{
"cells": [
{
"cell_type": "markdown",
"id": "23cb151a-e541-477d-9c40-5a7231966ab8",
"metadata": {},
"source": [
"# kmerExtractor user manual"
]
},
{
"cell_type": "markdown",
"id": "3104a0cc-27b1-4507-9b28-5b8208f34685",
"metadata": {},
"source": [
"Below we present examples of how to use the main functions of the software."
]
},
{
"cell_type": "markdown",
"id": "77671313-293d-4507-9a5d-c26efd8705ec",
"metadata": {},
"source": [
"## Import libraries"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "2f801588-edda-4599-b960-da4f311863d5",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# software to extract the k-mers\n",
"import kmerExtractor as kex"
]
},
{
"cell_type": "markdown",
"id": "b3fbcd84-ec6b-4dcc-b530-c3b2743285ca",
"metadata": {},
"source": [
"## Compute k-mers\n",
"\n",
"Specify the corresponding directory of the FASTA files from which you want to extract the k-mers, and the directory where you want to save the output files. Also define the window size (in base pairs) for which you want the frequency of k-mers to be counted. \n",
"\n",
"In this case we will use the genome of arabidospsis, tomato and maize, with a window size of $100000$ bp for all genomes."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "86c0e3ec-244e-4e5c-b016-c8b23c276e64",
"metadata": {},
"outputs": [],
"source": [
"filepath_ara = '../input_data/arabidopsis_genome.fasta'\n",
"filepath_tom = '../input_data/tomato_genome.fasta'\n",
"filepath_mz = '../input_data/maize_genome.fasta'\n",
"output_path = '../output_data'\n",
"window_size = 100_000"
]
},
{
"cell_type": "markdown",
"id": "d33cc6b1-5861-4c4c-90c6-4d5e1f38751a",
"metadata": {},
"source": [
"Now use the `kmers_by_window_opt` function to calculate the k-mers of each genome for the $k$ of your choice.\n",
"\n",
"In the output file, the first column indicates the chromosome, the second column the window index, the third and fourth columns indicate the start and end position of the window respectively, and the rest of the $4^k$ columns correspond to the k-mer frequencies. This data is saved in a csv file and stored in a dataframe for downstream analysis within the tutorial.\n",
"\n",
" \n",
"The resulting dataframe for arabidopsis 2-mers looks like shown below."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "45e7b566-a7d1-49bf-80bc-916b7be05e39",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|████████████████████████████████████████| 1537509/1537509 [00:45<00:00, 33733.02it/s]\n",
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"100%|██████████████████████████████████████| 25502007/25502007 [12:31<00:00, 33940.82it/s]\n"
]
},
{
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" chromosome window start end AA AC AG AT CA \\\n",
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"[1195 rows x 20 columns]"
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},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_2mers_ara = kex.kmers_by_window_opt(filepath_ara, k=2, window_size=window_size, output_path=output_path)\n",
"df_2mers_tom = kex.kmers_by_window_opt(filepath_tom, k=2, window_size=window_size, output_path=output_path)\n",
"df_2mers_mz = kex.kmers_by_window_opt(filepath_mz, k=2, window_size=window_size, output_path=output_path)\n",
"df_2mers_ara"
]
},
{
"cell_type": "markdown",
"id": "3ff78b62-6870-4780-b358-7397946229e4",
"metadata": {},
"source": [
"However, a most natural approach is to use $k=3$, since the 3-mers represent codons, which encode for amino acids or signal the termination of protein synthesis (stop signals).\n",
"\n",
"The resulting dataframe for arabidopsis 3-mers looks like below."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "f422e856-4dae-4313-96c1-7e981cdb9878",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
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]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_3mers_ara = kex.kmers_by_window_opt(filepath_ara,k=3,window_size=window_size,output_path=output_path)\n",
"df_3mers_tom = kex.kmers_by_window_opt(filepath_tom,k=3,window_size=window_size,output_path=output_path)\n",
"df_3mers_mz = kex.kmers_by_window_opt(filepath_mz,k=3,window_size=window_size,output_path=output_path)\n",
"df_3mers_ara"
]
},
{
"cell_type": "markdown",
"id": "6a1fbcfa-38c6-4979-9ef1-fc870abe0dab",
"metadata": {},
"source": [
"## Read k-mer files if already computed"
]
},
{
"cell_type": "markdown",
"id": "e6e5d4e6-37c0-49c6-b15b-a967bcd10c34",
"metadata": {},
"source": [
"Calculating k-mers can take longer for larger genomes. That's why you also have the option to load previously saved files, so you don't have to recalculate the k-mers every time you want to plot some figures or do further analysis."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "15c7371b-8bff-4ec0-b7e5-907172373ba6",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"df_2mers_ara = pd.read_csv(output_path +'/CGRW_k2_arabidopsis_genome.csv')\n",
"df_2mers_tom = pd.read_csv(output_path +'/CGRW_k2_tomato_genome.csv')\n",
"df_2mers_mz = pd.read_csv(output_path +'/CGRW_k2_maize_genome.csv')\n",
"\n",
"df_3mers_ara = pd.read_csv(output_path +'/CGRW_k3_arabidopsis_genome.csv')\n",
"df_3mers_tom = pd.read_csv(output_path +'/CGRW_k3_tomato_genome.csv')\n",
"df_3mers_mz = pd.read_csv(output_path +'/CGRW_k3_maize_genome.csv')"
]
},
{
"cell_type": "markdown",
"id": "a06f41cc-f405-41c0-8ba8-1f761763dc0b",
"metadata": {},
"source": [
"## Group all windows within each chromosome"
]
},
{
"cell_type": "markdown",
"id": "538eb323-3fd8-4786-8729-52d97f620963",
"metadata": {},
"source": [
"If you don't want the k-mer frequencies by windows within the chromosomes, you can get the cumulative frequencies for each chromosome as shown in the cell below. For example, the resulting dataframe for arabidopsis would have only 5 rows corresponding to its 5 chromosomes."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "c0062ae8-842e-4c2a-b0d6-5079185eff39",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" AA \n",
" AC \n",
" AG \n",
" AT \n",
" CA \n",
" CC \n",
" CG \n",
" CT \n",
" GA \n",
" GC \n",
" GG \n",
" GT \n",
" TA \n",
" TC \n",
" TG \n",
" TT \n",
" \n",
" \n",
" chromosome \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" chr1 \n",
" 3519572 \n",
" 1588202 \n",
" 1794811 \n",
" 2806911 \n",
" 1923811 \n",
" 1016038 \n",
" 697362 \n",
" 1798090 \n",
" 1930160 \n",
" 902322 \n",
" 1008839 \n",
" 1579754 \n",
" 2335983 \n",
" 1928721 \n",
" 1920061 \n",
" 3512205 \n",
" \n",
" \n",
" chr2 \n",
" 2291405 \n",
" 1029105 \n",
" 1160640 \n",
" 1834416 \n",
" 1246754 \n",
" 672290 \n",
" 457569 \n",
" 1166315 \n",
" 1249456 \n",
" 584680 \n",
" 660355 \n",
" 1026228 \n",
" 1527955 \n",
" 1256858 \n",
" 1242154 \n",
" 2289303 \n",
" \n",
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" chr3 \n",
" 2697289 \n",
" 1228414 \n",
" 1405644 \n",
" 2153303 \n",
" 1498561 \n",
" 804334 \n",
" 559027 \n",
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" 1226134 \n",
" 1772296 \n",
" 1510857 \n",
" 1492635 \n",
" 2672182 \n",
" \n",
" \n",
" chr4 \n",
" 2143926 \n",
" 980389 \n",
" 1109010 \n",
" 1707158 \n",
" 1184064 \n",
" 637226 \n",
" 439583 \n",
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" 970513 \n",
" 1417419 \n",
" 1193357 \n",
" 1177332 \n",
" 2125863 \n",
" \n",
" \n",
" chr5 \n",
" 3140913 \n",
" 1410681 \n",
" 1608073 \n",
" 2510382 \n",
" 1712226 \n",
" 907201 \n",
" 634608 \n",
" 1605965 \n",
" 1741333 \n",
" 808346 \n",
" 914520 \n",
" 1422652 \n",
" 2075592 \n",
" 1733770 \n",
" 1729636 \n",
" 3160014 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" AA AC AG AT CA CC CG \\\n",
"chromosome \n",
"chr1 3519572 1588202 1794811 2806911 1923811 1016038 697362 \n",
"chr2 2291405 1029105 1160640 1834416 1246754 672290 457569 \n",
"chr3 2697289 1228414 1405644 2153303 1498561 804334 559027 \n",
"chr4 2143926 980389 1109010 1707158 1184064 637226 439583 \n",
"chr5 3140913 1410681 1608073 2510382 1712226 907201 634608 \n",
"\n",
" CT GA GC GG GT TA TC \\\n",
"chromosome \n",
"chr1 1798090 1930160 902322 1008839 1579754 2335983 1928721 \n",
"chr2 1166315 1249456 584680 660355 1026228 1527955 1256858 \n",
"chr3 1396347 1516501 714668 805341 1226134 1772296 1510857 \n",
"chr4 1110444 1195069 560350 630128 970513 1417419 1193357 \n",
"chr5 1605965 1741333 808346 914520 1422652 2075592 1733770 \n",
"\n",
" TG TT \n",
"chromosome \n",
"chr1 1920061 3512205 \n",
"chr2 1242154 2289303 \n",
"chr3 1492635 2672182 \n",
"chr4 1177332 2125863 \n",
"chr5 1729636 3160014 "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_2mers_ara_bychr = df_2mers_ara.groupby('chromosome').agg({k:'sum' for k in df_2mers_ara.columns[4:]})\n",
"df_2mers_tom_bychr = df_2mers_tom.groupby('chromosome').agg({k:'sum' for k in df_2mers_tom.columns[4:]})\n",
"df_2mers_mz_bychr = df_2mers_mz.groupby('chromosome').agg({k:'sum' for k in df_2mers_mz.columns[4:]})\n",
"df_2mers_ara_bychr"
]
},
{
"cell_type": "markdown",
"id": "f8d38c30-be31-4b8a-8e0a-e667d79ff487",
"metadata": {},
"source": [
"## Group all chromosomes"
]
},
{
"cell_type": "markdown",
"id": "dcae6a1e-6e22-4c4f-974f-4d04907c507a",
"metadata": {},
"source": [
"Furthermore, you can pool the k-mer frequencies of all the chromosomes and have the cumulative counts of the entire sequence."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "b4be7ee7-e888-4af4-bfb1-4ca35213c238",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" AA \n",
" AC \n",
" AG \n",
" AT \n",
" CA \n",
" CC \n",
" CG \n",
" CT \n",
" GA \n",
" GC \n",
" GG \n",
" GT \n",
" TA \n",
" TC \n",
" TG \n",
" TT \n",
" \n",
" \n",
" \n",
" \n",
" arabidopsis \n",
" 13793105 \n",
" 6236791 \n",
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" 11012170 \n",
" 7565416 \n",
" 4037089 \n",
" 2788149 \n",
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" 4019183 \n",
" 6225281 \n",
" 9129245 \n",
" 7623563 \n",
" 7561818 \n",
" 13759567 \n",
" \n",
" \n",
" tomato \n",
" 85677817 \n",
" 37700236 \n",
" 41002572 \n",
" 75901364 \n",
" 45946447 \n",
" 25138712 \n",
" 11804902 \n",
" 40969026 \n",
" 42920385 \n",
" 18121904 \n",
" 25183170 \n",
" 37739813 \n",
" 65737185 \n",
" 42898271 \n",
" 45974544 \n",
" 85737480 \n",
" \n",
" \n",
" maize \n",
" 161563751 \n",
" 108257047 \n",
" 128688710 \n",
" 136989307 \n",
" 133796230 \n",
" 120957040 \n",
" 87977339 \n",
" 128781627 \n",
" 129723428 \n",
" 112442579 \n",
" 121098322 \n",
" 108465666 \n",
" 110415392 \n",
" 129855155 \n",
" 133966157 \n",
" 161938131 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" AA AC AG AT CA CC \\\n",
"arabidopsis 13793105 6236791 7078178 11012170 7565416 4037089 \n",
"tomato 85677817 37700236 41002572 75901364 45946447 25138712 \n",
"maize 161563751 108257047 128688710 136989307 133796230 120957040 \n",
"\n",
" CG CT GA GC GG GT \\\n",
"arabidopsis 2788149 7077161 7632519 3570366 4019183 6225281 \n",
"tomato 11804902 40969026 42920385 18121904 25183170 37739813 \n",
"maize 87977339 128781627 129723428 112442579 121098322 108465666 \n",
"\n",
" TA TC TG TT \n",
"arabidopsis 9129245 7623563 7561818 13759567 \n",
"tomato 65737185 42898271 45974544 85737480 \n",
"maize 110415392 129855155 133966157 161938131 "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_2mers_all = pd.DataFrame()\n",
"df_2mers_all['arabidopsis'] = df_2mers_ara_bychr.sum()\n",
"df_2mers_all['tomato'] = df_2mers_tom_bychr.sum()\n",
"df_2mers_all['maize'] = df_2mers_mz_bychr.sum()\n",
"df_2mers_all.T"
]
},
{
"cell_type": "markdown",
"id": "729b522c-11c9-448a-8935-bf9af0cbe0aa",
"metadata": {},
"source": [
"## k-mer figures"
]
},
{
"cell_type": "markdown",
"id": "7da09ea0-12da-4e83-993a-8b884bd2b376",
"metadata": {},
"source": [
"### Plot k-mers across windows"
]
},
{
"cell_type": "markdown",
"id": "dd5c9c4c-2116-444b-8b5f-180d3e2b3cd2",
"metadata": {},
"source": [
"With the `plot_kmers_across_windows` function you can plot the frequencies of the k-mers of your choice across the windows of a specified chromosome."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "f7b92e64-322f-4496-8bb5-216d267f8555",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"a = kex.plot_kmers_across_windows(df_2mers_ara,['TT','CC'],'chr1')"
]
},
{
"cell_type": "markdown",
"id": "ab335f87-54a6-4ac1-84ac-c27b6a53968a",
"metadata": {},
"source": [
"You can also use this function to compare, placing the plot of different chromosomes on different axes within the same figure."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "641a0a71-7f16-43af-8e12-30949152599f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig,ax = plt.subplots(2,1,figsize=(12,10),gridspec_kw={'hspace': 0.3})\n",
"\n",
"kex.plot_kmers_across_windows(df_3mers_ara,['TTT','CCC'],'chr1',ax=ax[0])\n",
"kex.plot_kmers_across_windows(df_3mers_ara,['TTT','CCC'],'chr4',ax=ax[1])\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "81ff6f15-63fe-4833-9c48-cbfc5e18df78",
"metadata": {},
"source": [
"### Plot k-mer frequencies within each chromosome"
]
},
{
"cell_type": "markdown",
"id": "09abfb3a-f76e-49c1-aaaf-3f00efc68f83",
"metadata": {},
"source": [
"The `plot_kmers_freq_within_chromosomes` function makes a stacked bar graph of the frequency of different k-mers per chromosome. For the same k-mer, each stacked bar represents a different chromosome of the corresponding color."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "325e6c40-41ec-473d-92af-6a9b5a789767",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"b = kex.plot_kmers_freq_within_chromosomes(df_2mers_ara,figsize=(8,4))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "f0fb9f5a-543a-4ef3-b1a8-2e8e3db3f841",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"c = kex.plot_kmers_freq_within_chromosomes(df_3mers_ara)"
]
},
{
"cell_type": "markdown",
"id": "0b672037-b4d2-4136-9112-0875657f7555",
"metadata": {},
"source": [
"### Plot FCGR structure"
]
},
{
"cell_type": "markdown",
"id": "72e7128b-0e4a-44fb-9cf0-0d2de1667673",
"metadata": {},
"source": [
"The technique to show the k-mer frequencies as images is known as Frequency Chaos Game Representation (FCGR). It corresponds to a matrix of dimensions $2^k \\times 2^k$; with the upper left corner equal to the k-mer of C, the upper right corner the k-mer of G, the lower left corner the k-mer of A, and the lower right corner the k-mer of T.\n",
"\n",
"The `plot_FCGR` function plots the FCGR of a sequence as a heatmap that allows to appreciate the relative frequencies of each k-mer. You can plot the FCGR for a specific chromosome and window, the cumulative frequency for an entire chromosome (if no window is specified), or the cumulative frequency for the entire genome (if neither chromosome nor window is specified)."
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "39508ad4-e701-46e5-ad80-51b3860ede38",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"d = kex.plot_FCGR(df_3mers_ara,'chr1',window=145)"
]
},
{
"cell_type": "markdown",
"id": "47f67915-3c85-4f61-89d3-0cefcedfca89",
"metadata": {},
"source": [
"You can also adjust the size of the figure and the colormap to your preference as shown below"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "f9645a5a-3cb6-4615-a3de-8300d90f6440",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"e = kex.plot_FCGR(df_2mers_tom,'chr6',figsize=(4,3),colormap='Greys')"
]
},
{
"cell_type": "markdown",
"id": "9c10b66e-82e3-4ea1-b801-fe750ba870ae",
"metadata": {},
"source": [
"Aditionally, is possible compare the FCGR of multiple genomes as shown in the following cell"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "0b1032c3-86d2-4acb-aa98-2bdb448d1cec",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig,ax = plt.subplots(1,3,figsize=(20,5))\n",
"\n",
"kex.plot_FCGR(df_3mers_ara,ax=ax[0])\n",
"kex.plot_FCGR(df_3mers_tom,ax=ax[1])\n",
"kex.plot_FCGR(df_3mers_mz,ax=ax[2])\n",
"\n",
"ax[0].set_title('Arabidopsis')\n",
"ax[1].set_title('Tomato')\n",
"ax[2].set_title('Maize')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "489ea180-9627-47bd-a81c-0470589b01c5",
"metadata": {},
"source": [
"### Plot CGR"
]
},
{
"cell_type": "markdown",
"id": "404e4a9d-8f6a-42ee-aa12-22009a4c36b7",
"metadata": {},
"source": [
"Finally, although it is not the main objective of the software, a function to generate the CGR image of a sequence is included. In the following example, the FASTA file of the Arabidopsis genome is read and the CGR of the first 100 kb is generated."
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "a0009c3e-4a09-4dce-ba17-73ed5f3fc99a",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|████████████████████████████████████████| 100000/100000 [00:00<00:00, 1886046.78it/s]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import re\n",
"\n",
"# Read FASTA file with complete genome separated by chromosomes\n",
"f_in = open(filepath_ara, 'r')\n",
"all_file = f_in.read()\n",
"f_in.close()\n",
"\n",
"# join lines\n",
"seq_all = \"\".join(all_file.split(\"\\n\"))\n",
"del all_file\n",
"\n",
"# Split sequence by chromosomes\n",
"seq_bychr = re.split('>chr[1-9]*', seq_all)[1:]\n",
"del seq_all\n",
"\n",
"# plot CGR of the first chromosome, first window (first 100 Kb)\n",
"f = kex.plot_CGR(seq_bychr[0][:100_000],markersize=0.2)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.9.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}