Módulo_Biopython_002.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Curso Introdução à Programação para Bioinformática com Python\n",
    "\n",
    "## Módulo - Biopython\n",
    "\n",
    "\n",
    "### Declarando uma sequências com biopython"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from Bio.Seq import Seq\n",
    "# Do pacote de análise de sequência (Bio.Seq) importa o módulo de análise de sequência (Seq)\n",
    "# É válido frisar que em Biopython sequência são declaradas como objetos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ATGAATTGCCGCGGT\n"
     ]
    }
   ],
   "source": [
    "minha_primeira_sequencia = Seq(\"ATGAATTGCCGCGGT\")\n",
    "# crie uma variável que recebe do método Seq a sequência\n",
    "\n",
    "print (minha_primeira_sequencia)\n",
    "#imprimir a variável"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Complementar e reverso complementar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TACTTAACGGCGCC\n"
     ]
    }
   ],
   "source": [
    "seq_complementar = minha_primeira_sequencia.complement()\n",
    "# A partir da variável existente, gera uma segunda variável que receberá do método complement() a seqência complementar da \n",
    "# 1ª variável.\n",
    "\n",
    "print(seq_complementar)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CCGCGGCAATTCAT\n"
     ]
    }
   ],
   "source": [
    "reversa_complementar = minha_primeira_sequencia.reverse_complement()\n",
    "# Esse código gera a sequência reversa complementar da 1ª variável ao usar o métod reverse_complement.\n",
    "\n",
    "print(reversa_complementar)"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Transcrição com Biopython"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Minha Sequência de DNA:  ATGAATTGCCGCGGT\n",
      "\n",
      "Minha Sequência de RNA:  AUGAAUUGCCGCGGU\n"
     ]
    }
   ],
   "source": [
    "print(\"Minha Sequência de DNA: \", minha_primeira_sequencia)\n",
    "seq_rna = minha_primeira_sequencia.transcribe()\n",
    "# A partir do método transcribe() geramos transcrição da 1ª variável para RNA.\n",
    "print()\n",
    "print(\"Minha Sequência de RNA: \", seq_rna)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ATGAATTGCCGCGGT\n"
     ]
    }
   ],
   "source": [
    "seq_dna = seq_rna.back_transcribe()\n",
    "# A partir da variável (seq_rna) aplicamos o método back_transcribe() para obter o DNA dessa sequência de RNA.\n",
    "# O método back_transcribe() é como se fosse uma transcriptase reversa.\n",
    "print(seq_dna)"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Tradução com Biopython"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "M\n"
     ]
    }
   ],
   "source": [
    "my_seq = Seq (\"ATG\")\n",
    "seq_rna = my_seq.transcribe()\n",
    "\n",
    "seq_proteina = seq_rna.translate()\n",
    "# o método translate() fará a tradução da sequência de RNA\n",
    "\n",
    "print(seq_proteina)\n",
    "# A impressão de uma único aminoácido Metionina (M). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "M\n"
     ]
    }
   ],
   "source": [
    "seq_dna = seq_rna.back_transcribe()\n",
    "seq_proteina_dna = seq_dna.translate()\n",
    "# o método translate() fará a tradução da sequência de DNA\n",
    "print(seq_proteina_dna)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analisando arquivos FASTA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "from Bio import SeqIO\n",
    "# Importando o módulo de análise de arquivo FASTA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Titulo_cabecalho_sequencia\n",
      "\n",
      "CGATCGATCGACTATCAGCATCGATCG\n"
     ]
    }
   ],
   "source": [
    "for f in SeqIO.parse(\"my_seq.fasta\",\"fasta\"):\n",
    "    # nesse laço temos a definição do nome do arquivo e o argumento colocamos o tipo de arquivo\n",
    "    print (fasta.id)\n",
    "    print ()\n",
    "    print (fasta.seq)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Estrutura de proteína com Biopython\n",
    "\n",
    "Busque uma sequência de proteína no [PDB](https://www.rcsb.org/). Exemplo, pesquise o id **1BGA**.\n",
    " - Instrução: faça download no formato PDB (.pdb) e salva o arquivo no mesmo diretório onde está o script/código."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "from Bio.PDB import *\n",
    "# Bio.PDB é um módulo que permite a manipulação de estruturas de proteínas salva no formato PDB. \n",
    "# Ele foi desenvolvido por Thomas Bernard Mandelbrot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\clar1\\anaconda3\\lib\\site-packages\\Bio\\PDB\\StructureBuilder.py:92: PDBConstructionWarning: WARNING: Chain A is discontinuous at line 15272.\n",
      "  PDBConstructionWarning,\n",
      "C:\\Users\\clar1\\anaconda3\\lib\\site-packages\\Bio\\PDB\\StructureBuilder.py:92: PDBConstructionWarning: WARNING: Chain B is discontinuous at line 15654.\n",
      "  PDBConstructionWarning,\n",
      "C:\\Users\\clar1\\anaconda3\\lib\\site-packages\\Bio\\PDB\\StructureBuilder.py:92: PDBConstructionWarning: WARNING: Chain C is discontinuous at line 16050.\n",
      "  PDBConstructionWarning,\n",
      "C:\\Users\\clar1\\anaconda3\\lib\\site-packages\\Bio\\PDB\\StructureBuilder.py:92: PDBConstructionWarning: WARNING: Chain D is discontinuous at line 16434.\n",
      "  PDBConstructionWarning,\n"
     ]
    }
   ],
   "source": [
    "parser = PDBParser()\n",
    "estrutura = parser.get_structure(\"1BGA\",\"pdb1bga.ent\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.7942057\n"
     ]
    }
   ],
   "source": [
    "modelo = estrutura[0]\n",
    "cadeia_A = modelo['A']\n",
    "residuo_100 = cadeia_A[100]\n",
    "ca_residuo_100 = residuo_100['CA']\n",
    "atomo_101 = estrutura[0]['A'][101]['CA'] # resumão do que foi feito anteriormente, ao criar as variáveis (modelo, cadeia_A, \n",
    "# residuo_100, ca_residuo_100), mas, considerando outro carbono (CA) na posição 101.\n",
    "\n",
    "#Cálculo da distância Euclidiana\n",
    "distancia = atomo_101 - ca_residuo_100\n",
    "print(distancia)"
   ]
  }
 ],
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