Tranception: protein fitness prediction with autoregressive transformers and inference-time retrieval
Paper • 2205.13760 • Published
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The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 37 new columns ({'DMS_id', 'selection_type', 'DMS_filename', 'source_organism', 'DMS_binarization_method', 'DMS_filename.1', 'raw_DMS_mutant_column', 'MSA_num_significant', 'DMS_total_number_mutants', 'MSA_num_significant_L', 'taxon', 'weight_file_name', 'raw_DMS_directionality', 'raw_DMS_phenotype_name', 'raw_DMS_filename', 'MSA_Neff_L', 'MSA_filename', 'target_seq', 'MSA_Neff_L_category', 'MSA_start', 'MSA_theta', 'jo', 'UniProt_ID', 'MSA_N_eff', 'MSA_bitscore', 'MSA_perc_cov', 'MSA_num_cov', 'DMS_binarization_cutoff', 'MSA_len', 'MSA_num_seqs', 'molecule_name', 'selection_assay', 'MSA_end', 'title', 'first_author', 'year', 'seq_len'}) and 3 missing columns ({'mutant', 'DMS_score_bin', 'DMS_score'}).
This happened while the csv dataset builder was generating data using
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/tmp/hf-datasets-cache/medium/datasets/30625498008588-config-parquet-and-info-Jamiepordoy-ProteinGym-08c6e015/hub/datasets--Jamiepordoy--ProteinGym/snapshots/24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/SUMO1_HUMAN_Weile_2017.csv (origin=hf://datasets/Jamiepordoy/ProteinGym@24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/SUMO1_HUMAN_Weile_2017.csv), /tmp/hf-datasets-cache/medium/datasets/30625498008588-config-parquet-and-info-Jamiepordoy-ProteinGym-08c6e015/hub/datasets--Jamiepordoy--ProteinGym/snapshots/24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/SYUA_HUMAN_Newberry_2020.csv (origin=hf://datasets/Jamiepordoy/ProteinGym@24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/SYUA_HUMAN_Newberry_2020.csv), /tmp/hf-datasets-cache/medium/datasets/30625498008588-config-parquet-and-info-Jamiepordoy-ProteinGym-08c6e015/hub/datasets--Jamiepordoy--ProteinGym/snapshots/24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/TADBP_HUMAN_Bolognesi_2019.csv (origin=hf://datasets/Jamiepordoy/ProteinGym@24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/TADBP_HUMAN_Bolognesi_2019.csv), /tmp/hf-datasets-cache/medium/datasets/30625498008588-config-parquet-and-info-Jamiepordoy-ProteinGym-08c6e015/hub/datasets--Jamiepordoy--ProteinGym/snapshots/24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/TAT_HV1BR_Fernandes_2016.csv (origin=hf://datasets/Jamiepordoy/ProteinGym@24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/TAT_HV1BR_Fernandes_2016.csv), /tmp/hf-datasets-cache/medium/datasets/30625498008588-config-parquet-and-info-Jamiepordoy-ProteinGym-08c6e015/hub/datasets--Jamiepordoy--ProteinGym/snapshots/24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/TPK1_HUMAN_Weile_2017.csv (origin=hf://datasets/Jamiepordoy/ProteinGym@24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/TPK1_HUMAN_Weile_2017.csv), /tmp/hf-datasets-cache/medium/datasets/30625498008588-config-parquet-and-info-Jamiepordoy-ProteinGym-08c6e015/hub/datasets--Jamiepordoy--ProteinGym/snapshots/24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/TPMT_HUMAN_Matreyek_2018.csv (origin=hf://datasets/Jamiepordoy/ProteinGym@24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/TPMT_HUMAN_Matreyek_2018.csv), /tmp/hf-datasets-cache/medium/datasets/30625498008588-config-parquet-and-info-Jamiepordoy-ProteinGym-08c6e015/hub/datasets--Jamiepordoy--ProteinGym/snapshots/24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/TPOR_HUMAN_Bridgford_S505N_2020.csv (origin=hf://datasets/Jamiepordoy/ProteinGym@24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/TPOR_HUMAN_Bridgford_S505N_2020.csv), /tmp/hf-datasets-cache/medium/datasets/30625498008588-config-parquet-and-info-Jamiepordoy-ProteinGym-08c6e015/hub/datasets--Jamiepordoy--ProteinGym/snapshots/24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/TRPC_SACS2_Chan_2017.csv (origin=hf://datasets/Jamiepordoy/ProteinGym@24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/TRPC_SACS2_Chan_2017.csv), /tmp/hf-datasets-cache/medium/datasets/30625498008588-config-parquet-and-info-Jamiepordoy-ProteinGym-08c6e015/hub/datasets--Jamiepordoy--ProteinGym/snapshots/24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/TRPC_THEMA_Chan_2017.csv (origin=hf://datasets/Jamiepordoy/ProteinGym@24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/TRPC_THEMA_Chan_2017.csv), /tmp/hf-datasets-cache/medium/datasets/30625498008588-config-parquet-and-info-Jamiepordoy-ProteinGym-08c6e015/hub/datasets--Jamiepordoy--ProteinGym/snapshots/24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/UBC9_HUMAN_Weile_2017.csv (origin=hf://datasets/Jamiepordoy/ProteinGym@24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/UBC9_HUMAN_Weile_2017.csv), /tmp/hf-datasets-cache/medium/datasets/30625498008588-config-parquet-and-info-Jamiepordoy-ProteinGym-08c6e015/hub/datasets--Jamiepordoy--ProteinGym/snapshots/24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/UBE4B_MOUSE_Starita_2013.csv (origin=hf://datasets/Jamiepordoy/ProteinGym@24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/UBE4B_MOUSE_Starita_2013.csv), /tmp/hf-datasets-cache/medium/datasets/30625498008588-config-parquet-and-info-Jamiepordoy-ProteinGym-08c6e015/hub/datasets--Jamiepordoy--ProteinGym/snapshots/24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/VKOR1_HUMAN_Chiasson_abundance_2020.csv (origin=hf://datasets/Jamiepordoy/ProteinGym@24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/VKOR1_HUMAN_Chiasson_abundance_2020.csv), /tmp/hf-datasets-cache/medium/datasets/30625498008588-config-parquet-and-info-Jamiepordoy-ProteinGym-08c6e015/hub/datasets--Jamiepordoy--ProteinGym/snapshots/24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/VKOR1_HUMAN_Chiasson_activity_2020.csv (origin=hf://datasets/Jamiepordoy/ProteinGym@24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/VKOR1_HUMAN_Chiasson_activity_2020.csv), /tmp/hf-datasets-cache/medium/datasets/30625498008588-config-parquet-and-info-Jamiepordoy-ProteinGym-08c6e015/hub/datasets--Jamiepordoy--ProteinGym/snapshots/24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/YAP1_HUMAN_Araya_2012.csv (origin=hf://datasets/Jamiepordoy/ProteinGym@24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/YAP1_HUMAN_Araya_2012.csv)]
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1887, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 675, in write_table
pa_table = table_cast(pa_table, self._schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
DMS_id: string
DMS_filename: string
UniProt_ID: string
taxon: string
target_seq: string
seq_len: int64
DMS_filename.1: string
DMS_total_number_mutants: int64
DMS_binarization_cutoff: double
DMS_binarization_method: string
first_author: string
title: string
year: int64
jo: string
molecule_name: string
source_organism: string
selection_assay: string
selection_type: string
MSA_filename: string
MSA_start: int64
MSA_end: int64
MSA_len: int64
MSA_bitscore: double
MSA_theta: double
MSA_num_seqs: int64
MSA_perc_cov: double
MSA_num_cov: int64
MSA_N_eff: double
MSA_Neff_L: double
MSA_Neff_L_category: string
MSA_num_significant: int64
MSA_num_significant_L: double
raw_DMS_filename: string
raw_DMS_phenotype_name: string
raw_DMS_directionality: int64
raw_DMS_mutant_column: string
weight_file_name: string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 4896
to
{'mutant': Value('string'), 'DMS_score': Value('float64'), 'DMS_score_bin': Value('int64')}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1347, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 884, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1736, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1889, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 37 new columns ({'DMS_id', 'selection_type', 'DMS_filename', 'source_organism', 'DMS_binarization_method', 'DMS_filename.1', 'raw_DMS_mutant_column', 'MSA_num_significant', 'DMS_total_number_mutants', 'MSA_num_significant_L', 'taxon', 'weight_file_name', 'raw_DMS_directionality', 'raw_DMS_phenotype_name', 'raw_DMS_filename', 'MSA_Neff_L', 'MSA_filename', 'target_seq', 'MSA_Neff_L_category', 'MSA_start', 'MSA_theta', 'jo', 'UniProt_ID', 'MSA_N_eff', 'MSA_bitscore', 'MSA_perc_cov', 'MSA_num_cov', 'DMS_binarization_cutoff', 'MSA_len', 'MSA_num_seqs', 'molecule_name', 'selection_assay', 'MSA_end', 'title', 'first_author', 'year', 'seq_len'}) and 3 missing columns ({'mutant', 'DMS_score_bin', 'DMS_score'}).
This happened while the csv dataset builder was generating data using
hf://datasets/Jamiepordoy/ProteinGym/ProteinGym_reference_file_indels.csv (at revision 24e1831dab63b1e752fd445dd81db5c786920f81), [/tmp/hf-datasets-cache/medium/datasets/30625498008588-config-parquet-and-info-Jamiepordoy-ProteinGym-08c6e015/hub/datasets--Jamiepordoy--ProteinGym/snapshots/24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_indels/A0A1J4YT16_9PROT_Davidi_2020.csv (origin=hf://datasets/Jamiepordoy/ProteinGym@24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_indels/A0A1J4YT16_9PROT_Davidi_2020.csv), /tmp/hf-datasets-cache/medium/datasets/30625498008588-config-parquet-and-info-Jamiepordoy-ProteinGym-08c6e015/hub/datasets--Jamiepordoy--ProteinGym/snapshots/24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_indels/B1LPA6_ECOSM_Russ_2020.csv (origin=hf://datasets/Jamiepordoy/ProteinGym@24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_indels/B1LPA6_ECOSM_Russ_2020.csv), /tmp/hf-datasets-cache/medium/datasets/30625498008588-config-parquet-and-info-Jamiepordoy-ProteinGym-08c6e015/hub/datasets--Jamiepordoy--ProteinGym/snapshots/24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_indels/BLAT_ECOLX_Gonzalez_indels_2019.csv (origin=hf://datasets/Jamiepordoy/ProteinGym@24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_indels/BLAT_ECOLX_Gonzalez_indels_2019.csv), /tmp/hf-datasets-cache/medium/datasets/30625498008588-config-parquet-and-info-Jamiepordoy-ProteinGym-08c6e015/hub/datasets--Jamiepordoy--ProteinGym/snapshots/24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_indels/CAPSD_AAV2S_Sinai_indels_2021.csv (origin=hf://datasets/Jamiepordoy/ProteinGym@24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_indels/CAPSD_AAV2S_Sinai_indels_2021.csv), /tmp/hf-datasets-cache/medium/datasets/30625498008588-config-parquet-and-info-Jamiepordoy-ProteinGym-08c6e015/hub/datasets--Jamiepordoy--ProteinGym/snapshots/24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_indels/HIS7_YEAST_Pokusaeva_indels_2019.csv (origin=hf://datasets/Jamiepordoy/ProteinGym@24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_indels/HIS7_YEAST_Pokusaeva_indels_2019.csv), /tmp/hf-datasets-cache/medium/datasets/30625498008588-config-parquet-and-info-Jamiepordoy-ProteinGym-08c6e015/hub/datasets--Jamiepordoy--ProteinGym/snapshots/24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_indels/P53_HUMAN_Kotler_deletions_2018.csv (origin=hf://datasets/Jamiepordoy/ProteinGym@24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_indels/P53_HUMAN_Kotler_deletions_2018.csv), /tmp/hf-datasets-cache/medium/datasets/30625498008588-config-parquet-and-info-Jamiepordoy-ProteinGym-08c6e015/hub/datasets--Jamiepordoy--ProteinGym/snapshots/24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_indels/PTEN_HUMAN_Mighell_deletions_2018.csv (origin=hf://datasets/Jamiepordoy/ProteinGym@24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_indels/PTEN_HUMAN_Mighell_deletions_2018.csv), /tmp/hf-datasets-cache/medium/datasets/30625498008588-config-parquet-and-info-Jamiepordoy-ProteinGym-08c6e015/hub/datasets--Jamiepordoy--ProteinGym/snapshots/24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_reference_file_indels.csv (origin=hf://datasets/Jamiepordoy/ProteinGym@24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_reference_file_indels.csv), /tmp/hf-datasets-cache/medium/datasets/30625498008588-config-parquet-and-info-Jamiepordoy-ProteinGym-08c6e015/hub/datasets--Jamiepordoy--ProteinGym/snapshots/24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_reference_file_substitutions.csv (origin=hf://datasets/Jamiepordoy/ProteinGym@24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_reference_file_substitutions.csv), /tmp/hf-datasets-cache/medium/datasets/30625498008588-config-parquet-and-info-Jamiepordoy-ProteinGym-08c6e015/hub/datasets--Jamiepordoy--ProteinGym/snapshots/24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/A0A140D2T1_ZIKV_Sourisseau_growth_2019.csv (origin=hf://datasets/Jamiepordoy/ProteinGym@24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/A0A140D2T1_ZIKV_Sourisseau_growth_2019.csv), /tmp/hf-datasets-cache/medium/datasets/30625498008588-config-parquet-and-info-Jamiepordoy-ProteinGym-08c6e015/hub/datasets--Jamiepordoy--ProteinGym/snapshots/24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/A0A192B1T2_9HIV1_Haddox_2018.csv (origin=hf://datasets/Jamiepordoy/ProteinGym@24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/A0A192B1T2_9HIV1_Haddox_2018.csv), /tmp/hf-datasets-cache/medium/datasets/30625498008588-config-parquet-and-info-Jamiepordoy-ProteinGym-08c6e015/hub/datasets--Jamiepordoy--ProteinGym/snapshots/24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/A0A1I9GEU1_NEIME_Kennouche_2019.csv (origin=hf://datasets/Jamiepordoy/ProteinGym@24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/A0A1I9GEU1_NEIME_Kennouche_2019.csv), /tmp/hf-datasets-cache/medium/datasets/30625498008588-config-parquet-and-info-Jamiepordoy-ProteinGym-08c6e015/hub/datasets--Jamiepordoy--ProteinGym/snapshots/24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/A0A2Z5U3Z0_9INFA_Doud_2016.csv (origin=hf://datasets/Jamiepordoy/ProteinGym@24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/A0A2Z5U3Z0_9INFA_Doud_2016.csv), /tmp/hf-datasets-cache/medium/datasets/30625498008588-config-parquet-and-info-Jamiepordoy-ProteinGym-08c6e015/hub/datasets--Jamiepordoy--ProteinGym/snapshots/24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/A0A2Z5U3Z0_9INFA_Wu_2014.csv (origin=hf://datasets/Jamiepordoy/ProteinGym@24e1831dab63b1e752fd445dd81db5c786920f81/ProteinGym_substitutions/A0A2Z5U3Z0_9INFA_Wu_2014.csv), 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Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
mutant string | DMS_score float64 | DMS_score_bin int64 |
|---|---|---|
LEQSSRYADLTLDEAGSLRNGEHVLVAYIMKPKMGYDYLATAAHFAAESCTGARSTDDAKESANAVVYYIDADSQEMRIAYPTVLFDSNLTDGRDMVRSFLTLAIGNTQGMEDVEFGKIYDFYLPPSFLRLQESPSVNTMWRILDKGASNGGLAAGAMKPKLGMQPKPFRAASYALWQGGAYTTADVQANQAPTQASEGIPEVVKAMRSCVQGTDVAKRHSGGNYTDEPKEMDARGKYVLSQFGPFSGNCVSLVAGYAAGGSARHTFPRQFVHYHRAGQASTSSPQTQRGYSAFVHTKISQVISTTSIHADTMSFGKTQG... | 5.3 | 0 |
MAFLYNQSSRYINLDLKEKELIDGGKHVLCAYIMKPKQGFGHMEVAAHFAAESSTGTNVEVCTTDDFTKSVDAIVYELSETDSGDYLMKIAYPLDLFDRNIIDGRAMMVSFLTLAIGNNQGMGDVEYAKLHDFYFPREYLQLFDGPARNIVDFWRILGRPLENGGMIVGTIIKPKLGLRPALFAEACYQFWLGGDFVKNDEPQGNQPFAPLKETMKAVSDAMKRAQDKTGEAKIFSANITADDPAEIIARGEYILEIFGENASHVAFLIDGYVAGPTAITTVRRNFPNQFLHYHRAGHGAVTSPQSKRGYTAFVLSKMAR... | 1.2 | 0 |
MAHDQSSRYANLDLKESDLIAGGKHILVAYKMKPKAGYDYLATAAHFAAESSTGTNVEVSTTDDFTKGVDALVYYIDEATEDMRIAYPIELFDRNVIDGRFMIVSFLTLVIGNNQGMGDVEYGKMIDFYVPERAIQMFDGPATDISNLWRILGRPIKDGGYIAGTIIKPKLGLRPEPFAQAAYQFWLGGDFIKNDEPQGNQVFAPVKKVIPLVYDAMKRAQDETGEAKLFSMNITADDYHEMCARADFALEVFGPDADKLAFLVDGYVGGPGMVTTARRQYPNQYLHYHRAGHGAITSPSSKRGYTAFVLAKMSRLQGAS... | 6.8 | 1 |
MALDQSARYSDLSLTEADLIAGGKHILVAYRMKPKAGYGYLEAAAHFAAESSTGTNVEVCTTDDFTKGVDALVYYIDEAQEDMRIAYPLELFDRNMTDGRMMIVSFLTLVIGNNQGMGDIEYGQIQDFYVPERAIQLFDGPAKDISDMWRILGRPIKDGGYIAGTIIKPKLGLRPEPFAAAAYQFWLGGDFIKNDEPQGNQVFCPAKKVYPLVYDSLKRAQDETGQAKLFSANITADDHYEMCARADFILETFGPDADKVAFLVDGFVGGPGMITTARRQYPNQYLHYHRAGHGMITSPSSRRGYTAFVLAKISRLQGAS... | 7.1 | 1 |
MALDQSKRYADLSLKEADLIAGGKHILCAYTMKPKAGYGYLEAAAHFAAESSTGTNVEVCTTDDFTKGVDALVYYIDESREEMRIAYPLDLFDRNMTDGRMMMVSFLTLTIGNNQGMGDIEYAKMIDFWVPPRAIQLFDGPSKNISDLWRILGRPVEDGGYIAGTIIKPKLGLRPEPFAEAAYQFWLGGDFIKNDEPQGNQTFAPVKQVMPLVYDAMKRAMDETGEAKLFSMNITADDHFEMCARADFALETFGPDADKLAFLVDGYVGGPGMVTTARRQYPDQYLHYHRAGHGAITSPSSKRGYTAFVLAKMSRLQGAS... | 8.9 | 1 |
MALDQSKRYADLSLNEDELIAGGNHILCAYKMKPMAGHGYLEAAAHFAAESSTGTNVEVCTTDDFTKHVDALVYHIDEATEEMRIAYPLELFDRNMIDGRMMMVSFLTLTIGNNQGMGDIEHAKMYDFHVPPRALQLFDGPATDISNLWRILGRPVKDGGYIAGTIIKPKLGLRPEPFAEAAYSFWLGGDFIKNDEPQGNQVFCPTKKVIPLVADAMKRAQDETGQAKLFSMNVTADDHYEMCARADFVLETFGSDADKVALLVDGYVGGPGMVTTIRRQYPDQYLHYHRAGHGAITSPSSKRGYTAFVLAKMARLQGAS... | 5 | 0 |
MALDQSNRYADLSLKEEDLIKGGNHVLCAYLMKPKEGFFDYLGTAAHFAAESSTGTNVEVCTTDDFTKGVDALVYEIDEEKELMKIAYPVDLFDRNMKDGRAMIVSFLTLAIGNNQGMGDIEYGKMLDFYVPPKYLRLFDGPNKNIVDMWRVLGRPLENGGMVVGTIIKPKLGLRPEPFAKACYQFWLGGDFIKNDEPQGNQVFAPTRKIIPLIVDAMKRAQDETGEAKIFSANITADDPFEMIHRGEYILEEFGEFGDHVAFLVDGYVGGPTAITTCRRYFPNQFLHYHRAGHGAVTSQQSQRGYSVLVHMKMARMQGA... | 4.8 | 0 |
MALDQSSRYADLNLKEEDLIAGGKHILCAYKMKPKAGTGYLEAAAHFAAESSTGTNVEVCTTDEFTKGVDALVYYIDEATEDMRIAYPMELFDRNVTDGRMMLVSFLTLTIGNNQGMGDIEHAKMIDFHVPPEAIRQFDCPAYNIEDLWRILGRSTKDGGYIAGTIIKPKLGLRPEPFAHAAYQFWLGGDFIKNDEPQGNQVFAPIKKVMPLVYDAMKRAMDETGQAKLFSMNITADDHYEMCARADFALETFGADANKLAFLVDGFVGGPGMVTTARRQYPNQFLHYHRAGHGMVTSPSAKRGYTAFVLAKMSRLQGAS... | 9.4 | 1 |
MALDQSSRYSDLSLKEDELMAAGKHILVAYKMKPKAGHGYLEAAAHFAAESSTGTNVEVCTTDDFTKGVDALVYYIDEATEDMRIAYPLDLFDRNVIDGRMMIVSFLTLAIGNNQGMGDIEHAKMIDFFVPERAIQLFDGPSKDISDMWRILGRPVKDGGYIAGTIIKPKLGLRPEPFAHAAYQFWLGGDFIKNDEPQGNQVFAPMKKVMPLVADAMKRAQDETGQAKIFSANITADDHYEMCARADYILETFGPDADKVAFLVDGYVGGPGMVTTARRQYPNQYLHYHRAGHGAVTSPSAKRGYTAFVLAKMSRLQGAS... | 8.2 | 1 |
MALDQSSRYSDLSLKEEDLIAGGQHILCAYKMKPASGYGFLEVASHFAAESSTGTNVEVCTTDDFTKGVDALVYHIDEATEEMRIAYPIDLFDRNMIDGRMMLVSFLTLTIGNNQGMGDCEYAKMYDFFMPPRAIQLFDGPAKDISDLWRMLGRPVVDGGYIAGTIIKPKLGLRPEPFAEAAYQFWLGGDFIKNDEPQGNQVFCPAKKVYPLVYDAMKRAMDETGEAKLFSANITADDHAEMIARGEFILDAFGPDADKVAFLVDGYVGGPGMVTTARRYFPGQYLHYHRAGHGAVTSPSSKRGYTAYVLAKMSRLQGAS... | 3.8 | 0 |
MALDQSSRYSDLSLKEEDLIAGGRHILCAYKMKPKAGHGYLEAAAHFAAESSTGTNVEVCTTDEFTKGVDALVYHIDEANEDMRIAYPIELFDRNITDGRMMMVSFLTLTIGNNQGMGDIEYAKMIDFYMPKRAIELFDGPAKDISDLWRILGRPIVDGGYIAGTIIKPKLGLRPEPFAEAAYQFWLGGDFIKNDEPQGNQVFAPLKKVIPLVADAMKRAQDETGEAKLFSANITADDHSEMIARGEYILETFGEFADHVAFLVDGYVGGPGMITTARRWFPNQYLHYHRAGHGAVTSPSSKRGYTAFVLAKMSRLQGAS... | 8.1 | 1 |
MALDQTNRYSDLSLKEDELIASGDYVLCAYLMKPKSGYGYLEAAAHFAAESSTGTNVEVSTTDDFTKGVDALVYEIDEAKELMKIAYPVDLFDINIIDGRAMLASFLTLTIGNNQGMGDIEYAKMLDFYMPPKYLRLYDGPAVNIQDMWRILGRPIENGGYIAGTIIKPKLGLRPEPFAEAAYQFWLGGDFIKNDEPQGNQPFSPMKKTIPLVADAMRRAQDETGEAKLFSANITADDPAEMIARGEFVLETFGFEASQVAFLVDGYVAGPTAVATARRNFPNQFLHFHRAGHGAVTSPQSKRGYTAFVHIKMTRLLGAS... | 7.2 | 1 |
MALDQTSRYADLSLNEDKLIADGNHILVAYTMEPAAGHGYLATAAHFAAESSTGTNVEVSTTDDFTKGVDALVYEIDEANGIMKIAYPNELFDRNVTDGRIMLVSFLTLAIGNNQGMGDVKSAQMQDFYVPPKMLQLFDGPSKDISDMWRILGRPVKDGGYIAGTIIKPKLGLRPEPFASAAYQFWLGGDFIKNDEPQGNQVFCPMKKVMPLVADAMKRAQDETGQAKLFSANITADDHYEMLARADYILETFGENASHVAFLVDGYVGGPGMITTARRQYPNQYLHYHRAGHGAVTSPSSKRGYTAFVLAKMARLQGAS... | 6.2 | 1 |
MAYDQSHRYSNLKLEEAKLIAAGNHVLCAYRIQPKPGHGFLATAAHVAAESSTGTNVEVSTTDDFTRGVDALVYSVDEQAFGDGDGLIKIAFPLGLFDRNLTDGRMMLSQFTSLIIGNNQGMADFVGLRLLDVYVPPKALTLFDGPAVNIRELWRILGRASVDGGFLVGTIIKPKLGLRPKPFADAAYDFWLGGDFIKNDEPQGNQPFCPMREVVPLMADAMRRAQDKTGEAKLFSANITADDPREIIARGEYILETFGNEANHVAFLVDGFVAGPAGVATVRRHFPSTFLHYHRAGHGAITSGVNPRGYSTFVHIKLSR... | 2.2 | 0 |
MAYDQSHRYSNLKLEEARLIAEGNHVLCTYRLQPKPGHGFLATAAHVAAESSTGTNVEVSTTDDFTRGVDALVYAIDEHALGEDGGLIKLAYPLELFDRNITDGRMMLSQFTSLIIGNNQGMADFTSLRLLDVYLPPKALLLFDGPALNISHLWRVLGRDPVDGGFVVGTIIKPKLGLRPKPFADAAYDFWMGGDFIKNDEPQGNQPFCPMREVVPLLADSMRRAQDKTGEAKLFSFNITADDPREIIARGEYILQAFGNDANHVAFLVDGFVAGPSGVATVRRHFPNVFLHYHRAGHGAITSGVNPRGYTTFVHIKLSR... | 3.9 | 0 |
MDQSARYADLSLKEDDLIKGGKHVLCAYTMQPAAGYGYLEVAAHIAAESSTGTNVEICTTDDFTKGVDALVYYCNEAEGVIKIAYPMDLFDRNLTDGRTMIVSFLTLCIGNNQGMGDCKNLQMQDFYMPERMLQLFDGPQKDISDMWRILGRPVKDGGYIAGTIIKPKLGLRPEPFAKAAYQFWLGGDFIKNDEPQGNQVFCPMKKVMPLVVDAMRRAEDETGQAKLFSANITADCHDEMIARGEYILETFGPDADKCALLVDGYVGGPGMVTTARRHFADQYLHYHRAGHGAVTSPSSVRGYTALVLSKMSRLQGASGI... | 10 | 1 |
MDQSARYADLSLKEEDLIKGDKHILVAYHMQPATGYGYLEVAAHIAAESSTGTNVEVSTTDDFTKGVDALVYFIDEAKGVMKVAYPNDLFDRNVTDGRAMLVSFLTLAIGNNQGMGDVKHLQMQDFYVPWSMLRLYDGPAKDITDLWDILGRPRVDGGYIAGTIIKPKLGLRPEPFAKAAYQFWLGGDFIKNDEPQGNQVFCPTKKVIPLVYDAMKRAMDETGQAKLFSANITADDHYEMLARADYILEAFGPDANKVAFLVDGYVGGPGMITTARRQYPGQYLHYHRAGHGAITSPSAVRGYTAFVLAKMSRLQGASGI... | 5 | 0 |
MDQSARYADLSLKEEDLIKGGKHILVAYKMKPKSGHGYLEAAAHFAAESSTGTNVEVSTTDEFTKGVDALVYLIDEATEDMRIAYPLDLFDRNVTDGRMMIVSFLTLAIGNNQGMGDIEHAKMIDIYFPERAIQLFDGPSKDISDLWRILGRPIQNGGYIAGTIIKPKLGLRPEPFANAAYQFWLGGDFIKNDEPQGNQVFSPLKKTIPLVYDAMKRAQDETGQAKLFSMNITADDHYEMCARADFALETFGPDADKLAFLVDGFVGGPGMITTARRQYPNQYLHYHRAGHGMITSPSAKRGYTAFVLAKISRLQGASGI... | 7.3 | 1 |
MDQSARYADLSLKEEDLIKGGNHILVAYKMKPKTGYGYLETAAHFAAESSTGTNVEVSTTDDFTRGVDALVYHIDEATEEMRIAYPLDLFDRNITDGRMMVVSFLTLAIGNNQGMGDVEYGKMYDFWVPPRAIQLFDGPSKDISDLWRILGRPLKDGGYIAGTIIKPKLGLRPEPFAKAAYEFWLGGDFIKNDEPQGNQVFAPLKKTIPLVVDAMKRAMDETGEAKIFSANITADDHAEMLARGEYILEQFGPDADKVAFLVDGYVGGPGMITTARRWFPNQYLHYHRAGHGAVTSPQSQRGYTAYVLAKLSRLQGASGI... | 5.1 | 0 |
MDQSARYADLSLNEDELIAGGGHILVAYTMTPAEGYGYLEVAAHFAAESSTGTNVEVSTTDDFTKGVDAMVYFIDEAKGIMKIAYPNDLFDRNITDGRTMIVSFLTLAIGNNQGMGDVKCAQMQDFYVPPRMLQLFDGPSKDISDMWRILGRDVNEGGYIAGTIIKPKLGLRPEPFAEAAYQFWLGGDFIKNDEPQGNQVFCPAKKVYPLVYDAMKRAQDETGEAKLFSANITADDHHEMCARADFILETFGPDADKVAFLVDGYVGGPGMVTTARRNYAGQYLHYHRAGHGAVTSPSSVRGYTAFVLAKMSRLQGASGI... | 2.6 | 0 |
MDQSARYANLNLKEADLIAGGKHVLCAYTMKPKRGHGPYLAAAAHFAAESSTGTNVEVSTTDDFTRGVDALVYEIDEANEIMKIAYPVELFDRNIIDGRAMIASFLTLTIGNNQGMGDIEYGKMHDFYVPPAYLKLFDGPSTGIKDMWRVLGRPVVDGGFIVGTIIKPKLGLRPEPFAKACYDFWLGGDFIKNDEPQGNQVFAPFKEMVRLVNDAMVRVQDKTGAAKLFSFNITADDHYEMIARGEYILETFGPNADHVAFLVDGYVAGPAAVTTARRAFPKQYLHYHRAGHGAVTSPSSKRGYTAFVLSKMARLQGASG... | 6.6 | 1 |
MDQSARYSDLSLKEEDLIKGGRHILVAYKMKPKTGLGYLEAAAHFAAESSTGTNVEVSTTDDFTKGVDALVYHIDEATEDMRIAYPLELFDRNVIDGRFMMVSFLTLTIGNNQGMGDIAYAKMIDFWVPPEVVRQFDGPATNIEELWRILGRPVKDGGYIAGTIIKPKLGLRPEPFAAAAYQFWLGGDFIKNDEPQGNQVFAPIKKVLPLVYDSMKRAMDETGQAKLFSMNITADDHYEMCARADFALETFGTDANKLAFLVDGFVGGPGMITTARRQYPNQFLHYHRAGHGMITSPSAQRGYTAFILAKMARLQGASGI... | 6 | 1 |
MDQSARYTDLSLREDDLIAGGKHILCAYAMRPKSGSFLEAAAHFAAESSTGTNVDVSTTDDFTRGVDAIVYHADEATEEVRIAYPLDLFDRNMIDGRMMMVSFLTLTIGNNQGMGDIEYAKMFDFYVPRAAISLFDGPAMGIADLWRVLGRPVTDGGYIAGTIIKPKLGLRPEPFARAAYEFWLGGDFIKNDEPQGNQVFAPMKQTIPLVYDAMKRAMDDTGEAKLFSANITADDHAEMIARGEFILETFGPDADKVAFLVDGYVGGPGAVTTARRYFARQYLHFHRAGHGAVTSPSSKRGYTAYVLAKMARLQGASGIH... | 7 | 1 |
MDQSARYVNLDLKEDALIAGGQHVLCAYIMRPKAGYGFVETAAHFAAESSTGTNVEVCTTDDFTKGVDALVYEVDEASELMKIAYPIDLFDRNITDGKAMIASFLTLTIGNNQGMGDVEYAKMHDFYVPPAYLSLFDGPSVNIGALWKVLGRPEVNGGLVVGTIIKPKLGLRPQPFAAACEAFWRGGDFIKNDEPQGNQPFAPFKETIRLVADAMARVQDETGQAKLFSANITADDPFEIIARGEYVLETFGANAGHVALLVDGYVAGPTAVTTARRRFPNTFLHYHRAGHGAVTSPQSKRGYTAFVLSKMARLQGASGI... | 8.4 | 1 |
MDQSDRYANLGLKEADLMAGGRHVLVAYIMKPKAGFGGFLETAAHFAAESSTGTNVEVSTTDDFTRGVDALVYEINEATGLMKIAYPVELFDHNITDGRAMICSFLTLTIGNNQGMGDVEYAKMHDFWVPPVYLNAFDGPSTTIADLWRVLGRPHVNGGFIVGTIIKPKLGLRPKPFADACYDFWLGGDFIKNDEPQGNQIFAPMRETVKLVSDAMKRAQDKTGMAKLFSFNITADDHYEMVARGEYILEVFGENARHVAFLVDGYVTGPAAITTARRRFPDQYLHYHRAGHGAVTSPQSMRGYTAFVLSKMARLQGASG... | 7.2 | 1 |
MDQSERYADLSLKEAELIAGGKHVLCAYIMKPKAGHGYLAAAAHFSAESSTGTNVEVCTTDDFTRGVDALVYEINEAEEIMKIAYPVALFDLNIIDGRAMMASFLTLTIGNNQGMSDIEYAKMHDFYFPPDYLALFDGPAMNIEDMWRVLGRPLKDGGMIAGTIIKPKLGLRPRPFADACHQFWLGGDFIKNDEPQGNQVFAPLKETIALVADAMERAQQETGAAKLFSANITADDPAEMIARGEYILKTFGDNASHVAFLVDGYVAGSTAVTTCRRNFPGQFLHYHRAGHGAVTSPQSRRGYTAFVHCKMSRLLGASGI... | 4.6 | 0 |
MDQSGRYANLSLKEEDLIADGNHVLCAYIMKPKAGYGYLETAAHFAAESSTGTNVDVSTTDDFTRGVDALVYEIDEAKELMKIAYPIELFDRNITDGRAMICSFLTLAIGNNQGMGDVEYAKMHDFWVPPSLLRLFDGPAATISDLWRVLGRPHVDGGFIVGTIIKPKLGLRPQPFADACYDFWLGGDFIKNDEPQGNQLFSPLKETIPLVADAMKRAQDKTGEAKLFSANITADDHYEMLARAEFILETFAEDADHVAFLVDGYVTGPAAITTARRNFPKQYLHYHRAGHGAVTSPQSMRGYTAFVLSKIARMQGASGI... | 3.1 | 0 |
MDQSGRYSDLALHEKELIEGGRHVLCAYILKPKAGHGYLATAAHFAAESSTGTNVEVCTTDDFTRGVDALVYEIDEAREITKIAYPIELFDRNITDGRAMLASFLTMTIGNNQGMGDVEYAKMHDFYIPPAYLQLFDGPAMNIVDLWRVLGRPMLDGGMVVGTIIKPKLGLRPQPFADACYQFWLGGDFIKNDEPQGNQVFSPLKETIRLVADAMRRAQDETGEAKLFSANITADDPFEMIARGEYILETFAENANHVAFLVDGYVAGPTAITTCRRRFPNQFLHYHRAGHGAVTSPSAKRGYTAFVHCKMSRLQGASGI... | 4.9 | 0 |
MDQSKRYADLGLGEEDLIARGQHVLVAYKMRPKAGVRYLEAAAHFAAESSTGTNVEVSTTDDFTRSLDALVYLVDEATEELRIAFPLELFDRNITDGRMMAVSFLTLVIGNNQGMGDIEHAKIYDFWVPPRAIELFDGPARNISDLWRTLGRPVMDGGFVAGTIIKPKLGLRPEPFARAAYLFWLGGDFIKNDEPQGNQVFAPLKKTIPLVRDAMRRAMDETGQAKLFSANITADDHHEMVARGEFILETFGPDADKVAFLVDGFVGGPGTVTTARRRFPNQFLHYHRAGHGMITSPRSRRGYDAYVLAKLSRLQGASGI... | 4.5 | 0 |
MDQSKRYADLSLKEAELIQGGQHILAAYKMKPKSGHGYLEAAAHFAAESSTGTNVEVSTTDDFTRGVDALVYLIDEAREEMRIAYPLDLFDRNITDGRMMIVSFLTLAIGNNQGMGDIEYAKMYDFHVPRRAIELFDGPAKDISDLWRLLGRPVKDGGYIAGTIIKPKLGLRPEPFAQAAYEFWLGGDFIKNDEPQGNQVFAPMKKVMPLLYDAMKRAMDETGEAKIFSANITADDHFEMIARGEYILETFGPDADKIAFLVDGYVGGPGMVTTARRCFANQYLHYHRAGHGAVTSPQSKRGYTAYVLAKMSRLQGASGI... | 4.7 | 0 |
MDQSKRYANLDLEEKDLIAKGRHVLVAYIMKPKAGHGYLETAAHFAAESSTGTNVEVSTTDDFTRGVDALVYEIDEARELTKIAYPVELFDRNIIDGRAMLASFLTLTIGNNQGMGDVEYAKMHDFYVPPAYLRLFDGPSTTIADLWRVLDRPVVDGGFIVGTIIKPKLGLRPQPFADACYDFWLGGDFIKNDEPQGNQVFSPLKETVRRVADAMKRAQDKTGEAKLFSWNITADDYREMIARGEYILETFGPDADHIAFLVDGYVAGPQAITTARRHFPKQYLHFHRAGHGAVTSPSAKRGYTGFILAKMARLQGASGI... | 6.1 | 1 |
MDQSKRYAQLGLTEQSLIQGGAHVLCAYRMKPKSGHGYLATAAHFAAESSTGTNVEVCTTDDFTRGVDALVYEIDEQRELMKIAFPVDLFDRNIIDGRAMIASFLTLTIGNNQGMSDVDYAKMVDFYVPPKFLQLFDGPAANIADMWRVLGRPQSDGGMVVGTIIKPKLGLRPKPFADACYQFWLGGDFIKNDEPQGNQVFAPLKETIRLVADAMKRAQDETGQAKLFSANITADDPAEMLARGHYILETFAENASHVAFLVDGYVAGPTAVTTCRRNFPAQFLHYHRAGHGAVTSKQSKRGYTVLVHMKMARLLGASGI... | 5.5 | 0 |
MDQSKRYARLDLREEDLISGGRHVLTAYRMKPKQGYGYLETAAHFAAESSTGTNVEVSTTDDFTRGVDALVYWIDEANELMKIAYPIDLFDRNILDGRAMMVSFLTLAIGNNQGMGDVEYAKMLDFYFPPAYLRLFDGPTKNIADLWRVLGRPVVNGGFIQGTIIKPKLGLRAIPFAKACYEYWAAGGDFIKNDEPQGNQVFAPLQKVIPLVADAMKRAMDETGEAKLFSANITADDPAEIIARGEFILREFGEHADHVAFLIDGYLAGTTGVTTARRNFPDQFIHYHRAGHGAITSPQSKRGYTSFVLSKMARLQGASG... | 7.4 | 1 |
MDQSKRYARLDLTEEELIKGGKHVLAAYKMKPKAGYGYLEAAAHFAAESSTGTNVEISTTDDFTRGVDALVYHIDEATEDMRIAYPIDLFDRNMLDGKTMLVSFLTLAIGNNQGMGDIEHAKMIDFYMPPEMLSLYDGPQVNIEDLWRILGRPEKDGGYIAGTIIKPKLGLRPEPFAKAAYQFWLGGDFIKNDEPQGNQVFAPMQKVIPLVVDAMRRAMDETGQAKIFSANITADWHDEMIARGEFILDAFGADADKVAFLVDGYVGGPGMVTTARRYFPNQFLHYHRAGHGAVTSPSAKRGYSAYVLAKMSRLQGASGI... | 5.6 | 1 |
MDQSKRYCNFALKEDELIAAGRHVLCAYIIKPKAGYEPISTAAHFAAESSTGTNVEVCTTDDFTRGVDALVYEVTEQTGGEYLMKIAYPNELFDRNVIDGRAMIVSFLTLTIGNNQGMSDVDYAKMHDFHVPREMMMLFDGPAMNITDMWRVLGRPQVNGGMVVGTIIKPKLGLRPKPFADACHQFWLGGDFIKNDEPQGNQVFAPLKDTITLVADAMERAQQETGEAKIFSANITADDPFEMIRRGELILEIFGKNASHVAFLVDGYVGGPSAITTCRRYFPGQFLHYHRAGHGAVTSKQSKRGYNVLTHMKMARLQGA... | 7.3 | 1 |
MDQSKRYCNLALNEAELMAQGRHVLCAYIFKPKAGYEPIATAAHFAAESSTGTNVEVCTTDDFTRGVDALVYEVTEQANGDHLMKIAYPNDLFDRNLIDGRAMIVSFLTLTIGNNQGMSDVEYAKMHDFWMPPAMLQLFDGPAMNIADMWRVLGRPQVNGGMVVGTIIKPKLGLRPKPFADACHQFWLGGDFIKNDEPQGNQVFAPMREVIPLVADALRRAQDETGEAKLFSANITADDPFEMIKRGEMILETFGENANRVAFLVDGYVGGPSAITLARRYFPNQFLHYHRAGHGAVTSKQSKRGYSVLTHMKMARLQGA... | 8 | 1 |
MDQSKRYVNLALSEADLIKGGRHVLCAYRMRPRPGHGYVETAAHFAAESSTGTNVEVCTTDDFTRGVDALVYEVDEAEGLMKIAYPVDLFDRNIIDGKAMIASFLTLTVGNNQGMSDVENAKMEDFYVPPEFLKLFDGPACNISHMWKVLGRPEVNGGMVVGTIIKPKLGLRPKPFADACHQFWLGGDFIKNDEPQGNQVFAPLKETMRLVADAMRRAQDETGVPKLLSANITADDPAEMIARGNFILETFGENASHVAFLVDGFVAGPTAVTTCRRNFPDTFLHYHRAGHGAITSRQSKRGYTVLVHMKMARLLGASGI... | 6.3 | 1 |
MDQSKRYVNLGLREDDLIRGGRHVLCAYRMRPRAGYGYVETAAHFAAESSTGTNVEVCTTDDFTRGVDALVYHADEASGLMKIAYPVELFDRNIIDGKAMIASFLTLAVGNNQGMSDVDHAKMEDFWVPPDFLALFDGPAVNISHMWTVLGRPRENGGMVVGTIIKPKLGLRPKPFADACHQFWLGGDFIKNDEPQGNQVFAPFKETMILVADAMRRAQDETGIPKLFSANITADDPAEMIARGEFILKTFGENASHVAFLVDGFVAGPTAVTTCRRNFPGTFLHYHRAGHGAVTSRQSQRGYTVLVHMKMARLIGASGI... | 5.6 | 1 |
MDQSNRYAALELDEPALIARGRHVLAVYAMQPKRGTYLAAAAHFAAESSTGTNVEVCTTDDFTRGIDALVYHADADAGLMRIAFPLALFDRNVTDGKAMVASVLTLLAGNNQGMDDIAHAKLLDFYAPPDFLKAFDGPAANIETLRRVLGRGTGPILGTIIKPKLGLRPQPFAKACHDFWLGGDFIKNDEPQGNQVFAPMKETMRAVADAMARAQDETGAAKLFSANVTADDPAEILARCELILDAFGENADHVAFLVDGFVAGPTAVATVRRNHPDHFLHYHRAGHGAITSRQSRRGYTSLVLAKLARMMGASGFHTGG... | 1.2 | 0 |
MDQSNRYADLGLKEEDLIKGGHHILVAYKMAPRTGLGYLEAAAHFAAESSTGTNVEVSTTDDFTKGVDALVYYIDEATEDMRIAYPLDLFDRNVTDGRFMLVSFLTLVIGNNQGMGDIAHAKMIDFYMPDRVIQMFDGPGKGIADLWRILGRPVVNGGFIAGTIIKPKLGLRPEPFAQAAYQFWLGGDFIKNDEPQGNQVFAPIKKTLPLVYDAMKRAQDETGQAKLFSMNITADDHYEMCARADFALETFGPDADKLAFLVDGFVGGPGMITTARRQYPNQYLHYHRAGHGMITSPSAKRGYTAFVLAKMSRLQGASGI... | 7 | 1 |
MDQSNRYADLSLDEAELIRGGNHILCAYKLKPKAGTGFLEAAAHFAAESSTGTNVEVSTTDDFTKGVDALVYHIDEATEEVRIAYPLELFDRNIIDGRMMLVSFLTLTIGNNQGMGDIDHAKMYDFYVPRRAIELFDGPAVNIGELWRILGRPVVDGGYIAGTIIKPKLGLRPEPFAQAAYDFWLGGDFIKNDEPQGNQVFAPLRKTIPLVYDAMKRAMDETGEAKLFSANITADDHAEMIARGEFILQAFGPDADKVAFLVDGFVGGPGMVTTVRRYFPRQFLHFHRAGHGMVTSPSSKRGYTAYVLAKMSRLQGASGI... | 7.7 | 1 |
MDQSNRYADLSLDEDTLIKEGGHILVAYTMTPMPGFSGYLETAAHFAAESSTGTNVEVSTTDDFTKDLDAMVYEIDEAKGIMKIAYPCGLFDRNMIDGRAMIVSFLTLAIGNNQGMGDIQCSQMIDFHIPKQMLDIFDGPSKDITDLWNLLGRNRENGGYIAGTIIKPKLGLRPKPFAEAAYQFWLGGDFIKNDEPQGNQVYARMKDVMPLVADSMKRAQDETGEAKIFSANITADDHHEMIARGEYILETFGENAHHVAFLVDGYVGGCGMITTARRNFADQYLHYHRAGHGAITSPSSVRGYTAFVLAKLSRLMGASG... | 3.3 | 0 |
MDQSNRYADLSLDEDTLIKEGKHILVTYTMEPAEGYGYLSTAAHFAAESSTGTNVEVSTTDDFTKDLDAMVYEIDENAGIMKIAYPNNLFDRNLIDGRAMVVSFLTLAIGNNQGMGDVKCAQMQDFWVPKDMLDIFDGPSKDITDMWNLLGRPRDNGGYIAGTIIKPKLGLRPKPFAEAAYQFWLGGDFIKNDEPQGNQVYCRMKDVTPLVADAMKRAQDETGEAKLFSANITADDFHEMCARADYILEAFGENAHHVAFLVDGYVGGPGMVTTARRNYPNQYLHYHRAGHGAVTSPSSVRGYTAFVLAKLSRLMGASGI... | 5.8 | 1 |
MDQSNRYADLSLKEADLIAGGKHVLCAYIMKPKAGYGYLETAAHFAAESSTGTNVEVSTTDDFTRGVDALVYEVDAAGEIMKIAYPTDLFDRNITDGRAMIASFLTLCIGNNQGMGDVEYAKMHDFYMPPEYLSLYDGPATTIADLWRVLGRPEVDGGFIVGTIIKPKLGLRPQPFADAAYDFWLGGDFIKNDEPQGNQPFAPLKETITLVADALRRAQDDTGEAKLFSANITADDYHEMIARGEFILESFAENAGHVAFLVDGYVAGPQAITTARRTFPNQYLHYHRAGHGAVTSPQSKRGYTAFVLSKMARLQGASGI... | 5 | 0 |
MDQSNRYADLSLKEADLIAGGKHVLVAYKMAPNPGHTYLEAAAHFAAESSTGTNVEVSTTDDFTKGVDALVYLIDEATEDMRIAFPLELFDRNVTDGRMMMVSFLTCAIGNNQGMGDIKHAKMIDFYMPPRAIQLFDGPSKGIEDMWRILGRPVKDGGYISGTIIKPKLGLRPEPFAKAAYQFWLGGDFIKNDEPQGNQTFCPLKKVLPLVYDSMKRAQDETGDAKLFSMNITADDHYEMCARADMALEIFGPDADKLAFLVDGFVGGPGMITTARRQYADQFLHYHRAGHGMVTSPSAKRGYTAFVLAKMSRLQGASGI... | 7.3 | 1 |
MDQSNRYADLSLKEDDLIAGGQHILCAYKMKPKAGYGYLEAAAHFAAESSTGTNVEVCTTDEFTKGVDALVYHIDEATEEMRIAYPIDLFDRNVIDGRMMIVSFLTLTIGNNQGMGDIEHAKMYDFYVPRRAIELFDGPSVDISNLWRILGRPMQDGGYIAGTIIKPKLGLRPEPFAAAAYQFWLGGDFIKNDEPQGNQVFCPMKQVIPLVRDAMKRAMDETGQAKIFSANITADDHGEMIARGEYILEAFGPDADKVAFLVDGYVGGPGMVTTARRYFSRQYLHYHRAGHGAVTSPSSKRGYTAYVLAKMSRLQGASGI... | 7.6 | 1 |
MDQSNRYADLSLKEDDLIKGGNHVLVAYLMKPKTGYGYLEAAAHFSAESSTGTNVEVSTTDDFTKGVDALVYEIDEAKEIMKIAYPVDLFDRNITDGRAMIVSFLTLAIGNNQGMGDIAYAKMLDFYVPQKYLRLFDGPSKDISDLWRILGRPVVNGGYIAGTIIKPKLGLRPKPFAEAAYQFWLGGDFIKNDEPQGNQVFSPMRETIPLVYDSMKRAMDETGEAKLFSANITADDHYEMMARGEFILNTFGPDADKVAFLVDGYVGGPGMVTTARRHFANQYLHYHRAGHGAVTSPSAKRGYTAFVLAKMSRLQGASGI... | 8.4 | 1 |
MDQSNRYADLSLKEEDLIAGGKHLLTAYKLKTAPGYGFLEVAAHIAAESSTGTNVEVSTTDDFTRGVDCMVYEIDETAFEDGFGLFKAAYPIELFDINITDGQYMVSQMHSLILGNNQGMGDHVGLRLMDFMVPEAMLKKFDGPNVGIKDLWKILGRPEVDGGYIAGTIIKPKLGLRPEPFAKAAYQFWLGGDFIKNDEPQGNQTFCPMKEVIPKVVDAMDRAQQETGEAKLFSANITADCYKEMIARGNYILDEFDKIGARDHVAFLVDGFVTGVHGVTTCRREFPDTFLHYHRAGHGAVTSYKSPMGMDPLCFMKLSR... | 4.8 | 0 |
MDQSNRYADLSLKEEDLIAGGKHLLVAYKLIPAEGYGFLEVAAHVAAESSTGTNVEVSTTDDFTRGVDALVYEIDETAFGDHPVTGGGLMKIAYPVDLFDPNLIDGHFNVSHMWSLILGNNQGMGDHNGLRMLDFMVPEVMIKNFDGPSTGISDMWKVLGRPEVDGGYISGTIIKPKLGLRPEPFVKACYQFWLGGDFIKNDEPQANQPFCPMETVIPMVAETMDRVQQETGEAKIFSANATADFHGECIKRGEFILESFAKYGNEKHVAFLIDGFVTGPAGVTTARRAFPDTFLHFHRAGHGAVTSYKSPMGMDPLCYM... | 6.6 | 1 |
MDQSNRYADLSLKEEDLIAGGRHILVAYKMKPKAGHGYLEAAAHFAAESSTGTNVEVSTTDEFTKGVDALVYLIDEATEEMRIAFPMDLFDRNILDGRMMIVSFLTLVIGNNQGMGDIQHAKIYDFFMPPRAIQLFDGPSKDISDMWRILGRPVKDGGYIAGTIIKPKLGLRPEPFAQAAYQFWLGGDFIKNDEPQGNQTFAPMNKVMPLVHDAMKRAMDETGEAKLFSANITADDHYEMLARGDYILRTFGPDADKVAFLVDGYVGGPGMITTARRAFPNQYLHYHRAGHGAVTSPSAKRGYDAYVLAKMSRLQGASGI... | 1.2 | 0 |
MDQSNRYADLSLKEEDLIAGQEHILVAYEMEPFGGHGYLETAAHIAAESSTGTNVEVSTTDDFTKGVDALVYDIDEANHMMRIAYPLALFDRNGRDGKAMIVSFLTLTIGNNQGMGDVKNLQMVDFWIPETKLYLFDGPTVDISDMWRMLGRPVENGGYIAGTIIKPKLGLRPEPFANAAYQFWLGGDFIKNDEPQGNQVFCPMKKVIPLVADAMKRAQDETGEAKLFSANITADDHYEMCYRADYILETFGEDAPKVAFLVDGYVGGPGMITTARRNYASQYLHYHRAGHGAITSPSSKRGYTAFVLAKMSRLQGASGI... | 5.3 | 0 |
MDQSNRYADLSLKEEDLIAGQNHILVAYNMQQVAGYGYLEVAAHIAAESSTGTNVEVCTTDDFTKALDALVYEIDEANHVIKIAYPFDLFDRNGTDGKTMLVSFLTLAIGNNQGMGDVKNLQMVDFWVPETKLHLFDGPAKDISDMWRVLGRDYKNGGYIAGTIIKPKLGLRPEPFAAAAYQFWLGGDFIKNDEPQGNQVFAPMKKVMPLVVDAMKRAQDETGQAKLFSANITADDHYEMLYRADYILEAFGEFAQNVAFLVDGYVGGPGMITTARRNYPSQYLHYHRAGHGAITSPSANRGYTAFVLSKISRLQGASGI... | 1.4 | 0 |
MDQSNRYADLSLKEEDLIEGGKHILVAYKMKPVDGVGYLEAAAHFAAESSTGTNVEVSTTDDFTKGVDALVYHIDEETEDMRIAYPMELFDRNVTDGRMLLVSFLTLVIGNNQGMGDIAYGQMIDFYMPPRAIQLFDGPAKDISDLWRILGRPVENGGYIAGTIIKPKLGLRPEPFAEAAYQFWLGGDFIKNDEPQGNQVFAPVKKVIPLVADAMKRAQDETGEAKLFSMNITADDHYEMCARADFALETFGEDADKVAFLVDGFVGGPGMVTTARRQYPNQYLHYHRAGHGMITSPSSKRGYTAYVLAKMSRLQGASGI... | 8.8 | 1 |
MDQSNRYADLSLKEEDLIEGGRHVLAAYRMKPMPGYDYLATAAHVAAESSTGTNVEVVTTDDFTRSVDALVYEIDEEKELMKIAYPIELFDRNVKDGRAMVVSMMTLMVGNNQGMGDVEYLKLLDFYVPHALMKLFDGPSKNIVDMWRVLGRDLDNGGMVVGTIIKPKLGLRPKPFADACYQFWLGGDFIKNDEPQGNQVFAPLKEIIPLIADAMRRAQDETGQAKLFSANITADDPFEMIRRGEFILEAFGENADHVAFLVDGFVGGPTAVTLARRYFPNQFLHYHRAGHGMVTSERSNRGYSMLCHMKWARMLGASGI... | 6 | 1 |
MDQSNRYADLSLKEEDLIKGGKHILVAYKMKPKAGYGYLESAAHFAAESSTGTNVETSTTDDFTKGVDALVYSIDEATEDMRIAYPLDLFDRNMTDGRMMMVSILTLIIGNNQGMGDIEYGKIHDIFIPERAIQLFDGPAKDISDLWRILGRPLKDGGYIAGTIIKPKLGLRPEPFAKAAYQFWLGGDFIKNDEPQGNQVFCPARKVYPLVYDAMKRAMDETGQAKIFSANISADDHYEMLHRADFILETFGPDADKVAFLVDGFVGGPGMITTARRQYPNQYLHYHRAGHGMITSPSAKRGYTALVLGKIARLQGASGI... | 7.1 | 1 |
MDQSNRYADLSLKEEDLIKGGNHILVAYTMEPAAGVGYLEAAAHIAAESSTGTNVEVSTTDEFTKGVDALVYFIDEAKGIMKVAYPNDLFDRNLTDGRVMIVSFLTLCIGNNQGMGDIANLQMQDFYVPPRMLQLFDGPAKDISDLWRILGRPVKDGGYISGTIIKPKLGLRPEPFAKAAYQFWLGGDFIKNDEPQGNQVFCPIKKVLPLVYDSLKRAQDETGQAKLFSMNITADDHYEMCARADFALETFGPDADKVAFLVDGFVGGPGMITTARRQYPSQYLHYHRAGHGMVTSPSSKRGYTAFVLAKMSRLQGASGI... | 6.1 | 1 |
MDQSNRYADLSLKEEDLIKGQNHILVAYTMTPAAGYGYLEVAAHVCAESSTGTNVKVCTTDEFTEGLDAMVYEIDEANKTMKVAYPFGLFDRNNIDGKSMVVSFLTLSVGNNQAMGDVHQLQMVDFWIPETKLHLYDGPAQDISYLWKLLGRPRVDGGYIAGTIIKPKLGLRPEPFAKAAYQFWLGGDFIKNDEPQGNQTYAPMKTVIPLTVDAMKRAQDETGETKLFSANITADDYHEMTYRADYVLETFGELAPQVALLVDGYVGGPGMITTARRNYPSQYLHYHRAGHGAITSPLANRGYTAFVLAKLSRLMGASGI... | 1.7 | 0 |
MDQSNRYADLSLKEEDLISGGKHILVAYKMKPKAGHGYLEAAAHFAAESSTGTNVEVSTTDDFTKGVDALVYHIDEATEDMRIAFPLELFDRNVTDGRMMIVSFLTLVIGNNQGMGDIEHGQMIDFFMPPRAIQLFDGPAKDISDLWRILGRPIKDGGYIAGTIIKPKLGLRPEPFAAAAYQFWLGGDFIKNDEPQGNQVFAPVKKTIPLVYDAMKRAMDETGEAKLFSMNITADDHYEMCARADFALETFGPDADKLAFLVDGFVGGPGMITTARRQYAGQYLHYHRAGHGMITSPSAKRGYTAFVLAKMSRLQGASGI... | 10.3 | 1 |
MDQSNRYADLSLKEEDLLAGGGHVLVAYIMKPKQGYGYLEAAAHFAAESSTGTNVEVSTTDDFTKGVDALVYEIDEAKEIMKIAYPCDLFDRNITDGRAMLVSFLTLAIGNNQGMGDIEYAKIHDFYVPPAYLRLFDGPSKDISDMWRILGRPIKDGGYIAGTIIKPKLGLRPEPFAAAAYQFWLGGDFIKNDEPQGNQVFCPAKKVYPLVYDAMKRAMDETGQAKLFSANITADDHYEMLARGEFILEAFGPDADKVAFLVDGYVGGPGMVTTARRNFPNQYLHYHRAGHGAVTSPSAKRGYTAFVLAKMSRMQGASGI... | 0.8 | 0 |
MDQSNRYADLSLNEADLIAGGKHLLVAYKLIPAKGYGFLEVAAHIAAESSTGTNVEVSTTDDFTRGVDALVYDIDETAFGDNGVTGGGLMKVAYPVELFDPNLIDGNYNVSHMWSLILGNNQGMGDHVGLRMLDFMVPECMIRKFDGPSTGIADLWKVLGRPEVDGGYISGTIIKPKLGLRPEPFAKACLDFWLGGDFIKNDEPQANQPFCPMKVVIPKVAEAMDRAQQETGNAKLFSANATADFHGECIARGEYILSEFAKYGNESHVAFLIDGFVTGPAGVTTARRAFPDTFLHFHRAGHGAVTSYKSPMGMDPLCYM... | 13.1 | 1 |
MDQSNRYADLSLRENDLISNGKHILVAYKMKPKAGHGYLEAAAHFAAESSTGTNVEVSTTDDFTKGVDALVYHIDEAADDMRIAYPLELFDRNVTDGRMMIVSFLTLVIGNNQGMGDIEHGQMIDFFMPPRAIQLFDGPAKDISDLWRILGRPVQNGGYIAGTIIKPKLGLRPEPFAAAAYQFWLGGDFIKNDEPQGNQVFAPVKKTIPLVYDAMKRAMDETGAAKLFSMNITADDHYEMCARADFALETFGPDADKLAFLVDGFVGGPGMITTARRQYPGQYLHYHRAGHGMITSPSANRGYTAFVLAKMARLQGASGI... | 3 | 0 |
MDQSNRYADLSLSEEELIKGGQHILCAYKMAPKDALDYLEAAAHFAAESSTGTNVEVSTTDDFTKGVDALVYHIDPATEDMRIAYPLALFDRNITDGRFMLVSFLTLAIGNNQGMGDIKHAKMVDFYVPERVIQMFDGPAKDISDLWRILGRPVKDGGYISGTIIKPKLGLRPEPFAQAAYQFWLGGDFIKNDEPQGNQVFSPIKKTIPLVYDALKRAQDETGQAKLFSMNITADDHYEMCARADFALQTFGTDADKLAFLVDGFVGGPGMITTARRQYPNQYLHYHRGGHGMVTSPSAKRGYTAFVLAKMSRLQGASGI... | 3 | 0 |
MDQSNRYADLSLTEAELIAGGQHILCAYKMKPKAGHRYLEAAAHFAAESSTGTNVEVCTTDEFTKGVDALVYHIDEASEDMRIAYPLDLFDRNMTDGRMMMASFLTLTIGNNQGMGDIEHAKMVDFYVPRRGIELFDGPSKDISDLWRMLGRPVKDGGYIAGTIIKPKLGLRPEPFARAAYEFWLGGDFIKNDEPQGNQVFAPLKKVIPLVYDSMKRAMDETGEAKLFSMNITADDHFEMCARADFALEAFGPDADKLAFLVDGYVGGPGMITTARRQYPNQYLHYHRAGHGAVTSPSSKRGYTAYVLAKMSRLQGASGI... | 7.2 | 1 |
MDQSNRYADLSLTEAELIKNGQHILVAYHMRPKPGHGYLEAAAHFAAESSTGTNVDVCTTDDFTRGVDALVYYINEATEDMRIAYPLDLFDRNVTDGRFMLVSFLTLVIGNNQGMGDIAHGKMIDFYVPERAIQMFDGPSKDISDLWRILGRPVKDGGFIVGTIIKPKLGLRPEPFAQAAYQFWLGGDFIKNDEPQGNQVFAPLKKTIPLVYDALKRAQDETGQAKLFSMNITADDHYEMLARADFALETFGPDADKLAFLVDGFVGGPGMVTTARRQYPNQYLHYHRAGHGMVTSPSAKRGYTAFVLAKMSRLQGASGI... | 5.4 | 0 |
MDQSNRYADLTLSEADLMSAGNHVLVAYHMRPKTGYGYLATAAHFAAESSTGTNVDVSTTDDFTRGVDALVYEIDEANELMKIAYPVDLFDRNITDGRAMICSFLTLAIGNNQGMGDVEYAKMHDFWVPPAFLRLFDGPSTTISDLWRVLGRPHVDGGFIVGTIIKPKLGLRPKPFADACHDFWLGGDFIKNDEPQGNQTFAPLKQTIPLVADAMRRAQDATGEAKLFSANITADDHHEMLARAEFILETFAENADHVAFLVDGYVTGPAAITTARRSFPRQYLHYHRAGHGAVTSPQSMRGYTAFVLSKMARMQGASGI... | 4.6 | 0 |
MDQSNRYADLTLTEEKLVADGNHLLVAYRLKPAAGYGFLEVAAHVAAESSTGTNVEVSTTDDFTRGVDALVYEIDEAAFGDKGGLMKIAYPVDLFDPNLIDGHYNVSHMWSLILGNNQGMGDHEGLRMLDFLVPEKMVKRFDGPATDISDLWKVLGRPEVDGGYIAGTIIKPKLGLRPEPFAKACYDFWLGGDFIKNDEPQANQNFCPMEVVIPKVAEAMDRAQQATGQAKLFSANVTADFHEEMIKRGEYVLGEFAKYGNEKHVAFLVDGFVTGPAGVTTSRRAFPDTYLHFHRAGHGAVTSYKSPMGMDPLCYMKLAR... | 11.3 | 1 |
MDQSNRYANLDLKEEDLIAGGKHFLVAYKLIPAKGFGFLEVAAHVAAESSTGTNVEVSTTDDFTRGVDALVYEVDETAFGNDPVKGGGLMKIAYPVELFDPNLSDGVFNVSHMWSLILGNNQGMGDHEGLRMLDFLVPECMVKKFDGPATNISDMWKTMGRPEVDGGYIAGTIIKPKLGLRPEPFARACYEFWLGGTFIKNDEPQANQPFCPMETVIPLVAQTMDRAQQETGEVKIFSANVTADFHGEMIKRGEFILGEFAKYGNEKHVAFLVDGFVTGPAGVTTCRRAFPETFLHFHRAGHGAVTSYKSPMGMDPLCYM... | 12.7 | 1 |
MDQSNRYANLDLKEEDLINGGRHMLVAYRMKPAPGYGFLEVAAHIAAESSTGTNVEVSTTDDFTRGVDALVYEIDETAFGDQGGLLKIAYPVELFDHNLIDDKHPVSHMWSLVLGNNQGMGDHLGLRMLDFYLPEVMVRNFDGPATNIEDMWRVLGRPTKDGGYIAGTIIKPKLGLRPEPFAKACYDFWLGGTFIKNDEPQANQTFAPMKKVIPLVAEAMDRAQQETGEAKLFSANITADFFGEMIARGEYILNEFAKYGNEDHVAFLVDGFVTGPAGVATARHYFPKTFLHFHRAGHGALTSYKSPMGMDPLCYMKLAR... | 9.7 | 1 |
MDQSNRYANLNLKEADLIAGDRHVLCAYVMKPKKGFGGYLETAAHFAAESSTGTNVEVSTTDDFTRGVDAIVYEIDEAKEIMKIAYPVELFDRNIIDGRAMIASFLTLTIGNNQGMGDVEYGKMHDFYMPPSLMRLFDGPSTTIRDLWRVLGRPVVNGGFIVGTIIKPKLGLRPKPFADACYDFWLGGDFIKNDEPQGNQVFAPFKETVNLVNDAMIRAQDKTGQPKLFSFNITADDHHEMIARGEYILETFGQNADHVAFLVDGYVAGPAAITTARRNFPKQYLHYHRAGHGAVTSPQSKRGYTAFVLSKMARLQGASG... | 4.1 | 0 |
MDQSNRYANLNLKEADLIAGGKHLLVAYKLIPAKGYGFLEVAAHVAAESSTGTNVEVSTTDDFTRGVDALVYEIDETAFGDDPVKGGGLMKIAYPVDLFDPNLIDGYYNVSHMWSLILGNNQGMGDHVGLRMLDFLVPECMVKKFDGPSAGIADLWRVLGRPEVDGGYIAGTIIKPKLGLRPDPFAKACYDFWLGGDFIKNDEPQANQVFCPMEVVIPKVVQAMDKAQQETGQAKLFSANVTADFHGEMIKRGEYILGEFAKIGSEKHVAFLVDGFVTGPAGVTTARRAFPDTFLHFHRAGHGAVTSYKSPMGMDPLCYM... | 11.9 | 1 |
MDQSNRYANLNLKEEDLIKNGKHLLVAYKLIPAKGHGFLEVAAHVAAESSTGTNVEVSTTDDFTRGVDALVYEIDETAFGDDPVKGGGLFKVAYPVELFDPNLTDGTYNISHMWSLILGNNQGMGDHQGLRMLDFLVPEMMVRKFDGPSANISNLWKVLGRSETDGGYIAGTIIKPKLGLRPEPFAKACYDFWLGGDFIKNDEPQANQPFCPMEVVMPKVAEAMDRAQQATGQAKLFSANITADYYKEMIHRGDFVLETFAKYNSASHVAFLVDGFVTGPAGVTTARREFPDTFLHFHRAGHGAVTSYKSPMGMDPLCYM... | 12.2 | 1 |
MDQSNRYANLNLKESELIAGGRHVLCAYIMKPKAGFGNFIQTAAHFAAESSTGTNVEVSTTDDFTRGVDALVYEVDEANSLMKIAYPIELFDRNVIDGRAMIASFLTLTIGNNQGMGDVEYAKMYDFYVPPAYLKLFDGPSTTIKDLWRVLGRPVINGGFIVGTIIKPKLGLRPQPFANACYDFWLGGDFIKNDEPQGNQVFAPFKDTVRAVADAMRRAQDKTGEAKLFSFNITADDHYEMLARGEFILETFADNADHIAFLVDGYVAGPAAVTTARRAFPKQYLHYHRAGHGAVTSPQSKRGYTAFVLSKMARLQGASG... | 6.4 | 1 |
MDQSNRYANLNLNEQTLVDEGKHVLCAYIMKPKEGYEYISTAAHFAAESSTGTNVEVSTTDSFTRSVDAIVYEADETFEVVKVAYPIELFDRNMIDGRAMIASFLTLTIGNNQGMGDVEYAKMYDFYFPPNFLKLFDGPSTTIADLWRVLGRPANNGGFIVGTIVKPKLGLRPQPFANACYDFWLGGDFIKNDEPQGNQPFAPLKETITAVADAMRRAQDETGEAKLFSANITADDYHEMLARGEFILETFGENADHVAFLVDGYVCGPQAITTARRTFPNQYLHYHRAGHGAVTSPQSKRGYTAFVLAKMARLQGASGI... | 6.9 | 1 |
MDQSNRYANLSLREEDLIAGGKHVLCAYIMKPKAGYGYLESAAHFAAESSTGTNVEVCTTDDFTRGVDALVYEIDEANELMKIAYPVDLFDRNIIDGRAMLASFLTLAIGNNQGMGDIEYAKIHDVYFPPCYLRLFDGPAMNIVDMWRVLERPLVDGGMVVGTIIKPKLGLRPEPFAAACYQFWLGGDFIKNDEPQGNQVFAPLRTIMPMIADSMRRAQDETGQAKLFSANITADDPAEMYARGEFILETFGEFADHVAFLVDGYVAGPTAVTACRRRFPQQFLHYHRAGHGAVTSPQSKRGYTAFVHCKMSRLSGASGI... | 3.8 | 0 |
MDQSNRYARIELDEATLIAEGKHVLCAYKMKPKEGFDGYLATAAHFAAESSTGTNVEVSTTDDFTRGVDALVYEIDEANEVMKIAYPIELFDRNIIDGRAMLASFLTLTIGNNQGMGDVEYAKMHDFYVPPAYLRLFDGPAMNIQDMWRVLGRDVNDGGMVVGTIIKPKLGLRPQPFADACYEFWLGGDFIKNDEPQGNQTFAPLKETIALVADAMKRAQDATGEAKLFSANITADDPAEMIARGEYILETFGPDADHVAFLVDGYVAGPTAVTACRRNFPGQFLHYHRAGHGAVTSPQSKRGYTAFVHCKMSRLSGASG... | 7.5 | 1 |
MDQSNRYARLDLDEKALIAGGRHVLCAYTMKPKGDGDYLATAAHFAAESSTGTNVEVHTTDDFTKGVDALVYEIDPGNEVMKIAYPVELFDRNIIDGRAMLASFLTLTIGNNQGMGDVAHAKMRDFYVPPAYLRLFDGPAMNIADMWRVLGRSVTDGGMVVGTIIKPKLGLRPQPFADACYEFWLGGDFIKNDEPQGNQVFAPLKETIRLVSDAMKRAQDKTGEAKLFSANITADDHYEMLARGEYILETFGENADHVAFLVDGYVAGPAAITTARRAFPHQFLHYHRAGHGAVTSPESQRGYTAFVLSKMSRLQGASGI... | 7.9 | 1 |
MDQSNRYARLDLNEDELIKGGRHVLCAYLMKPKAGYYDFLGTAAHFAAESSTGTNVEVSTTDDFTKGVDALVYEIDEANELMKIAYPIELFDRNIKDGRAMIVSFLTLAIGNNQGMGDVEYAKMLDFYVPPAYLRLFDGPAMNIQDMWRVLGRDINNGGMVVGTIIKPKLGLRPQPFADACYQFWLGGDFIKNDEPQGNQVFAPLKKTIPLVADAMKRAQDETGEAKIFSANITSDDPFEMIARGEFILETFGENADHVAFLVDGFVGGPMAVTTCRRYFANQFLHYHRAGHGMVTSPQTQRGYNALVHMKMSRMQGASG... | 5.4 | 0 |
MDQSNRYARLDLNEDELMAGGKHVLVAYIMKPKAGYGFLETAAHFAAESSTGTNVEVSTTDDFTRGVDALVYDIDESTGLMKIAYPVELFDRNIIDGRAMLVSFLTLCIGNNQGMGDVEYAKMHDFWVPPAFLRLFDGPAMNIADMWRVLGRPVTDGGMVVGTIIKPKLGLRPKPFADACYDFWLGGDFIKNDEPQGNQVFAPLKETIRLVADAMKRAQDETGQAKLFSANITADDHYEMLARGEYILETFGENADHVAFLVDGYVAGPAAITTCRRAFPRQFLHYHRAGHGAVTSPQSMRGYTAFVLSKMSRLQGASGI... | 6.4 | 1 |
MDQSNRYARLDLTEADLIAGGRHVLVAYHMKPKAGFGGYLETAAHFAAESSTGTNVDVSTTDDFTRGVDALVYEIDPDKELMKIAYPVDLFDRNITDGRAMICSFLTLAIGNNQGMGDVEYAKMHDFYVPPAYLRLFDGPSTTIADMWRVLGRPHVDGGFVVGTIIKPKLGLRPQPFADACYDFWLGGDFIKNDEPQGNQIFAPMKETITLVADAMKRAQDVTGRAKLFSANITADDPFEMIARAEFILETFGDNADHVAFLVDGYVTGPAAITTARRQFPRQYLHYHRAGHGAVTSPQAKRGYTAFVLSKMARMQGASG... | 5.2 | 0 |
MDQSNRYSDLSLKEEDLIKGGNHVLCAYIMKPKAGYGFLEVAAHVAAESSTGTNVEVSTTDEFTKGVDALVYEINEETGLVKIAYPVPLFDINIIDGRAMIASFLTLTIGNNQGMGDCEYLKMHDFYLPPKYLRLFDGPTVNIVDMWRALGRPVVDGGYIAGTIIKPKLGLRPEPFAKAAYQFWLGGDFIKNDEPQGNQPFCPLKKVIPLVVDAMNRAQDETGEAKMFSANITADDPAEMIARAEFILDAFGFNAPRVAFLVDGYVAGPTAVTVARRNFPAQFLHFHRAGHGAVTSPQSKRGYTAFVHCKMTRLIGASGM... | 3.4 | 0 |
MDQSSRYADLSLKEDELIKGGQHILCAYQMKPKSGHGYLEAAAHFAAESSTGTNVDVSTTDDFTKGVDALVYEIDEANEVMKIAYPLDLFDRNITDGRMMIVSFLTLTIGNNQGMGDIEYAKMLDFHVPPRAIQLFDGPAKDISDLWRILGRPVKDGGYIAGTIIKPKLGLRPEPFAQAAYEFWLGGDFIKNDEPQGNQVFAPLKKVIPLVVDAMRRAQDETGQPKLFSANITADDHAEMIARGEFILDAFGPDADKVAFLVDGYVGGPGMITTARRWFPNQYLHYHRAGHGAVTSPQSKRGYTALVLSKMARLQGASGI... | 3.2 | 0 |
MDQSSRYADLSLNEQDLMQGGRHILVAYKMKPKAGHGYLEAAAHFAAESSTGTNVEVSTTDDFTKGVDALVYYIDEATEDMRIAYPIDLFDRNVIDGRFMLVSFLTLAIGNNQGMGDIEHAKMIDFYMPDRVIQMFDGPSKDITDLWRILGRPVKDGGYIAGTIIKPKLGLRPEPFAKAAYQFWLGGDFIKNDEPQGNQVFCPLKKVLPLVYDSMKRAQDETGQAKLFSMNITADDHYEMLARADYALEVFGPDADKLAFLVDGYVGGPGMVTTARRQYPNQYLHYHRAGHGAVTSPSAKRGYTAFVLAKMSRLQGASGI... | 5.7 | 1 |
MDQSSRYADLSLREEDLIAGGKHILVAYKMKPKAGYGYLASAAHFAAESSTGTNVEVSTTDDFTKGVDALVYHIDEATEDMRIAYPMDLFDRNILDGRMMIVSFLTLAIGNNQGMGDIAHAKMIDIFFPPRAIQLFDGPARDISDLWRILGRPIKDGGYIAGTIIKPKLGLRPEPFAEAAYQFWLGGDFIKNDEPQGNQVFSPLKKTIPLVADAMKRAMDKTGQPKLFSANITADDHYEMCARADYILGIFGPDADKVAFLVDGFVGGPGMITTARRQYPGQYLHYHRAGHGMITSPSALRGYTAFVLAKISRLQGASGI... | 6.8 | 1 |
MDQSSRYADLSLTEEDLIKNGQHVLVAYIMKPKAGYDYLATAAHFAAESSTGTNVNVCTTDDFTKTVDALVYYIDPENEEMKIAYPTALFDRNITDGRAMMCSVLTLSIGNNQGMGDVDYGKIYDIYFPPQYLRLFDGPSCCVIDMWRILGRGTVGGGLVVGTIIKPKLGLQPKPFGQACYGFWQGGDFIKNDEPQGNQTFCQMNECIPEVVKAMRAAQEETGQGKLFSANITADDPNEMIARAKYILNQMGPMAENCAFLVDGYVAGGTAVTVARRNFPKQFLHYHRAGHGAVTSPQTQRGYTAFVHTKLSRVIGASGI... | 5.3 | 0 |
MDQSSRYANLALTEEALIEGGRHVLCAYTMKPKAGYGDYLSTAAHFAAESSTGTNVEVCTTDDFTKGVDALVYEIDEAKELMKIAYPVELFDRNIIDGRAMIASFLTLTIGNNQGMGDVEYAKMHDFYVPPAYLRLFDGPMMNIQDMWRVLDRPVVNGGMVVGTIIKPKLGLRPQPFADACHQFWLGGDFIKNDEPQGNQVFAPLKDTMKAVADAMRRAQDETGEAKLFSANITADDPAEMIARGEFILETFAENADHVAFLVDGYVAGPTSVTTARRNFPHQFLHFHRAGHGAVTSPQSQRGYTSFVHCKMTRLQGASG... | 11.7 | 1 |
MDQSSRYANLSLRESDLIAGGRHVLCAYHLKPKAGHGYLSAAAHFAAESSTGTNVEVCTTDDFTRAVDALVYQIDEARELVKIAFPLDLFDRNITDGKAMVSSFLTLAVGNNQGMGDIEYAKLQDFYIPPAYLALFDGPALNIAHMWTVLGRPRQNGGMVVGTIVKPKLGLRPQPFADACYQFWLGGDFIKNDEPQGNQTFAPFRETHCAVADALRRAQDKTGEPKLFSANITADDPFEMLARGEYVLKTFGENADHVAFLVDGFVAGPTAVSLVRRQFPGTFLHYHRAGHGAITSPQSKRGYTAFCHLKLSRLQGASGI... | 4.7 | 0 |
MDQSSRYANLSLTEEDLIAGGRHVLCAYRMKPKSGYGYLATAAHFAAESSTGTNVEVCTTDDFTRGVDALVYEIDETREVMKIAYPVELFDRNIIDGRAMIASFLTLTIGNNQGMSDVEYAKMHDFYVPPAFLQLFDGPACNIADMWRVLGRPQVNGGMVVGTIIKPKLGLRPQPFADACHQFWLGGDFIKNDEPQGNQVFAPLKETIRLVADAMKRAQDATGQAKLFSANITADDPAEMIARGHYILETFAENANHVAFLVDGYVAGPTAVTTCRRNFPSQFLHYHRAGHGAVTSSQSKRGYSVLVHMKMARLIGASGI... | 0.5 | 0 |
MDQSSRYARLDLNEGDLIRGGRHVLCAYLMKPREGFGDYLSTAAHFAAESSTGTNVEVSTTDDFTRGVDALVYEIDEAKELMKIAYPIELFDRNIKDGRAMIASFLTLTIGNNQGMGDVEYAKMLDFYMPPALLNLFDGPAMNIRDMWKVLGRDVDNGGMVVGTIIKPKLGLRPQPFADACHQFWLGGDFIKNDEPQGNQVFCPLKEVIPAVADAMRRAQDETGEAKLFSANITADDPFEMIARGEYILEQFGENASHVAFLVDGYVAGPSAVTTCRRYFPNQFLHYHRAGHGAVTSPQAKRGYNTLVHMKMSRLQGASG... | 8.9 | 1 |
MDQSSRYVNLALKEEDLIAGGEHVLCAYIMKPKAGYGYVATAAHFAAESSTGTNVEVCTTDDFTRGVDALVYEVDEARELTKIAYPVALFDRNITDGKAMIASFLTLTMGNNQGMGDVEYAKMHDFYVPEAYRALFDGPSVNISALWKVLGRPEVDGGLVVGTIIKPKLGLRPKPFAEACHAFWLGGDFIKNDEPQGNQPFAPLRDTIALVADAMRRAQDETGEAKLFSANITADDPFEIIARGEYVLETFGENASHVALLVDGYVAGAAAITTARRRFPDNFLHYHRAGHGAVTSPQSKRGYTAFVHCKMARLQGASGI... | 6.6 | 1 |
MDQSSRYVNLNLNEKELINAGNHVLVYYKMLPSDKYYSNPKSQNDYLAAAAHFAAESSTGTNVEVSTTDEFTKSVDAIVYDVKPAEEEMRIAYPLELFDRNIIDGRAMIVSFLTLCIGNNQGMGDIVHAKMYDFYVPPKFLALFDGPSKGIEDMWRTLGRPVKNGGFIVGTIIKPKLGLQPKPFADAAYDFWLGGDFIKNDEPQGNQVFAPMKKTIPLVVDALKKAQDKTGKAKLFSANITADDPFEIIARGEYILEQFGEYASHVAFLIDGYVGGPTAITTARRYFPNQFIHYHRAGHGAVTSPSSKRGYSAFVLSKMA... | 4.3 | 0 |
MFTDKQLRAVLFIGLLAIARAHDMGFQNVAFSRGTLLRNSRKAVQSLDSGVQSNCVRICGERCVRMGLDQSNRYAKLDLDEETLIKEQQHVLVAYKMRPKYPIAVDYVSTAAHFAAESSTGTNVNVCTTDDHTMSVDAVVYEVDEDEELMKIAYPVKLFDRNITDGRAMVCSILTLVIGNNQGMGDVEYGKIHDIFIPPNFLRLFDGPAVDIRHMWRVLGRETDDYDPIVGKTEWNGGFVVGTIIKPKLGLRPKEFAEAAYQFRLGGDFLKNDEPQGNQTFCPMRTVIPIVVEAMKRAMAETGRRVFFSANITADDPDEM... | 8.2 | 1 |
MIQEELSKTLNPKQVQYMRMDLPDPRNGEYLLAVFHLIPSGELNIMQAAAEVAAESSTGTNFAVKTETPFSRVMNALVYKVDIEKNLVWIAYPWRLFDRNGNVQNIMTYIAGNALGMKEIKALKLLDIWFPPSMLEQYDGPSYTLDDMRTYLNVHDRPILGTIIKPKMGLTSSEYAEVCYDFWVGGGDFVKNDEPQADQDFCPYDKMVKYVKMAMDKAVKETGKKKVHSFNVSSADFDTMIERCEMIREAGFEPGSYAFLIDGITAGWMAVQTLRRRYPDVFLHFHRAGHGGFTRPENPIGFSVLVLSKFARLAGASGIH... | 0.4 | 0 |
MLDQSSRYADLSLDEDTLIRNGKHVLVAYIMKPKAGYDYLATAAHFAAESSTGTNVNVCTTDDFTKSVDALVYYIDPDNEEMKIAYPTLLFDRNITDGRGMMCSFLTLAIGNNQGMGDVEYGKIYDFYLPPAFLRLYDGPSVNVEDMWRILGRGTTNGGLVVGTIIKPKLGLQPKPFGEACYSFWQGGDFIKNDEPQGNQVFCQMNECIPEVVKAMRACVKETGSSKLFSANITADDPEEMIARGKYIMSQFGPLSENCAFLVDGYVAGGTAVTCCRRNFPKQFLHYHRAGHGSVTSPQTQRGYTAFVHTKISRVIGASG... | 5.9 | 1 |
MLPGRTPAAQLKLTILHIDARENNMDQSNRYADLSLREEDLIAGGKHILVAYKMKPKAGYDYLPAAAHFAAESSTGTNVEVSTTDDFTRGVDALVYQIDEASEEMRIAYPLELFDRNVTDGRMMIVSFLTLCIGNNQGMGDIEHAKIYDFHVPERALQLFDGPAKDISDLWRILGRPIRDGGYIAGTIIKPKLGLRPEPFALAAYQFWLGGDFIKNDEPQGNQVFAPMKKVMPLVYDAMKRAQDETGQAKIFSANITADDHCEMCARADYILETFGPDADKVAFLVDGYVGGPGMVTTARRQYPNQYLHYHRAGHGAVTS... | 1.5 | 0 |
MNPIYADLVASLNPKQQSYVNLQLPDPYNGEYLLSVFHLVPEGKLNILQAAAETAAESSTGTNFKVNTETPFSKTMNALVYKLDLEQNLVWIAYPWRLFDRGGNIQNILTYIVGNILGIKEIKALKLLDVWFPSSMLEQYDGPSYTLDDMRKYLGVYDRPILGTIVKPKMGLTSAEYAEVCYDFWAGGGDFVKNDEPQANQDFCPYDKMVKHVKEAMDKAVKETGRNKVHSFNVSAADFDTMIERCEMIVNAGFEPGSYAFLIDGITAGWMAVQTLRRRYPGVFIHFHRAAHGAFTRPENPIGFSVLVLSKFARLAGVSG... | 0.6 | 0 |
MNSIDDLVQSLNSKQQAYVNLNLEDPENGEYLLGVFHLIPGGKMNILQAASEVAAESSTGTNFKVNTETAFSRTMNALVYKLDLDKNLVWIAYPWRLFDRGGNVQNILTYIVGNILGMKEISALKLLDVWFPPAMLEQYDGPSYTLDYMRQYLGVYDRPILGTIVKPKMGLTSAEYAEVCYDFWTGGGDFVKNDEPQANQDFCPYEKMVMHVKEAMDKAVRETGQKKVHSFNVSAADFDIMIQRCEMIRNAGFEPGSYAFLIDGITAGWMAVQTLRRRYPDVFIHYHRAGHGGFTRPENPIGFSVLVLSKFARLAGASGI... | 1 | 0 |
MQEEYLNFDLDPYKDGKYMLTVFRMEPSDGEDFVGEATEVAAESSTGSNLRVSTATAFSDDLDAIVYKVDEEKKLVWMACPWRIFDRGGNVQNILTYVIGNVFGMSTLKGLKALDCWFPKEMLEHYDGPATTIQDLKAYLGIKDRPVLGTIVKPKIGLKPDEFAEVCYQFWSGGGDFVKFDEPQADQDFCPMKEVVDAIRKAMDRAEEVTGDKKVMSFNISSADFATMKERAEYIKSVMKPGSYAFLVDGITAGWSAVQTARREWPEVFLHFHRAGHGALTRPENAFGCSVPFMTKFGRLAGASAMHTGTAGIGKMAGTI... | 3.1 | 0 |
MQEQYLGLGDQSVHNGQYMLTVYKVVPYGEETIESAATELAAESSSGSNLKVSTATNYSMNLDAIVYDIDHDRNLVYIAYPWLMFDRGGNIQNILTFVAGNIYGMGNLKECKLLDVWFPPQMLVQYDGPSYTLDDMRKYLNVYDTPILGTIIKPKIGLTSTEYAELCYDFWVGGGHFVKNDEPQADQQFAPFEKMVDSVRIAMDKAERETGHTKVHSFNVSAADYDTMLRRTEYIRNVMKPGSYSYLIDGITAGWMAVQTLRRHYPDVFIHFHRAGHGAFTRTENPIGFSVPVLTKFARLAGTSGVHTGTAGVGKMSGDG... | 0.7 | 0 |
MQKEYINLKLKNPESGEYLLSVFHLIPEKGRDILDAASEVAAESSTGSNVKVTATKFASSLDAQVYKVDRKKNLVWIAFPLRIFDRGGNVQNILTYIAGNIFGMAQVQALRLLDVWFPKAMLKKYDGPKTSIKELRKYLNVYDRPILGTIIKPKIGLKTHEFAEKAYQFWAGGGDFVKHDEPQADQDFCPYMKTVDAIRKAMNRAEDETGRHKMHSFNISSSDFDTMKRRAEYIIKKMRPGSFCFLVDGITAGWMALQTARRLWPNVFLHFHRAGHGAMTRLENPIGYSVLVMTKFGRLAGSSGIHTGTAGIGKMAGTKE... | 8.4 | 1 |
MQKEYINLNLKNPYSGDYLLTVYHLVPEKGTDLLDAASEVAAESSTGSNVKVTTTKFSAGLDAQVYKVDKKRSLVWIAFPWRIFDRGGNVQNILTYIAGNVFGMSNIIALKLLDVWFPKEMLKKYDGPSTSLPEARKYLKVYNRPILGTIIKPKIGLKPEEFADKAYQFWAGGGDFVKHDEPQADQDFCPYFKTVDKIRDAMNRAEDETGHAKLHSFNISGADFDTMKKRAEYIIKKMRPGSFCFLVDGITAGWTSVQTARRLWPKVFLHFHRAMHGAFTRAENPIGFTPGVLSKFARLAGASGVHTGTAGIGKMAGTAE... | 4.9 | 0 |
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YAML Metadata Warning:empty or missing yaml metadata in repo card
Check out the documentation for more information.
ProteinGym benchmarks overview
ProteinGym is an extensive set of Deep Mutational Scanning (DMS) assays curated to enable thorough comparisons of various mutation effect predictors indifferent regimes. It is comprised of two benchmarks: 1) a substitution benchmark which consists of the experimental characterisation of ∼1.5M missense variants across 87 DMS assays 2) an indel benchmark that includes ∼300k mutants across 7 DMS assays.
Each processed file in each benchmark corresponds to a single DMS assay, and contains the following three variables:
- mutant (str):
- for the substitution benchmark, it describes the set of substitutions to apply on the reference sequence to obtain the mutated sequence (eg., A1P:D2N implies the amino acid 'A' at position 1 should be replaced by 'P', and 'D' at position 2 should be replaced by 'N')
- for the indel benchmark, it corresponds to the full mutated sequence
- DMS_score (float): corresponds to the experimental measurement in the DMS assay. Across all assays, the higher the DMS_score value, the higher the fitness of the mutated protein
- DMS_score_bin (int): indicates whether the DMS_score is above the fitness cutoff (1 is fit, 0 is not fit) Additionally, we provide two reference files (ProteinGym_reference_file_substitutions.csv and ProteinGym_reference_file_indels.csv) that give further details on each assay and contain in particular:
- The UniProt_ID of the corresponding protein, along with taxon and MSA depth category
- The target sequence (target_seq) used in the assay
- Details on how the DMS_score was created from the raw files and how it was binarized
Reference
If you use ProteinGym in your work, please cite the following paper:
Notin, P., Dias, M., Frazer, J., Marchena-Hurtado, J., Gomez, A., Marks, D.S., Gal, Y. (2022). Tranception: Protein Fitness Prediction with Autoregressive Transformers and Inference-time Retrieval. ICML.
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