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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Sketch Genome Graph With SHIMMERs\n",
"\n",
"This note shows how to using SHIMMERs for helping comparing multiple sequences together and generate \"Sketch Genome Graph\" from them."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# set working director\n",
"import os\n",
"os.chdir(\"/wd/MHC_graph\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Bolilerplate for to load modules from Peregrine+ and other libraries"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Peregrine Assembler & SHIMMER ASMKit(0.1.5.3+51.gd7d6281.dirty)\n"
]
}
],
"source": [
"import peregrine.utils\n",
"from peregrine.utils import SequenceDatabase\n",
"from peregrine.utils import get_shimmers_from_seq\n",
"\n",
"import networkx as nx\n",
"\n",
"from collections import Counter, OrderedDict, defaultdict\n",
"import re\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib import cm"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We like to compare those following differen MHC sequences. The `GL*.fa` are from the alt. contig in GRCh38. The `p_ctg_cns_*.fa` files are from our recent de novo assembly of the MHC of an individual HG002. `MHC_37.fa` is the MHC seqeunce from GRCh37/GRCh38. Note that GRCh37 and GRCh38 have the same MHC sequence. "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"==> GL000251.fa <==\n",
">GL000251.2 Homo sapiens chromosome 6 genomic contig, GRCh38 reference assembly alternate locus group ALT_REF_LOCI_2\n",
"\n",
"==> GL000252.fa <==\n",
">GL000252.2 Homo sapiens chromosome 6 genomic contig, GRCh38 reference assembly alternate locus group ALT_REF_LOCI_3\n",
"\n",
"==> GL000253.fa <==\n",
">GL000253.2 Homo sapiens chromosome 6 genomic contig, GRCh38 reference assembly alternate locus group ALT_REF_LOCI_4\n",
"\n",
"==> GL000254.fa <==\n",
">GL000254.2 Homo sapiens chromosome 6 genomic contig, GRCh38 reference assembly alternate locus group ALT_REF_LOCI_5\n",
"\n",
"==> GL000255.fa <==\n",
">GL000255.2 Homo sapiens chromosome 6 genomic contig, GRCh38 reference assembly alternate locus group ALT_REF_LOCI_6\n",
"\n",
"==> GL000256.fa <==\n",
">GL000256.2 Homo sapiens chromosome 6 genomic contig, GRCh38 reference assembly alternate locus group ALT_REF_LOCI_7\n",
"\n",
"==> MHC_37.fa <==\n",
">6:28477798-33448354 dna:chromosome chromosome:GRCh37:6:1:171115067:1\n",
"\n",
"==> p_ctg_cns_H1.fa <==\n",
">H1\n",
"\n",
"==> p_ctg_cns_H2.fa <==\n",
">H2\n"
]
}
],
"source": [
"%%bash\n",
"ls GL*.fa p_ctg_cns_*.fa MHC_37.fa | xargs head -1"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We use the a couple of commands from Peregrine to gerenate a database for sequence."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"input sequence dataset file list: 'ref.lst'\n",
"output index file: ref.idx\n",
"output seqdb file: ref.idx\n",
"output data file: ref-shmr-L0-MC-01-of-01.dat\n",
"output data file: ref-shmr-L2-MC-01-of-01.dat\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"reduction factor= 6\n",
"using index file: ref.idx\n",
"using seqdb file: ref.seqdb\n",
"output data file: ref-shmr-L0-01-of-01.dat\n",
"output data file: ref-shmr-L2-01-of-01.dat\n"
]
}
],
"source": [
"%%bash\n",
"cd /wd/MHC_graph/ \n",
"find /wd/MHC_graph/ -name \"GL*.fa\" | sort > ref.lst\n",
"find /wd/MHC_graph/ -name \"p_ctg_cns_*.fa\" | sort >> ref.lst\n",
"find /wd/MHC_graph/ -name \"MHC_37.fa\" >> ref.lst\n",
"shmr_mkseqdb -d ref.lst -p ref\n",
"shmr_index -p ref -o ref-shmr"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's load the sequneces as into our Python worksapce and generate \"SHIMMERs\" for each of the sequences. We applied two levels of reduction for minimizers with a reduction factor 32 to get very sparse sketches of the 5 Mb MHC. Each of the 5Mb is now represented by about 400 SHIMMERs. "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"ref_sdb = SequenceDatabase(\"ref.idx\", \"ref.seqdb\")"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"seqs = {}\n",
"shimmers = {}\n",
"seq_names = {}\n",
"for i in range(9):\n",
" seqs[i] = ref_sdb.get_subseq_by_rid(i)\n",
" seq_names[i] = ref_sdb.index_data[i].rname\n",
" shimmers[i] = get_shimmers_from_seq(seqs[i], levels=2, reduction_factor=32)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We like to find the unique within each sequences. This is pretty straightforward, we count the numbers of each SHIMMER appeared in each sequence and filter out SHIMMERs that have more than one count. "
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Seq 0 has 370 non-repetitive (unique) shimmers out of 454 shimmers.\n",
"Seq 1 has 331 non-repetitive (unique) shimmers out of 408 shimmers.\n",
"Seq 2 has 302 non-repetitive (unique) shimmers out of 387 shimmers.\n",
"Seq 3 has 281 non-repetitive (unique) shimmers out of 338 shimmers.\n",
"Seq 4 has 332 non-repetitive (unique) shimmers out of 405 shimmers.\n",
"Seq 5 has 314 non-repetitive (unique) shimmers out of 402 shimmers.\n",
"Seq 6 has 375 non-repetitive (unique) shimmers out of 468 shimmers.\n",
"Seq 7 has 381 non-repetitive (unique) shimmers out of 475 shimmers.\n",
"Seq 8 has 383 non-repetitive (unique) shimmers out of 474 shimmers.\n"
]
}
],
"source": [
"shmr_count = {}\n",
"for i in range(9):\n",
" shmr_count[i] = Counter([shimmers[i][j].mmer for j in range(len(shimmers[i]))])\n",
"\n",
"unique_shmrs = {}\n",
"for i in range(9):\n",
" unique_shmrs[i] = set([m for m, c in shmr_count[i].items() if c == 1]) \n",
" print(\"Seq\", i, \"has\", len(unique_shmrs[i]), \"non-repetitive (unique) shimmers out of\", len(shimmers[i]), \"shimmers.\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here we count how many times we see those unique SHIMMERs within a sequnece happen in the set of sequences. If a SHIMMER is seen many times in different sequences, it is useful to use as a sketch marker for comparing different sequences. Let's call this set of SHIMMERs that appears in all 9 sequences \"backbone sketches\"."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"share_shmr = []\n",
"for i in range(9):\n",
" share_shmr.extend([shimmers[i][j].mmer for j in range(len(shimmers[i])) \n",
" if shimmers[i][j].mmer in unique_shmrs[i]]) \n",
" \n",
"share_shmr_count = Counter(share_shmr)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"There are 66 SHIMMERs that are shared by 1 sequences.\n",
"There are 54 SHIMMERs that are shared by 2 sequences.\n",
"There are 21 SHIMMERs that are shared by 3 sequences.\n",
"There are 49 SHIMMERs that are shared by 4 sequences.\n",
"There are 31 SHIMMERs that are shared by 5 sequences.\n",
"There are 30 SHIMMERs that are shared by 6 sequences.\n",
"There are 66 SHIMMERs that are shared by 7 sequences.\n",
"There are 87 SHIMMERs that are shared by 8 sequences.\n",
"There are 127 SHIMMERs that are shared by 9 sequences.\n"
]
}
],
"source": [
"c=Counter([c for m, c, in share_shmr_count.items()])\n",
"for c0, c1 in sorted(c.items()):\n",
" print(\"There are\", c1, \"SHIMMERs that are shared by\", c0, \"sequences.\" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We compute the positions of the \"backbone sketches\" in each sequence, so we can use them to visulize the how they distribute in the sequences."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"shmr_pos = {}\n",
"for i in range(9):\n",
" path = [(shimmers[i][j].mmer,shimmers[i][j].pos_end) for j in range(len(shimmers[i])) \n",
" if share_shmr_count[shimmers[i][j].mmer] >= 9]\n",
" \n",
" for shmr, x in path:\n",
" shmr_pos.setdefault(shmr,[0]*9)\n",
" shmr_pos[shmr][i] = x"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The alternative contigs in the GRCh38 MHC region have many \"gaps\". Gaps are those regions where the sequences are undetermined due to limit of sequencing technologies. They are typically represented as string of \"N\" in the sequences. We can determine the locations those gaps using simple regular expression matches. "
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"gap_pattern = re.compile(b\"[N]+\")\n",
"\n",
"gaps = {}\n",
"\n",
"for i in range(9):\n",
" gaps.setdefault(i, [])\n",
" for m in gap_pattern.finditer(seqs[i]):\n",
" gaps[i].append((m.start(), m.end()))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's visualize the locations of the \"backbone sketches\" inside each sequence and the relation of them among the sequences. We also highlight the \"gaps\" inside the sequences by the horizontal grey bars. We can see there are many big gaps inside the alternative contigs. We miss a lot of information due to those gaps. We are hoping better DNA sequencing technologies will help to remove them so we can do more comprehensive comparison in the future."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1296x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cmap = cm.get_cmap('tab10', 9)\n",
"\n",
"plt.figure(figsize=(18,4))\n",
"\n",
"for shmr in shmr_pos:\n",
" plt.plot(shmr_pos[shmr], list(range(9)), color=(0.9, 0.4, 0.1), alpha=0.35)\n",
"\n",
"for i in range(9):\n",
" \n",
" c = cmap(i)\n",
" \n",
" for j in range(len(shimmers[i])):\n",
" \n",
" if shimmers[i][j].mmer not in unique_shmrs[i]:\n",
" continue\n",
" if share_shmr_count[shimmers[i][j].mmer] == 9:\n",
" plt.plot((shimmers[i][j].pos_end,), (i,), '.', \n",
" markersize=12, \n",
" color=c, alpha=0.75)\n",
" else:\n",
" plt.plot((shimmers[i][j].pos_end,), (i,), '.', \n",
" markersize=share_shmr_count[shimmers[i][j].mmer], \n",
" color=c, alpha=0.85)\n",
" \n",
" for s, e in gaps[i]:\n",
" plt.plot( (s,e), (i, i), \"-\", color=(0.4, 0.4, 0.4), lw=10, alpha=0.75)\n",
" \n",
"plt.xlabel(\"bp\")\n",
"names = [seq_names[i] for i in range(9)]\n",
"\n",
"plt.yticks(range(9), names);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Generatin a Sketch Genome Graph\n",
"\n",
"The code below converts the (uniqe) SHIMMERs from the sequences to a \"Sketch Genome Graph\" using the \"backbone sketches\". In this case, we use very sparse SHIMMERs. What is interesting in this case is, without explicitly doing any \"alignment\" between the SHIMMER listss, that the SHIMMERs from different sequences are already co-linear to each other. We can image if we simply merge the SHIMMERs that are shared among different sequences, we can use simple graph to represent the 9 sequences at once. The following code implement an algorithm that merges those SHIMMERs to generate a graph. Then we use `graphviz` to layout the graph. "
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"paths=OrderedDict()\n",
"for i in range(9):\n",
" paths[i] = [(\"^\", 0)] + \\\n",
" [(shimmers[i][j].mmer, shimmers[i][j].pos_end) \n",
" for j in range(len(shimmers[i]))\n",
" if shimmers[i][j].mmer in unique_shmrs[i]] + \\\n",
" [(\"$\", len(seqs[i]))] \n",
"\n",
"bbpair2shmrs = defaultdict(dict)\n",
"\n",
"for i, path in paths.items():\n",
" v = path[0]\n",
" internal_shmrs = [v]\n",
" for w in path[1:]:\n",
" internal_shmrs.append(w)\n",
" if share_shmr_count[w[0]] == 9:\n",
" bbpair2shmrs[(str(v[0]), str(w[0]))].setdefault(i, {})\n",
" bbpair2shmrs[(str(v[0]), str(w[0]))][i] = internal_shmrs\n",
" v = w\n",
" internal_shmrs = [v]\n",
" bbpair2shmrs[(str(v[0]), str(w[0]))].setdefault(i, {})\n",
" bbpair2shmrs[(str(v[0]), str(w[0]))][i] = internal_shmrs\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 2304x144 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"G = nx.DiGraph()\n",
"bbshmrs = set()\n",
"for e, i_shmrs in bbpair2shmrs.items():\n",
" v, w = e\n",
" v = v + \"_b\"\n",
" w = w + \"_b\"\n",
" bbshmrs.add(v)\n",
" bbshmrs.add(w)\n",
" for i, shmrs in i_shmrs.items():\n",
" if len(shmrs) > 2:\n",
" path = [v] + \\\n",
" [str(x[0])+f\"/{i}\" for x in shmrs[1:-1]] + \\\n",
" [w]\n",
" G.add_path(path, type_=\"inner\")\n",
" else:\n",
" G.add_edge(v, w, type_=\"backbone\")\n",
" \n",
"pos = nx.nx_pydot.graphviz_layout(G, prog='dot')\n",
"plt.figure(figsize=(32,2))\n",
"for v, w in G.edges():\n",
" if v.startswith(\"^\") or w.startswith(\"$\"):\n",
" continue\n",
" y0, x0 = pos[v]\n",
" y1, x1 = pos[w]\n",
" if v in bbshmrs and w in bbshmrs:\n",
" plt.plot( (x0, x1), (y0, y1), \".-\", c=(0.1, 0.1, 0.9), markersize=10)\n",
" else:\n",
" plt.plot( (x0, x1), (y0, y1), \".-\", c=(1, 0.5, 0.0))\n",
"plt.axis(\"off\")\n",
"nx.write_gexf(G,\"/wd/MHC_graph/SKGGraph1.gexf\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The graph shows above have the \"backbone sketches\" shown as blue nodes in the graph. The orange nodes are from those SHIMMERs that are not common in all 9 sequences. They form parallel paths between the backbone sketches. While those SHIMMERs that are corresponding to the orange nodes are not shared all 9 sequences, some of them many be common in fewer number of different sequences / alt. contigs. We can also collapse those as shown below."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 2304x144 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"G = nx.DiGraph()\n",
"bbshmrs = set() # a set of SHIMMERs that are backbone sketches\n",
"edges_through_gaps = set()\n",
"for e, i_shmrs in bbpair2shmrs.items():\n",
" v, w = e\n",
" v = str(v) + \"_b\"\n",
" w = str(w) + \"_b\"\n",
" bbshmrs.add(v)\n",
" bbshmrs.add(w)\n",
" for i, shmrs in i_shmrs.items():\n",
" if len(shmrs) > 2:\n",
" vv = v\n",
" v_pos = shmrs[0][1]\n",
" for ww in shmrs[1:-1]:\n",
" w_pos = ww[1]\n",
" ww = f\"/{v}/{w}/\" + str(ww[0]) \n",
" if b\"N\" in seqs[i][v_pos:w_pos]:\n",
" edges_through_gaps.add( (vv, ww) )\n",
" # These edges contain a or more gaps\n",
" G.add_edge(vv, ww, type_=\"gap\") \n",
" else:\n",
" G.add_edge(vv, ww, type_=\"inner\") \n",
" vv = ww\n",
" v_pos = w_pos\n",
" ww = w\n",
" if b\"N\" in seqs[i][v_pos:w_pos]:\n",
" edges_through_gaps.add( (vv, ww) )\n",
" G.add_edge(vv, ww, type_=\"gap\") \n",
" else:\n",
" G.add_edge(vv, ww, type_=\"inner\") \n",
" else:\n",
" G.add_edge(v, w)\n",
"\n",
" \n",
"pos = nx.nx_pydot.graphviz_layout(G, prog='dot')\n",
"plt.figure(figsize=(32,2))\n",
"for v, w in G.edges():\n",
" if v.startswith(\"^\") or w.startswith(\"$\"):\n",
" continue\n",
" y0, x0 = pos[v]\n",
" y1, x1 = pos[w]\n",
"\n",
" if (v, w) in edges_through_gaps:\n",
" plt.plot( (x0, x1), (y0, y1), \".-\", c=(0.9, 0.9, 0.9))\n",
" else:\n",
" if v in bbshmrs and w in bbshmrs:\n",
" plt.plot( (x0, x1), (y0, y1), \".-\", c=(0.1, 0.1, 0.9), markersize=10)\n",
" else:\n",
" plt.plot( (x0, x1), (y0, y1), \".-\", c=(1, 0.5, 0.0))\n",
"plt.axis(\"off\")\n",
"nx.write_gexf(G,\"/wd/MHC_graph/SKGGraph2.gexf\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can used [Gephi](https://gephi.org) to layout the generated `SKGGraph1.gexf` and `SKGGraph2.gexf' for more detailed view of the graph strcutrues. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"--\n",
"Jason Chin, First Draft, Nov. 02, 2019"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.4"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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