Raw nanopore signal mapper that enables real-time targeted sequencing

UNCALLED

A Utility for Nanopore Current Alignment to Large Expanses of DNA

A streaming algorithm for mapping raw nanopore signal to DNA references

Enables real-time enrichment or depletion on Oxford Nanopore Technologies (ONT) MinION runs via ReadUntil

Also supports standalone signal mapping of fast5 reads

Read the preprint on BioRxiv

Installation

> pip3 install git+https://github.com/skovaka/UNCALLED.git --user

OR

> git clone --recursive https://github.com/skovaka/UNCALLED.git
> cd UNCALLED
> python3 setup.py install --user

Requires python >= 3.6, read-until == 3.0.0, pybind11 >= 2.5.0, and GCC >= 4.8.1 (all except GCC are automatically downloaded and installed)

Other dependecies are included via submodules, so be sure to clone with git --recursive

We recommend running on a Linux machine. UNCALLED has been successfully installed and run on Mac computers, but real-time ReadUntil has not been tested on a Mac. Installing UNCALLED has not been attempted on Windows.

Indexing

Example:

> uncalled index -o E.coli E.coli.fasta

Optional arguments:

• -o/--bwa_prefix output index prefix (default: same as input fasta)

Note that this command will use a previously built BWA index if all the required files exist with the specified prefix. Otherwise, a new BWA index will be automatically built.

We recommend applying repeat masking your reference if it contains eukaryotic sequences. See masking for more details.

Fast5 Mapping

Example:

> uncalled map -t 16 E.coli fast5_list.txt > uncalled_out.paf
Loading fast5s
Mapping

> head -n 4 uncalled_out.paf
b84a48f0-9e86-47ef-9d20-38a0bded478e 3735 77 328 + Escherichia_coli_chromosome 4765434 2024611 2024838 66 228 255  ch:i:427 st:i:50085  mt:f:53.662560
77fe7f8c-32d6-4789-9d62-41ff482cf890 5500 94 130 + Escherichia_coli_chromosome 4765434 2333754 2333792 38 39  255  ch:i:131 st:i:238518 mt:f:19.497091
eee4b762-25dd-4d4a-8a59-be47065029be 2905     *      *      *      *      *      *      *      *      *       255  ch:i:44  st:i:302369 mt:f:542.985229
e175c87b-a426-4a3f-8dc1-8e7ab5fdd30d 8052 84 154 + Escherichia_coli_chromosome 4765434 1064550 1064614 41 65  255  ch:i:182 st:i:452368 mt:f:38.611683

Positional arguments:

• bwa-prefix the prefix of the index to align to. Should be a BWA index that uncalled index was run on
• fast5-files a text file containing the path to one fast5 file per line

Optional arguments:

• -t/--threads number of threads to use for mapping (default: 1)
• -n/--read-count maximum number of reads to map
• -f/--filter text file containing subset of read IDs (one per line) to map from the fast5 files (will map all by default)
• -e/--max-events-proc number of events to attempt mapping before giving up on a read (default 30,000). Note that there are approximately two events per nucleotide on average.

See example/ for a simple read and reference example.

Real-Time ReadUntil

Example:

> uncalled realtime E.coli --port 8000 -t 16 --enrich -c 3 > uncalled_out.paf 
Starting client
Starting mappers
Mapping

> head -n 4 uncalled_out.paf
81ba344d-60df-4688-b37f-9064e76a3eb8 1352 *     *     *     *      *      *      *      *      *   255 ch:i:68  st:i:29101 mt:f:375.93841 wt:f:1440.934 mx:f:0.152565
404113c1-6ace-4690-885c-9c4a47da6476 450  *     *     *     *      *      *      *      *      *   255 ch:i:106 st:i:29268 mt:f:63.272270 wt:f:1591.070 en:f:0.010086
d9acafe3-23dd-4a0f-83db-efe299ee59a4 1355 *     *     *     *      *      *      *      *      *   255 ch:i:118 st:i:29378 mt:f:239.50201 wt:f:1403.641 ej:f:0.120715
8a6ec472-a289-4c50-9a75-589d7c21ef99 451  98 369 + Escherichia_coli 4765434 3421845 3422097 56 253 255 ch:i:490 st:i:29456 mt:f:79.419411 wt:f:8.551202 kp:f:0.097424

We recommend that you try mapping fast5s via uncalled map before real-time enrichment, as runtime issues could occur if UNCALLED is not installed properly.

The command can generally be run at any time before or during a sequencing run, although an error may occur if UNCALLED is run before any sequencing run has been started in the current MinKNOW session. If this is happens you should start UNCALLED after the run begins, ideally during the first mux scan. If you want to change the chunk size you must run the commend before starting the run (see below).

Arguments:

• bwa-prefix the prefix of the index to align to. Should be a BWA index that uncalled index was run on
• -t/--threads number of threads to use for mapping (default: 1)
• -c/--max-chunks-proc number of chunks to attempt mapping before giving up on a read (default: 10).
• --chunk-size size of chunks in seconds (default: 1). Note: this is a new feature and may not work as intended (see below)
• --port MinION device port.
• --enrich will keep reads that map to the reference if included
• --deplete will eject reads that map to the reference if included
• --even will only eject reads from even channels if included
• --odd will only eject reads from odd channels if included
• --duration expected duration of sequencing run in hours (default: 48)

Note exactly one of --deplete or --enrich must be specified

Altering Chunk Size

The ReadUntil API recieves signal is “chunks”, which by default are one second’s worth of signal. This can be changed using the --chunk-size parameter. Note that --max-chunks-proc should also be changed to compensate for changes to chunks size. If the chunk size is changed, you must start running UNCALLED before sequencing begins. UNCALLED is unable change the chunk size mid-seqencing-run. In general reducing the chunk size should improve enrichment, although previous work has found that the API becomes unreliable with chunks sizes less than 0.4 seconds. We have not thoroughly tested this feature, and recommend using the default 1 second chunk size for most cases. In the future this default size may be reduced.

Simulator

Example:

> uncalled sim E.coli.fasta /path/to/control/fast5s --ctl-seqsum /path/to/control/sequencing_summary.txt --unc-seqsum /path/to/uncalled/sequencing_summary.txt --unc-paf /path/to/uncalled/uncalled_out.paf -t 16 --enrich -c 3 --sim-speed 0.25 > uncalled_out.paf 2> uncalled_err.txt

> sim_scripts/est_genome_yield.py -u uncalled_out.paf --enrich -x E.coli -m mm2.paf -s sequencing_summary.txt --sim-speed 0.25

unc_on_bp       150.678033
unc_total_bp    6094.559395
cnt_on_bp       33.145022
cnt_total_bp    8271.651331

The simulator simulates a real-time run using data from two real runs: one control run and one UNCALLED run. Reads are simulated from the control run, and the pattern of channel activity of modeled after the control run. The simulator outputs a PAF file similar to the realtime mode, which can be interperted using scripts found in sim_scripts/.

Example files which can be used as template UNCALLED sequencing summary and PAF files for the simulator can be found here. The control reads/sequencing summary can be from any sequencing run of your sample of interest, and it does not have to match the sample used in the provided examples.

The simulator can take up a large amount of memory (> 100Gb), and loading the fast5 reads can take quite a long time. To reduce the time/memory requirements you could truncate your control sequencing summary and only the loads present in the summary will be loaded, although this may reduce the accuracy of the simulation. Also, unfortunately the fast5 loading portion of the simulator cannot be exited via a keyboard interrupt and must be hard-killed. I will work on fixing this in future versions.

Arguments:

• bwa-prefix the prefix of the index to align to. Should be a BWA index that uncalled index was run on
• control-fast5-files path to the directory where control run fast5 files are stored, or a text file containing the path to one control fast5 per line
• --ctl-seqsum sequencing summary of the control run. Read IDs must match the control fast5 files
• --unc-seqsum sequencing summary of the UNCALLED run
• --unc-paf PAF file output by UNCALLED from the UNCALLED run
• --sim-speed scaling factor of simulation duration in the range (0.0, 1.0], where smaller values are faster. Setting below 0.125 may decrease accuracy.
• -t/--threads number of threads to use for mapping (default: 1)
• -c/--max-chunks-proc number of chunks to attempt mapping before giving up on a read (default: 10). Note that for the simulator, altering this changes how many chunks is loaded from each each, changing the memory requirements.
• --enrich will keep reads that map to the reference if included
• --deplete will eject reads that map to the reference if included
• --even will only eject reads from even channels if included
• --odd will only eject reads from odd channels if included

Exactly one of --deplete or --enrich must be specified

Output Format

UNCALLED outputs to stdout in a format similar to PAF. Unmapped reads are output with reference-location-dependent fields replaced with *s. Lines that begin with “#” are comments that useful for debugging.

Query coordinates, residue matches, and block lengths are estimated assuming 450bp sequenced per second. This estimate can be significantly off depending on the sequencing run. UNCALLED attempts to map a read as early as possible, so the “query end” field corresponds to the leftmost position where UNCALLED was able to confidently map the read. In many cases this may only be 450bp or 900bp into the read, even if the read is many times longer than this. This differs from aligners such as minimap2, which attempt to map the full length of the read.

For real-time mapping, read lengths are estimated by how much signal UNCALLED received, which does not necessarily correspond to how much signal was actually sequenced.

Both modes include the following custom attributes in each PAF entry:

• mt: map time. Time in milliseconds it took to map the read.
• ch: channel. MinION channel that the read came from.
• st: start sample. Global sequencing start time of the read (in signal samples, 4000 samples/sec).

uncalled realtime also includes the following attributes:

• ej: ejected. Time that the eject signal was sent, in milliseconds since last chunk was received.
• kp: kept. Time that UNCALLED decided to keep the read, in milliseconds since last chunk was received.
• en: ended. Time that UNCALLED determined the read ended, in milliseconds since last chunk was received.
• mx: mux scan. Time that the read would have been ejected, had it not have occured within a mux scan.
• wt: wait time. Time in milliseconds that the read was queued but was not actively being mapped, either due to thread delays or waiting for new chunks.

pafstats

We have included a functionality called uncalled pafstats which computes speed statistcs from a PAF file output by UNCALLED. Accuracy statistics can also be included if provided a ground truth PAF file, for example based on minimap2 alignments of basecalled reads. There is also an option to output the original UNCALLED PAF annotated with comparisions to the ground truth.

Example:

> uncalled pafstats -r minimap2_alns.paf -n 5000 -a uncalled_out.paf > uncalled_ann.paf
Summary: 5000 reads, 4373 mapped (89.46%)

Comparing to reference PAF
     P     N
T  88.74  6.80
F   0.60  3.74
NA: 0.12

Speed            Mean    Median
BP per sec:   4878.24   4540.50
BP mapped:     636.29    362.00
MS to map:     140.99     89.96

Accuracy statistics:

• TP: true positive - percent infile reads that overlap reference read locations
• FP: false positive - percent infile reads that do not overlap reference read locations
• TN: true negative - percent of reads which were not aligned in reference or infile
• FN: false negative - percent of reads which were aligned in the reference but not in the infile
• NA: not aligned/not applicable - percent of reads aligned in infile but not in reference. Could be considered a false positive, but the truth is unkown.

Practical Considerations

For ReadUntil sequencing, the first decision to make is whether to perform enrichment or depletion (--enrich or --deplete). In enrichment mode, UNCALLED will eject a read if it does not map to the reference, meaning your target should be the reference. In depletion mode, UNCALLED will eject a read if it does map to the reference, meaning your target should be everything except your reference.

Note that enrichment necessitates a quick decision as to whether or not a read maps, since you want to eject a read as fast as possible. Usually ~95% of reads can be mapped within three seconds for highly non-repetitive references, so setting -c/--max-chunks-proc to 3 generally works well for enrichment. The default value of 10 works well for depletion. Note these values assume --chunk-size is set to the default 1 second.

UNCALLED currently does not support large (> ~1Gbp) or highly repetitive references. The speed and mapping rate both progressively drop as references become larger and more repetitive. Bacterial genomes or small collections of divergent bacterial genomes typically work well. Small segments of eukaryotic genomes can also be used, however the presence of any repetitvie elements will harm the performance. Collections of highly similar genomes wil not work well, as conserved sequences introduce repeats. See masking for repeat masking scripts and guidlines.

ReadUntil works best with longer reads. Maximize your read lengths for best results. You may also need to perform a nuclease flush and reloading to achive the highest yield of on-target bases.

UNCALLED currently only supports reads sequenced with r9.4 chemistry.

Undocumented Features

UNCALLED is a work in progress. Many parameters exist that are not documented here, but can be seen on the command line help information. Most users should leave these unchanged. They may be removed in future versions, or be replaced with hyperparameters that adjust the accuracy and speed of UNCALLED.

Release notes

• v2.2: added event profiler which masks out pore stalls, and added compile-time debug options
• v2.1: updated ReadUntil client for latest MinKNOW version, made uncalled index automatically build the BWA index, added hdf5 submodule, further automated installation by auto-building hdf5, switched to using setuptools, moved submodules to submods/
• v2.0: released the ReadUntil simulator uncalled sim, which can predict how much enrichment UNCALLED could provide on a given reference, using a control and UNCALLED run as a template. Also CHANGED THE FORMAT OF CERTAIN ARGUMENTS. Index prefix and fast5 list are now positional, and some flags have changed names. See below for details.
• v1.2: fixed indexing for particularly large or small reference
• v1.1: added support for altering chunk size
• v1.0: pre-print release