cm.Reds)

这篇关于Biopython:如何避免蛋白质中的特定氨基酸序列来绘制Ramachandran图?的文章就介绍到这了，希望我们推荐的答案对大家有所帮助，也希望大家多多支持IT屋！