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bzhanglab / AutoRT

AutoRT: Peptide retention time prediction using deep learning
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training with transfer learning #18

Closed apataskar closed 2 years ago

apataskar commented 2 years ago

Hi Bo,

I have a question about training using transfer learning. How did you select which peptides are in (-t 28CPTAC_COprospective_W_VU_20150810_05CO037_f01_normal_test.tsv) files. Are these only variant peptides or all-peptides (or is there any other kind of selection). I want to generate training data for transfer learning and wonder what is the best strategy?

Looking forward to hearing from you. Best

Abhi

wenbostar commented 2 years ago

Hi Abhi,

For training data, you could use all confidently identified known peptides (e.g., the peptides passed 1% FDR). You could also leave a small fraction (such as 10%) of the known peptides as testing data. Based on the testing data, you will know the performance of the RT prediction model. After you have the trained model with transfer learning, you will be able to predict RT for any novel peptides with this model.

Bo

apataskar commented 2 years ago

Great Thanks Bo! One more question- can I take average of retention times for a peptide across multiple TMT experiment or does it have to be only per TMT experiment?

Abhi

On May 23, 2022, at 5:53 PM, Bo @.**@.>> wrote:

Hi Abhi,

For training data, you could use all confidently identified known peptides (e.g., the peptides passed 1% FDR). You could also leave a small fraction (such as 10%) of the known peptides as testing data. Based on the testing data, you will know the performance of the RT prediction model. After you have the trained model with transfer learning, you will be able to predict RT for any novel peptides with this model.

Bo

— Reply to this email directly, view it on GitHubhttps://github.com/bzhanglab/AutoRT/issues/18#issuecomment-1134850387, or unsubscribehttps://github.com/notifications/unsubscribe-auth/AKIRNFJRZUR46NRGQXPLTJTVLOSZDANCNFSM5WV6MU6Q. You are receiving this because you authored the thread.Message ID: @.***>

wenbostar commented 2 years ago

Different TMT experiments may have RT drift so that you have to check and align then properly before you merge the data. Using transfer learning, you could train a model for each raw file without worrying about RT drift and RT alignment if you could get more than 1000 peptides for each raw file. Here you could find the method how we generate training data for a single raw file: "Determining observed RT for a peptide for model training" and "Deep learning-based retention time prediction".

apataskar commented 2 years ago

Understand. Does that mean fractionation may also have RT drift?

From: Bo @.> Sent: dinsdag 24 mei 2022 16:22 To: bzhanglab/AutoRT @.> Cc: Abhijeet Pataskar @.>; Author @.> Subject: Re: [bzhanglab/AutoRT] training transfer_learning (Issue #18)

LET OP: Deze e-mail is afkomstig van buiten de organisatie. Open alleen links of bijlagen als je de afzender kent en weet dat de inhoud veilig is. CAUTION: This email originated from outside of the organization. Do not click links or open attachments unless you recognize the sender and know the content is safe.

Different TMT experiments may have RT drift so that you have to check and align then properly before you merge the data. Using transfer learning, you could train a model for each raw file without worrying about RT drift and RT alignment if you could get more than 1000 peptides for each raw file. Here you could find the method how we generate training data for a single raw file: "Determining observed RT for a peptide for model traininghttps://www.nature.com/articles/s41467-020-15456-w#Sec9" and "Deep learning-based retention time predictionhttps://www.nature.com/articles/s41467-020-15456-w#Sec9".

— Reply to this email directly, view it on GitHubhttps://github.com/bzhanglab/AutoRT/issues/18#issuecomment-1135994365, or unsubscribehttps://github.com/notifications/unsubscribe-auth/AKIRNFPY23JDKRYMPCN7JELVLTQY7ANCNFSM5WV6MU6Q. You are receiving this because you authored the thread.Message ID: @.**@.>>

apataskar commented 2 years ago

And in the prediction, also the novel peptides have to be separated into where (which experiment/sample) they originate from?

From: Abhijeet Pataskar Sent: dinsdag 24 mei 2022 16:26 To: 'bzhanglab/AutoRT' @.>; bzhanglab/AutoRT @.> Cc: Author @.***> Subject: RE: [bzhanglab/AutoRT] training transfer_learning (Issue #18)

Understand. Does that mean fractionation may also have RT drift?

From: Bo @.**@.>> Sent: dinsdag 24 mei 2022 16:22 To: bzhanglab/AutoRT @.**@.>> Cc: Abhijeet Pataskar @.**@.>>; Author @.**@.>> Subject: Re: [bzhanglab/AutoRT] training transfer_learning (Issue #18)

LET OP: Deze e-mail is afkomstig van buiten de organisatie. Open alleen links of bijlagen als je de afzender kent en weet dat de inhoud veilig is. CAUTION: This email originated from outside of the organization. Do not click links or open attachments unless you recognize the sender and know the content is safe.

Different TMT experiments may have RT drift so that you have to check and align then properly before you merge the data. Using transfer learning, you could train a model for each raw file without worrying about RT drift and RT alignment if you could get more than 1000 peptides for each raw file. Here you could find the method how we generate training data for a single raw file: "Determining observed RT for a peptide for model traininghttps://www.nature.com/articles/s41467-020-15456-w#Sec9" and "Deep learning-based retention time predictionhttps://www.nature.com/articles/s41467-020-15456-w#Sec9".

— Reply to this email directly, view it on GitHubhttps://github.com/bzhanglab/AutoRT/issues/18#issuecomment-1135994365, or unsubscribehttps://github.com/notifications/unsubscribe-auth/AKIRNFPY23JDKRYMPCN7JELVLTQY7ANCNFSM5WV6MU6Q. You are receiving this because you authored the thread.Message ID: @.**@.>>

wenbostar commented 2 years ago

Understand. Does that mean fractionation may also have RT drift?

It's possible. We observed this in quite a few datasets.

wenbostar commented 2 years ago

And in the prediction, also the novel peptides have to be separated into where (which experiment/sample) they originate from?

Yes.

apataskar commented 2 years ago

Great final question (for now )

Are the parameters okay?

python3 ../autort.py train -i data/final_01CPTAC_f01.txt.txt -o dir_01CPTAC_f01.txt.txt -e 40 -b 64 -u s -m ../models/general_base_model/model.json -rlr -n 10

my retention times are in minutes

From: Bo @.> Sent: dinsdag 24 mei 2022 16:33 To: bzhanglab/AutoRT @.> Cc: Abhijeet Pataskar @.>; Author @.> Subject: Re: [bzhanglab/AutoRT] training transfer_learning (Issue #18)

And in the prediction, also the novel peptides have to be separated into where (which experiment/sample) they originate from?

Yes.

— Reply to this email directly, view it on GitHubhttps://github.com/bzhanglab/AutoRT/issues/18#issuecomment-1136008868, or unsubscribehttps://github.com/notifications/unsubscribe-auth/AKIRNFPUP4TUVV65RVTPTU3VLTSATANCNFSM5WV6MU6Q. You are receiving this because you authored the thread.Message ID: @.**@.>>

apataskar commented 2 years ago

Sorry seconds

From: Abhijeet Pataskar Sent: dinsdag 24 mei 2022 17:31 To: 'bzhanglab/AutoRT' @.>; bzhanglab/AutoRT @.> Cc: Author @.***> Subject: RE: [bzhanglab/AutoRT] training transfer_learning (Issue #18)

Great final question (for now )

Are the parameters okay?

python3 ../autort.py train -i data/final_01CPTAC_f01.txt.txt -o dir_01CPTAC_f01.txt.txt -e 40 -b 64 -u s -m ../models/general_base_model/model.json -rlr -n 10

my retention times are in minutes

From: Bo @.**@.>> Sent: dinsdag 24 mei 2022 16:33 To: bzhanglab/AutoRT @.**@.>> Cc: Abhijeet Pataskar @.**@.>>; Author @.**@.>> Subject: Re: [bzhanglab/AutoRT] training transfer_learning (Issue #18)

And in the prediction, also the novel peptides have to be separated into where (which experiment/sample) they originate from?

Yes.

— Reply to this email directly, view it on GitHubhttps://github.com/bzhanglab/AutoRT/issues/18#issuecomment-1136008868, or unsubscribehttps://github.com/notifications/unsubscribe-auth/AKIRNFPUP4TUVV65RVTPTU3VLTSATANCNFSM5WV6MU6Q. You are receiving this because you authored the thread.Message ID: @.**@.>>

wenbostar commented 2 years ago

python3 ../autort.py train -i data/final_01CPTAC_f01.txt.txt -o dir_01CPTAC_f01.txt.txt -e 40 -b 64 -u s -m ../models/general_base_model/model.json -rlr -n 10

Since the unit of RT is in minute, "-u" should be set as "-u m". In addition, make sure modifications are coded in the right way. I'm happy to help check that if you need.

apataskar commented 2 years ago

Great thanks at lot! Really appreciate that..Attached one of the file.

I changed modification M-oxi to 1 (omitted M and wrote 1) and omitted all fixed modifications.

From: Bo @.> Sent: dinsdag 24 mei 2022 17:37 To: bzhanglab/AutoRT @.> Cc: Abhijeet Pataskar @.>; Author @.> Subject: Re: [bzhanglab/AutoRT] training with transfer learning (Issue #18)

LET OP: Deze e-mail is afkomstig van buiten de organisatie. Open alleen links of bijlagen als je de afzender kent en weet dat de inhoud veilig is. CAUTION: This email originated from outside of the organization. Do not click links or open attachments unless you recognize the sender and know the content is safe.

python3 ../autort.py train -i data/final_01CPTAC_f01.txt.txt -o dir_01CPTAC_f01.txt.txt -e 40 -b 64 -u s -m ../models/general_base_model/model.json -rlr -n 10

Since the unit of RT is in minute, "-u" should be set as "-u m". In addition, make sure modifications are coded in the right way. I'm happy to help check that if you need.

— Reply to this email directly, view it on GitHubhttps://github.com/bzhanglab/AutoRT/issues/18#issuecomment-1136085297, or unsubscribehttps://github.com/notifications/unsubscribe-auth/AKIRNFLBMOF6EM5KYULHJB3VLTZRJANCNFSM5WV6MU6Q. You are receiving this because you authored the thread.Message ID: @.**@.>>

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AFLLMASQYQQPHENDVAALLKPISEK 5185.676 AFLPALK 4303.4399 AFLQFTTGCSTLPPGGLANLHPR 4727.6683 AFNDPFIQK 4049.838 AFPEHFTYEPNEADAAQGYR 3379.2609 AFQAAFR 2866.2572 AFQPFFVELT1PYSVIR 5931.1478 AFQPFFVELTMPYSVIR 5973.3623 AFREEFGAEPELAVSAPGR 3652.0798 AFSAPQNSESQAHVSGGGDDSSRPTVWYHETLEWLK 4140.9549 AFSIAQDALHIPR 4141.3206 AFSQSVQK 2367.388 AFSVFLFNTENK 5188.5466 AFSYICR 2961.6037 AFT1DCITLEGDQVSHR 3200.8456 AFTELFQVACAKPPPLGLCDYPSSR 5457.6663 AFTFDDEDDELSQLK 4663.8542 AFTGFIVEADTPGIQIGR 5077.36475 AFTGIEDPVTKK 3472.1109 AFVAIGDYNGHVGLGVK 4174.3272 AFVLTLCHHQK 2942.558 AFVPPLAEDLLAR 5433.21183333333 AFVSLGAPWGGVAK 4849.8585 AFYAELYHIISSNLEK 5898.4662 AG1DASGR 978.1895 AG1FVSK 2445.7862 AGAAGGPEEEAEKPVK 2203.8706 AGAGSATLSMAYAGAR 2971.6548 AGAQLGAR 1159.6252 AGAVEQLR 1883.3384 AGAVTSTPNR 1272.0079 AGCSIVEKPEGGGGYQFPDWAYK 4242.6091 AGDLLEDSPK 3240.5704 AGDLSAGFFMEELNTYR 5939.0964 AGDMICPECGLVVGDR 3808.8231 AGDQIICMDDVYGGTNR 3724.9731 AGDSEQTLQNHQQPNGGEPFLIGVSGGTASGK 3959.6672 AGDTAVYYCAR 2199.3265 AGDTLSGTCLLIANK 4153.0229 AGEDLEREVAQMK 3618.4282 AGEDLEVSEGLMCFDPK 4751.8254 AGEEHYNCISALHK 2247.0385 AGEGLWVILHLYK 5262.7876 AGERPSDVAK 1443.6869 AGFAGDDAPR 1827.2748 AGFAVNFFK 4697.8693 AGGAGVPAFYTPTGYGTLVQEGGSPIK 4747.934 AGGLDWPEATEVSPSR 3719.10175 AGIAHLYGIAGSTNVTGDQVK 3790.1315 AGIMPFLK 4546.1458 AGIQTEEHPNPGK 1732.11115 AGIVTSLQAR 2926.0443 AGKPVICATQ1LESMIK 4597.881575 AGKPVICATQMLES1IK 4427.30965 AGKPVICATQMLESMIK 5192.32313333333 AGLAASLAGPHSIVGR 3061.6095 AGLCPDEDDMEGDSFFDDPIPKPEK 4589.2108 AGLGEEFEK 2841.4066 AGLGGLK 2358.51165 AGLLPSGPRPGYAAIQALLSSR 4971.053 AGLQFPVGR 3359.7074 AGLSSGFIGCVR 3533.156 AGMVPSK 2366.2633 AGNFIGWLHIDGANLSVLLVEHALSK 5939.1966 AGNNMLLVGVHGPR 3023.123 AGPAHAGHTAPMRPSYSAQEGLAGYQR 1811.723 AGPDSAGIALYSHEDVCVFK 3823.5011 AGPE1DK 1397.7832 AGPEMDK 1877.8227 AGPPASIVPLMR 4115.7115 AGQCVIGLQ1GTNK 2309.8103 AGQEHLLR 1482.916 AGQLSQGAAEEDHGCRK 1441.4351 AGQPHSSSDAAQAPAEQPHSSSDAAQAPCPR 1293.7645 AGQPLESDSVK 2364.2805 AGQPVYQQGR 1422.7016 AGQSVIGLQ1GTNK 2237.4007 AGQVVTIWAAGAGATHSPPTDLVWK 4742.3128 AGSGEGPGK 2556.0356 AGSLPNYATINGK 3345.77065 AGSTALYWACHGGHK 2371.37135 AGTCVLEYATPLQTLFAMSQYSQAGFSR 5977.9015 AGTFIAPPVYSNITPYQSHLR 3901.8031 AGTGLVAGEVVVDALPYFDQGYEAPGVR 5983.4054 AGVAAPATQVAQVTLQSVQR 4157.9347 AGVIGLTQTAAR 3068.868 AGVMLTVGTKPDGSPDER 3226.8567 AGWIQAQQLQGDALR 4532.9897 AGYSQGATQYTQAQQTR 1791.37835 AHAVEGQVEDVVGNLR 3509.2548 AHAWPSPYK 2317.5652 AHDPDQGSHGR 920.7522 AHFPAALGHILIK 3964.1437 AHFSGQELNVVQIEENSSK 3248.3576 AHLESLVASRPSPQPLAETPIPSLPEFPR 4626.2677 AHMGMFTELAILYSK 5122.1457 AHNGALQAR 1003.8531 AHQAEGESSSVR 1014.8534 AHSIQI1K 2048.5824 AHSNMLTVK 2158.4404 AHSNP1ADHTLR 1004.7014 AHSNPMADHTLR 1305.2487 AHSSMVGVNLPQK 2834.59255 AHTDFFEAFK 3945.6569 AHTPSVAASSQAR 1119.203 AHVSPHEMLQAVVLCSK 3115.3499 AHWTPFEGQK 2925.2918 AIAAAHTFLLK 3859.2192 AIAIAAGVPVVPGTDAPITSLHEAHEFSNTYGFPIIFK 5440.77965 AIALSLAESNR 3509.6141 AIAVLTSGGDAQGMNAAVR 3804.3805 AICDHVR 1278.68 AICTCPSGYTGPACSQDVDECSLGANPCEHAGK 3160.6027 AIDLVTK 3530.612 AIEFLSAFK 5189.7464 AIETAYAMVK 3968.1445 AIFAGYKR 2676.5419 AIFDQLMTFGIEPFK 5988.9331 AIFDTPDEDPNYNPLPEERPGGFAWGEGQR 4549.4893 AIFLAAQK 3869.8755 AIFSDEDPLLPPAMGEHTVNESAIFHGWVLQK 5497.2752 AIGPHLAKDGDK 2353.9297 AIGPSLAK 2816.37465 AIGSASEGAQSSLQEVYHK 2951.4258 AIGSFHCGCEPGYQLK 2811.1295 AIGYLNTGYQR 3097.7648 AIIEEYLHLNDMK 4855.03235 AILLLQTAEDQDTYNVAIR 5055.027 AILLPDLSEPNNEPLFSPASEVPRK 5078.2819 AILQFYPK 4337.7942 AILQNHTDFK 2843.5636 AILTAVHMIR 3781.3859 AILVDLEPGTMDSVR 4334.4832 AIMAHMTVEEIYK 3899.5972 AIMAQLPQEQK 3467.917 AIMGSGKEDYTGK 2728.5402 AIMTYVSSFYHAFSGAQK 4870.1962 AINIEMYQK 3751.7274 AIPLFGNSLKPDSLR 4410.845 AIPNNQVLGK 3078.8262 AIQQLFGK 4182.5201 AIQTLGYFPVGDGDFPHQK 4389.77555 AISCMGHLVGHLGDR 3121.4525 AISSDMFFGR 4098.4666 AITIAGVPQSVTECVK 4211.13326666667 AIVDCGFEHPSEVQHECIPQAILGMDVLCQAK 4695.4427 AIYDIYGK 3764.3557 AIYELAISQPR 3945.1625 AIYHSLGMTGIPIINVNNNCATGSTALFMAR 5139.20495 AKEDFLK 2874.7428 AKEELER 1546.6336 AKFDAELLEIK 4303.8428 AKPALEDLRQGLLPVLESFK 5449.5058 AKPEPDILEEEK 3143.8497 AKPEYHK 1519.1364 AKPFDPAR 2027.7786 AKPPPGGGEQEPPPPPAPQDVEMKEEAATGGGSTGEADGK 3140.9285 AKPTGSGKEEGPAPCK 1752.5704 AKPTKPVTEVLRPVVAR 2898.7145 AKWDAWNALGSLPK 4501.3625 AL1TVGK 2417.6855 ALA1GYKPK 2381.8472 ALAAGGVGSIVR 3268.4674 ALAAQNIVEDMEQR 4179.23975 ALADHS1AQTPR 1243.623 ALALDEAVSQSTQITEFHDK 3994.8917 ALAMGYKPK 2914.1384 ALANMHESLEWLASR 4098.566 ALANVNIGSLICNVGAGGPAPAAGAAPAGGPAPSTAAAPAEEK 4694.11913333333 ALAPPDVHHER 1598.4229 ALASGGSALDAVESGCAMCER 3707.6809 ALASLMTYK 4346.4024 ALASVGPEEAR 2373.1904 ALATPPK 2415.5293 ALCLCHTVEIK 3401.7957 ALCSGSPAER 1540.1171 ALCYLVLK 4525.7657 ALDAAFYK 3767.7649 ALDCSSSIR 1840.9304 ALDD1ISTLK 3590.4517 ALDDMISTLK 4628.07155 ALDEELYK 3381.8681 ALDEMEK 2712.92735 ALDLGTFTGYSALALALALPADGR 6003.3458 ALDLLYGMVSK 5446.5688 ALDSNSLENDDLSAPGREPGHFNPESR 2919.5061 ALDTLEDDMTISVEK 4803.27713333333 ALDVGSGSGILTACFAR 4439.7723 ALEAELQLAAEAPGPPSPMASATER 4749.9271 ALEDVVQR 2575.3958 ALEEA1EQK 2198.54265 ALEEAMEQK 3169.4016 ALELAVK 3662.4916 ALELFLESLLK 6040.34365 ALENSNYGVR 2116.2925 ALEPSAVQEEFMTSR 3990.2536 ALEPYVTEMAQGTVGGVFITTAGSTSNGTR 5472.2429 ALEQFATVVEAKLIK 5846.9476 ALEQLNGFELAGRP1K 3905.6909 ALESELQQLR 3688.87355 ALEVSEDVK 3067.1356 ALEVWSVGPPLKPLMFEK 5585.96835 ALFLETEQLK 4448.63755 ALFLIPR 4435.7176 ALFSTLK 4045.9113 ALGDLISATK 3907.3599 ALGFEPK 3300.47375 ALGGDVSDQSLESHSQK 2450.0617 ALGITLIK 4377.9387 ALGNSEEATMLQHR 2459.0971 ALGPGGELEPERLPR 3068.2047 ALGQNPTNAEVLR 3585.3072 ALGYFAVVTGK 4680.6024 ALGYSYLESLLGK 5683.25 ALHFVFK 3791.54675 ALHLEQYTGLFEQHGLVWATECQGLSDTR 4930.0887 ALHLLAVLEK 4464.5338 ALHNLAQQAPEFSATQVFPR 3999.6428 ALIFVSHGAGEHSGRYEELAR 2705.6861 ALIQPGHVPEMANK 3290.9351 ALKPEVDK 2470.8513 ALLACEADVNVQDDDGSTALMCACEHGHK 3667.00995 ALLAGQR 2041.7097 ALLDQLHTLLSNTDATGLEEIDR 5435.8392 ALLDSLQLGPDSLTVHLIHEVTK 5060.73243333333 ALLELVPWR 5299.5808 ALLEQLGSSGS 4154.2836 ALLFIPR 4350.2454 ALLLVGDVAQAADVAIEHRNEAELSLVLSHCTGATDGATADK 5574.9683 ALLNVVDNAR 3684.73515 ALLPHVLCK 3675.7205 ALLPWLLEQR 5337.08635 ALLQAILQTED1LK 5913.6333 ALLQSSASR 2016.4964 ALLSAPWYLNR 4635.2742 ALLSDMVR 3716.976 ALLSGDK 2592.4022 ALLSVHDTVAQK 2741.4535 ALLVTASQCQQPAENK 2999.6085 ALNEELHLQR 2560.044 ALNGAEPNYHSLPSAR 2417.0895 ALNHSVEDIEPDLLTPR 3878.8857 ALNQAESFIGEHHLDHLK 3400.4265 ALNSIIDVYHK 3568.8604 ALPAPIEK 3468.7411 ALPLRPDGFR 3140.2499 ALPQSVDPLDIETVEAINWGLDSYSHK 5559.78925 ALQASALK 2546.7844 ALQEAEQSK 2149.27745 ALQECPNSGILWSEAIFLEARPQRR 4769.8357 ALQENDNVCAQLSAGSTDPGK 3207.1534 ALQFLEEVK 4829.59465 ALQHTESPSETNKPHSK 1462.9832 ALQLEELTLGK 4693.44635 ALQQYTLEPSEKPFDLK 4264.1634 ALQVMTDFAIQFNR 5467.5659 ALRDPALDSLAYEYER 3803.0328 ALREEYEELLR 3519.4613 ALSADQGSYR 1784.5275 ALSALKK 2853.1847 ALSITLVQEPPPVSTVVHFK 4627.7641 ALSTPVVEK 2456.8261 ALSTTSSSTTNGNR 1444.2739 ALSVTATVGETK 2912.8152 ALTDSTPR 1671.3581 ALTGGIAHLFK 4162.4808 ALTSELANARDESK 2841.84 ALTTPTHYK 2219.672 ALTVPELTQQ1FDAK 3866.3072 ALTVPELTQQMFDAR 5050.2095 ALVDDYCCLVPGSIQTLK 5006.4784 ALVDHHDAEVK 1779.5712 ALVILAK 3401.6963 ALVLIAFAQYLQQCPFEDHVK 5868.5907 ALVLQLK 4220.1682 ALVSEEGEGK 2366.9785 ALVSGKPAESSAVAATEK 2898.5161 ALVTGYFMQVAHLER 4761.2915 ALVTVHVR 2279.0975 ALWDSVHK 2935.9838 ALYDYAGQEADELSFR 4380.74705 ALYEQNQSDVNEAK 2480.1993 ALYHTEER 1333.075 ALYLQQRPEDETELHPTLNADDQECK 3341.6581 AMAELAA 3272.1185 AMAVLTDHPYASLTLPDDAAADCLFLRPGLPGVPPFLLHR 5622.7931 AMAYLESINCVHR 3667.4009 AMDDGVK 2044.0766 AMDSATAPDK 2044.6426 AMEFVDVTESNAR 3667.35155 AMEYMFGW 5749.8289 AMGIMDK 3182.092 AMGIMNSFVNDIFER 5610.0925 AMITPALR 3113.5396 AMLDPPKPSR 2465.2201 AMLHLQWPYK 4165.9813 AMLSANIR 2607.2124 AMNNSWHPECFR 2787.8144 AMNVLTEAEER 3298.2351 AMPEDAK 1942.6916 AMQDAEVSK 2190.0357 AMQMQER 1539.9186 AMYQYRPQNEDELELR 3116.2548 ANDHQGFYLLNSIIEHMPPESVDQYRK 4914.6652 ANEACALPFASTSSEGSNSADNIASLSAQQEAQHR 3734.0456 ANEFHDVNCEVVAVSVDSHFSHLAWINTPR 4270.93136666667 ANFSLPEK 3479.2115 ANGGGALVENTTTGISR 2501.21395 ANGQENGHVK 1092.2872 ANHAELILANPSPVLIYQISSSETR 4806.5149 ANHP1DAEVTK 1425.7637 ANHPMDAEVTK 1806.7156 ANHSAFLFGFGDGGGGPTQTMLDR 4458.6877 ANINFLR 3365.937 ANLIELEDDSHSGK 3227.8011 ANLNALDR 2065.4556 ANMASSSQR 1100.8648 ANNNVGTGTCDK 1482.65465 ANNSLISNDR 1803.7857 ANNTFYGLSAGVFTK 4387.6172 ANPALYVLR 3712.2947 ANPFGGASHAK 1965.9315 ANQAIQ1ACQSLGEPGCTQAQVLSAATIVAK 4749.3361 ANQVNGNAVQLKEEEEPMDTSSVTHTEHYK 3039.0001 ANSTDYGLTAAVFTK 4269.8886 ANTSGDFEK 2105.3983 ANTVQEATFQMELPKK 3856.59895 ANVEKPVK 2068.028 ANVILCSQQHLAAPLVMLK 4830.8661 ANWEAQQR 1626.3968 APASEEEFQFLR 3947.0856 APDELHYTYLDTFGRPVIVAYK 4425.7658 APEAWDYGQGFVNEE1IR 4194.4505 APEFSMQGLK 3905.0739 APESEKPAQSLDPSR 2111.8211 APEVSQHVYQAYETILK 3568.7471 APGAAAPSSGPGPCAAAR 1764.9893 APGALLAAAGLADAATEIVER 5948.2191 APGPQAGPGPGVR 1701.4998 APIEDLDLEGQK 3946.2506 APIIAVTR 2929.8994 APILIATDVASR 4071.6884 APISNPGMSEAGNFGGNSFMPANGLTVAQNQVLNLIK 5648.7602 APKPTLLWLQQFDTEYSFLK 5855.2098 APPAPGPASGGSGEVDELFDVK 4430.1796 APPAPLAASEVTNSNSAER 2867.9404 APPDGWELIEPTLDELDQK 5711.4235 APPILPPHLLQVILNK 5450.70215 APPLSLG 3651.6205 APQLLIAPFKEEDEWDSPHIVR 4708.9014 APVLPESTEGR 2487.4942 APWVEQEGPEYWDR 4055.6955 AQ1VQEDLEK 2696.6567 AQAALAVNISAAR 3213.81235 AQAAPAVGPR 1576.0518 AQADEVLQLR 3260.698 AQADEVLQLREELEALR 4704.7211 AQAGEGVRPSPMQLELR 2803.8844 AQAVLQQYQHLPSFR 3666.0885 AQDGSHPLSLQDLIEK 3658.3237 AQDIQCGLQSR 2125.6657 AQDPSEVLTMLTNETGFEISSSDATVK 5628.8658 AQEAEALYQACVR 3222.2136 AQEALIR 2065.8529 AQEALSHTEQSK 1760.3391 AQEDILK 2645.8603 AQEGGGSEVFQELK 3586.7564 AQELEAK 2113.6641 AQELGHSQSALASAQR 1780.2285 AQENSNSVK 1312.4075 AQEQQQQMAELHSK 1973.38165 AQFMSLWDGLDTDHSCQVIVMGATNRPQDLDSAIMR 5246.3397 AQGPAGEVYCPSGDK 2471.65355 AQGVVLK 2557.7916 AQHPGVLYVQK 2467.9978 AQIGVVDDEAK 2880.0831 AQILPIR 4120.3317 AQIMGFMPVTYK 4796.6785 AQIMLCGEITHPK 3368.2384 AQIQQFHSQIAAQTSASVLAEELHK 4067.1432 AQKPTVEYK 2244.6865 AQLELEVSK 3315.463 AQLENEK 1817.6967 AQLFETSSK 3144.31765 AQLGVQAFADALLIIPK 5974.8331 AQLLDYK 3479.0128 AQLLQPTLEINPR 4111.51015 AQLNIGNVLPVGTMPEGTIVCCLEEKPGDRGK 5316.5575 AQLYAQAYDLYK 4132.6639 AQMVQEDLEK 3122.2153 AQNDLIWNIK 4289.6965 AQNPDAK 1258.7914 AQPSDNAPAK 1514.5104 AQPVQSKPQK 1627.388 AQQALSELHTVEK 2851.1096 AQQEQLLLQKQLQQQQQQPPSQLCTAPASSHER 3217.047 AQQNNVEHK 1122.2813 AQSAMSPYLVPDTQALCHHLPVIR 4196.2614 AQSIAYHLK 2352.1969 AQSIPAR 1405.4593 AQSNPYYNGPHLNLK 3161.1919 AQSPGSPLHAR 1199.7055 AQTEGINISEEALNHLGEIGTK 4090.7945 AQTIGNSGSANGIHQQDK 1764.5718 AQTTNSNSSSSSDVSTHS 1011.2718 AQTTVTC1ENGWSPTPR 2563.5718 AQVHPSSVNR 1091.7907 AQWPQSEDEGPLNLTSGPEPAR 3938.4888 AQYEE1AK 1730.4048 AQYEEMAK 2371.2006 AQYSLPGILHFLQHEWAR 5546.7531 ARPAGSDAPSALPPPAAGQPR 2021.52795 ARPCIIPENEEIPR 2867.3827 ARQELQEAK 1549.2773 AS1GTLAFDEYGRPFLIIK 5596.2856 AS1QQQQQLASAR 1054.2712 ASAALAALEK 3805.6398 ASAEGPLLGPEAAPSGEGAGSK 3269.2619 ASAETPAEEQELLTQVCGDVLSTCEHR 4424.6773 ASAEVQDNNGNTPLHLACTYGHEDCVK 3081.9189 ASAGLNSSATSTANNSR 1460.3476 ASASGSGAQVGGPISSGSSASSVTVTR 2347.64925 ASASLNGDLR 2111.0669 ASAYEDQLQGQAQQVETLQK 3668.581 ASCLPAMLLDPPPGSHVIDACAAPGNK 4621.1234 ASCRPTTAAR 967.9919 ASCSSQQEFQDHMSEPQHQQR 1640.7794 ASDEDLILK 3562.3071 ASDMLYFK 4046.6675 ASDPGAASTK 1421.7122 ASDTA1YYCAR 1835.7876 ASDTAMYYCAR 2284.10295 ASDVHEVRK 1295.34856666667 ASEDGESVGHCPSCQR 1137.7076 ASEKPPER 1137.5091 ASELDLEK 3082.7232 ASELNPESIYSVFK 5108.7556 ASELPVSEVASILQADLQNGLNK 5969.8151 ASENMTQNTLAVTDICIIIPSK 5177.6019 ASFCHLMLHVHVDRDPQELVTPVK 3585.7942 ASFITPVPGGVGPMTVAMLMQSTVESAK 5992.8365 ASGDGESLDEDSEFTLASDFEIGHFFR 5478.7267 ASGQAFELILSPR 4429.0727 ASGQPAGPDNK 1431.4883 ASGTVYSGEEK 1939.3398 ASGVAVSDGVIK 3718.0804 ASGVCIDSEFFLTTASGVSVLPQNR 5368.94393333333 ASGVEGADVVK 2482.9227 ASGVPDRFSGSGSGTDFTLKISR 3465.3694 ASGYQSSQKK 1404.2678 ASHALIK 1779.169 ASHKPTYENLQK 1968.7921 ASHSASYPWEGLNALDAAVLAYNNLSVFR 5887.7 ASISGGGLPAPYQAK 3394.82485 ASL1NDDFEK 2902.627 ASLAAVHLFTAK 4056.9608 ASLDSMLGGLEQELQDLGIATVPK 6035.2483 ASLEHQR 1046.6699 ASLENSLREVEAR 3120.198 ASLESVPPGR 2206.60815 ASLLGDMHFR 3157.8598 ASLPHGPMK 2322.4752 ASLQLPMEK 3836.1086 ASLSPDASDFEHITAETPSRPLSSTSNPFK 3976.6502 ASLWAQEAK 3285.1554 ASMGTLAFDEYGRPFLIIK 5844.1525 ASMVVPEER 2392.1917 ASNPDFPEVSSGIYVQEVAPNSPSQR 4056.0397 ASPATQPPPLLPPSATGPDATVGGPAPTPLLPPSATASVK 5018.5602 ASPNSDDTVLSPQELQK 3476.4876 ASPSPQPSSQPLQIHR 1984.2696 ASQAGQTALMLAVSHGR 3341.4153 ASQCPHIVR 1282.6685 ASQKPQPNFPSPEY1IFDHEFTK 4119.2175 ASQKPQPNFPSPEYMIFDHEFTK 4417.0985 ASQPSVVISQVIDMRDEEFSVSSVLASDVIHASR 5634.6043 ASSDVMLNGFGGDAPTLR 4175.3787 ASSHSSQTQGGGSVTK 1124.891975 ASSSILIDESEPTTNIQIR 3954.5284 ASSVTTFTGEPNTCPR 2783.6318 ASTEVGEMAK 2409.1463 ASTNTMELPDTNGAGVK 3293.1024 ASVATL1K 2551.7363 ASVHCLETGEYTHIR 2359.4163 ASVITQVFHVPLEER 3961.7972 ASVPIVLEK 3965.3842 ASYAEQLSMLK 4061.0939 ASYAQQPAESR 1305.9642 ASYCGHTEIAR 1337.2096 ASYDDPYK 2305.86905 ASYSGVSLFSNPVQYWEIQPSTFR 5340.1352 AT1EAYSR 1169.612 AT1QNLNDR 1455.4963 ATAATSPALK 2706.9482 ATAAVIFLHGLGDTGHGWAEAFAGIR 5515.3775 ATAAWCTDSGSDDSRR 1753.0106 ATADDELSFK 3283.34985 ATAEEMTK 1973.2045 ATAGAYIASQTVK 3097.49545 ATAPHPAVHSPSAEVTYTR 1804.5005 ATATSCRPCPCPYIDASR 2027.9089 ATDICMR 1968.6928 ATDSWALAVDEQEAAAESLSNLHLK 5810.6259 ATEHATELAK 1757.0829 ATEHLSTLSEK 2175.13976666667 ATENDIYNFFSPLNPMR 5053.1708 ATENDIYNFFSPLNPVR 5446.8365 ATEVPVSWESFNNGDCFILDLGNNIHQWCGSNSNR 5545.13125 ATFMYEQFPELMNMLWSR 5990.2208 ATFQTPDFIVPLTDLR 5568.1824 ATFYAAEIMCGLQFLHSK 5876.0065 ATFYLLIGNANAAKPDLDK 4874.9393 ATGVLYDYVNK 3917.108 ATIVHQDQAYDDK 2120.7177 ATKEQLK 1806.9198 ATLECHPLTMTDPIEEHR 3092.9329 ATLELTHNWGTEDDETQSYHNGNSDPR 3007.68425 ATLEQDSAK 1972.7545 ATLEVSSIIK 4142.5919 ATLSSTSGLDLMSESGEGEISPQR 4062.4054 ATLYALSHAVNNYHK 3556.3007 ATMEAYSR 1754.0926 ATMQNLNDR 1768.9598 ATMQTYCDAILQIPELSPHSAK 4747.4437 ATNYNAGDR 1147.4417 ATPMPSRPSTTPFIDK 3284.95105 ATPQCQRPHGSGR 934.4328 ATPQHTVSFTCESHGFSPR 2110.435 ATPSENLVPSSAR 2422.7563 ATPYHGSR 1011.9905 ATQTGDASK 1214.441 ATQVEPLLPGGATLLQAEEHGGLVR 5134.77675 ATRPWYSHPVYAR 2013.3634 ATSAGSSPSCSLAGR 1629.8396 ATSFSSAGEVPKPRPPSTR 2486.6714 ATSISTPSDSYSSVR 2402.2941 ATSLDFK 3763.222 ATSPADALQYLLQFAR 5977.5385 ATSSSSGSLSATGR 1342.76546666667 ATTEDRNTALETLHQNSITQVSIYEVDK 3716.2809 ATTSGSNSISVR 1610.9074 ATVAANPAAAAAAVAAAAAVTEDREPQHEELPGLDSQWR 5534.38545 ATVGSTEVSVAVTPDGYADAVRGDR 3505.2656 ATVLQNQLDESQQER 2854.5891 ATVNPSAPR 1465.0091 ATVQSVLLDSAGK 4074.80415 ATVVASVVDQDSFSGFAPLQPQAAEPPPRPK 4739.55505 ATVVVEATEPEPSGSIANPAASTSPSLSHR 3678.9411 ATWSGAVLAGR 3254.0584 ATWYTLTVPGDSPCAR 4164.5567 AVAAGNSCR 1096.216 AVAEACQPGVEGVNPMTQINQVTHDQAVVLQSALQSIPNPSSEC1LR 5830.4741 AVAEACQPGVEGVNPMTQINQVTHDQAVVLQSALQSIPNPSSECMLR 5902.36725 AVAEVSESTK 2231.6707 AVAIPVFANGNIQCLQDVER 4898.3675 AVANFFSGSCAPCADGTDFPQLCQLCPGCGCSTLNQYFGYSGAFK 5627.65273333333 AVAQGAPR 1200.0623 AVATQQR 1068.0301 AVAVSGLDPARK 2813.5636 AVAVVVDPIQSVK 4346.5622 AVCLEFSPK 3861.8596 AVCMLSNTTAIAEAWAR 5075.6754 AVCVEAGMIALRR 3496.6356 AVDE1NGK 1479.9924 AVDEMNGK 2088.5463 AVDHINSTIAPALISSGLSVVEQEK 5177.8482 AVDIPGLK 3904.21145 AVDSEYPK 2226.7582 AVDSLLNFETVK 4793.4496 AVEATGEK 1761.8889 AVECYRR 1153.5794 AVEEMNGK 2099.10095 AVEILADIIQNSTLGEAEIER 5990.0143 AVEMAAQR 1722.6391 AVENSSTAIGIR 2334.0653 AVEQGGAFSNPETLDLYR 3982.9788 AVESVVR 1851.2888 AVEVQGPSLESGDHGK 2526.2917 AVEYNALFK 4013.33155 AVFGHPFSLGWASPFATPDQGK 5108.2828 AVFVPDIYSR 4148.6586 AVFYKPHEEHHAFEGGR 2010.5909 AVGEPMRPLAEECCQLGLGLCDQVDDPDLRR 4094.6118 AVGIWHCGSCMK 2805.5958 AVGPTAEADK 2047.2935 AVGQGCVEIGSQR 2190.6715 AVGTITK 2382.0477 AVGVAGVAGEAGPPPER 2774.5665 AVGVQNYLEEAAER 3891.5813 AVHSNPGDPALWSLLSR 4263.4808 AVIDCAGILK 3928.3127 AVIPQGAAESDGR 2170.0834 AVISYTEGLK 3714.3015 AVITPHDFDECR 2577.6494 AVKDELLGEKPEIK 3624.2242 AVLDNSDLMHCLEMDIK 4679.6635 AVLDVANHFSR 3231.6907 AVLFCLSEDK 4050.3287 AVLIMYK 4125.8867 AVLLASDAQECTLEEVVER 4715.4252 AVLQEEQANLWFSK 4602.60865 AVLSAEQLRDEEVHAGLGELLR 3982.6806 AVLTVVKDDDHGILDQFSR 4328.9543 AVPLNASK 2513.67 AVPPNNSNAAEDDLPTVELQGVVPR 4391.26805 AVPPTYADLGK 3949.9489 AVPQSCR 1157.8181 AVPSLGYTEDPELPGLFHPVLGTPCQPPSLPEEGSPGAVYLLSK 5860.8733 AVPVAADQR 1782.2255 AVQEHNGHVFASYQVSIPQSCEQCLSYIWLMDK 4891.105 AVQNVGNMDTPASR 2170.8076 AVQPAPTR 1293.52 AVQQVQR 1186.3361 AVQTLQMELQQI1K 4888.9256 AVQTQQPCSVR 1497.795 AVQVDDDQFCK 3072.5562 AVSDMLTACK 3514.2091 AVSPAPQSSSR 1274.5449 AVSQLIADAGIGGSR 4235.03925 AVSQVNR 1172.1023 AVSTGVQAGIPMPCFTTALSFYDGYRHEMLPASLIQAQR 5380.00605 AVSTSDTGTMLGLCASVQPLLR 4927.711 AVTDSINQLITMCTQQAPGQK 4409.0446 AVTELGRPAAEYWNSQK 3516.23495 AVTELNEPLSNEDRNLLSVAYK 4129.3845 AVTLHDQGTAQWADLSSQFYLREEDIGK 4287.4384 AVTLHSAPPVLPADSSSPAVAPDLFWGTYRPHVYFGMK 4821.9049 AVTSWLTDQIAPAYWRPNSQILSCNK 5142.0882 AVVGVVAGGGR 2489.2836 AVVGYEDGTIR 2591.8781 AVVHGIL1GVPVPFPIPEPDGCK 5161.55935 AVVMISCNR 2593.9194 AVVTEPAKGEEAFQMSEVDEESGLK 3981.1588 AVVVPSGEEQR 2135.22135 AVVVVDDR 2313.4431 AVWLPAMK 4440.672 AVYIEDVIER 4118.9932 AWAGSPK 2258.67805 AWALLQK 4259.87735 AWEGNYLASKPDTPQTSGTFVPVANELK 4542.05416666667 AWEVDTCR 2477.2089 AWGPGLEGGVVGK 3917.30415 AWNDRDNR 1187.4177 AYAPGGPAYQPVVEAFGTDILHK 5051.0715 AYEEYVLSVGNLDER 4393.0861 AYFETER 2257.4561 AYGEVYAAVMNPINEYKDPENILHR 4816.6058 AYHAGLK 1829.5272 AYHDLCDGSANQLQQLQSQLAHQTEQK 3811.2559 AYIASAGADALAK 3580.7281 AYLAYCTPGSDGQAATLK 3725.1945 AYLNQTVTEFK 3905.8109 AYPVSGSPEYLTEDLPDSIQVGGR 4682.4138 AYPVYQDYHTVWESEEWMHVLEDIAK 5495.80596666667 AYQDMDIDK 2975.6875 AYSDQEHIK 1753.7946 AYSLFSYNTQGR 3775.6233 AYSPELIVHPVLDSPNAVHEVEK 3696.3922 AYSSNEVEK 1893.5934 AYTIDPSNP1VLNHLANHFFFK 4898.8165 AYTSEDEAWK 2924.7059 AYWQVHLDQVEVASGLTLCK 4902.51906666667 AYYEFREEAYHSR 2288.7607 AYYHLLEQVAPKGDEEGVPAVVIDMSGLR 5187.5848 C1HLLLEAVPAVAPQTSILDLR 5017.0166 CAAAESWAR 2070.1996 CAEALVPLLSNVNVSDR 4901.45715 CAEYWPSMEEGTR 3347.756 CAGCDELIFSNEYTQAENQNWHLK 4800.7416 CAIALWFTLDPR 5598.1588 CALGVFR 3016.1575 CANLFEALVGTLK 5934.3668 CANYVNGNMENAVGR 2479.9599 CAPASIR 1511.1713 CAPASSSVPAEAELAGEGISVNTGPK 3940.43815 CAPFFYGGCGGNR 3327.664 CAPGVVGPAEADIDFDIIRNDNDTFTVK 5530.0827 CAPSAGSPAAAVGR 1802.5323 CAQPGDQCQVAGWGTTAAR 2537.3112 CASQSG1TAYGTR 1127.2511 CASQSGMTAYGTR 1674.28136666667 CATITPDEARVEEFK 3267.8714 CATITPDEK 2320.248 CATSSQPLAAR 1566.4287 CCAAADPHECYAK 1729.54005 CCAFNDTREEGK 1814.6817 CCAVYEEAVK 2852.6454 CCFSGDGEYIVAGSAR 3152.7242 CCGCVFSER 2075.6483 CCNLTDEGVVALALNCQLLK 5489.7212 CCPAIGTLYNTNTLESFK 4586.2555 CCPGRDPACFAR 1720.5025 CCSGAIIVLTK 3532.9573 CCTESLVNR 1787.03603333333 CCTQDFVLPDGR 3231.92355 CDAGFIYCNDR 2814.1992 CDCICPVGSQGLACEVSYR 3522.89785 CDDSVGYFVEPCIVESK 4431.3904 CDEWSVNSVGK 3069.6509 CDIGGALGQSCEPR 2516.2001 CDLISIPK 3923.9754 CDLTTKK 2043.4721 CDMCSNYEK 2108.2812 CDMDSTNMDSNLKPEEVVHK 3140.5843 CDNDNDCGDNSDEAGCSHSCSSTQFK 1774.3546 CDPCQPAFGPVLLK 4430.2734 CDSWWAK 3600.6539 CDTQSNCWEK 2218.6519 CDWFTLEK 4357.3613 CDWSSTR 1639.612 CE1EQQSQEYQILLDVK 4381.3417 CEAMAAEK 1879.0486 CECDMGFVPSADGK 3411.5698 CEFPCACGPHGR 1775.02 CEGPIPDVTFELLR 5940.3154 CELLSDDSLAVSSPR 3679.06005 CELNCQAMGYR 2387.7999 CELNVTEDALK 3546.8941 CELPCPAGSHGVQCAHSCGR 1671.7987 CENATVMDK 2235.7919 CENQSGFILQLK 4265.7802 CEPGFWNFR 3646.0867 CESCAPGYEGNPIQPGGK 2743.89593333333 CEYSAHK 1294.3494 CFGIQQHHK 1666.3078 CFIEEIPDET1VIGNYR 4664.71505 CFIVGADNVGSK 3567.1302 CFPESYTTEATR 2804.83305 CFPSDETCEKPVDETTK 2833.9009 CFSVSMLAGPNDR 3966.2984 CFTLIIQSLQR 5095.1111 CFVFDRPVHR 2394.04806666667 CFYIFVK 4681.1197 CGACAACLR 1593.4755 CGDSVYAAEK 2171.5205 CGESGHLAK 1409.6926 CGFAGETGPR 1813.9866 CGGIVGIQTK 3019.4 CGGSELNFR 2312.607 CGHSPVYHSR 977.32205 CGLPEIFDPPEELER 4816.2415 CGNNPLIGRPNK 2152.7703 CGSGIVGAVVK 3319.7083 CGSSEDLHDSVR 1427.55335 CGSVDFGPEVTSSDK 3249.33745 CGVPFTDLLDAAK 5090.2329 CHAANPNGR 844.3604 CHAGHLNGVYYQGGTYSK 2216.1161 CHEFVTFSCPGADK 2815.361 CHELDMQVAALQEEK 3498.7903 CHGVSGSCTLR 1164.8761 CHQCFSR 1043.6451 CHQMFTEGEEMYLTGSEVWHPICK 4142.8679 CHQPLAR 1045.32825 CHSSGEVQNGK 1062.8844 CHTI1NCTR 1017.5222 CHVSSHTR 870.3122 CHVSTHQHNYAAPPSTR 1048.4326 CIALAQLLVEQNFPAIAIHR 5757.2921 CIDHNQEILLTIVNDCIHMFENK 5902.3045 CIEGQEK 1743.8938 CIENVSR 1693.8924 CINGTCYCEEGFTGEDCGKPTCPHACHTQGR 2357.948 CINHYGGYLCLPR 3307.9086 CININWR 3449.5953 CIQTEDGK 1817.2318 CISEDQK 1781.9225 CITELEQHLHAIPPTLAMNPQAQALR 4404.6483 CIWFLDTLIK 5930.5495 CIYFEAK 3503.5652 CKDDEFTHLYTLIVRPDNTYEVK 4442.50766666667 CKPDKLPLFK 3488.131 CL1DQATDPNILGR 3204.57115 CLAYDFYPGK 4065.0554 CLDAISSLLYLPPEQQTDDLLR 5898.5655 CLDDDTYMK 2993.7346 CLDPSMTEWER 3612.2997 CLDPVDTPNPTRR 2336.5013 CLELFSELAEDK 4504.3767 CLFSHVDFSGDGK 3719.0092 CLGNPER 1497.3777 CLGTQLPNNRPLPPLFNFSAGELSIQPSLNAILIPPHLR 5901.7378 CLHPLANETFVAK 3310.89723333333 CLISEMAK 3565.613 CLPGFHMLTDAGCTQDQR 3798.2858 CLPIESNPHSFDSPHTK 2784.4359 CLQNPSSDIR 2146.2179 CLSLDRK 2259.9051 CLTEALPENR 2802.1779 CLTPPGQSPGSAPIIININR 4240.9598 CLTQSGIAGGYKPFNLETCR 3619.9593 CLTSNLLQSR 3213.1464 CLVHIVR 2291.4716 CLWTYEIQFSQDGK 4740.5145 CMDKPGPK 1941.1885 CMEIMNVEAGDSR 3332.3637 CMLQDREDQSILCTGESGAGK 2200.1141 CMSSTPAGSIEAQAR 2398.5482 CMVALFSNCPVAYQILQGNGDLK 5851.3632 CMVQFVGR 3119.9002 CNCYPGYR 1633.4286 CNEEHPAYLASDEITTVRK 2815.4604 CNEICCVDK 2371.1799 CNEQPNRVEIYEK 2295.7656 CNHGFILSHNNDCIDVDECASGNGNLCR 2889.2846 CNICGAQFNRPANLK 2800.2617 CNICGNR 1184.608 CNIQYPATEHR 1700.5165 CNLEDQVK 2355.09 CNLLEGEPR 2562.0371 CNTQAELLAAGCQR 2539.51775 CNVCVHQACYGILK 3027.4995 CNVIGVK 2581.5067 CPAAMTVMHLR 3106.3646 CPACFVGTITGDRR 3279.5352 CPALYWLSGLTCTEQNFISK 5944.2581 CPAPELLGGPSVFLFPPKPK 5145.81176666667 CPDCSSASQK 1355.621 CPDGSTCCELPSGK 2407.04073333333 CPEALFQPCFLG1ESCGIHKTTFNSIVK 4222.1878 CPEALFQPCFLGMESCGIHETTFNSIMK 5956.1204 CPEALFQPSFLG1ESCGIHETTFNSI1K 4325.2249 CPEALFQPSFLG1ESCGIHETTFNSIMK 4847.7113 CPEALFQPSFLGMESCGIHETTFNSIMK 5220.4465 CPETLFQPSFIGMESAGIHETTYNSIMK 5098.2806 CPFVENTWK 3762.3074 CPLNEEVIVQAR 3269.15105 CPPGVSGTNCEDGCPK 2113.491 CPVSTCNR 1195.7417 CPVTVCGDVHGQFHDLMELFR 4798.2367 CPYSCWLTTEYPGHYGEE1DMISYNYDYYIR 4690.7259 CPYSCWLTTEYPGHYGEEMDMISYNYDYYIR 4942.2803 CQCDELCSYYQSCCTDYTAECKPQVTR 3246.5215 CQELALR 2242.04565 CQESDREELNYWK 2928.8342 CQLALQNVCDDVDNDDVSLK 4162.7994 CQLLFALK 4615.9447 CQNEQLQTAVTQQVSQIQQHK 3314.1916 CQNEWYCCR 2209.251 CQNNLEEIK 2548.7357 CQPGYYGDGFQCIPDSTSSLTPCEQQQR 3831.9255 CQTCNASFATR 1611.6076 CQVQFYGLSENDEWTQDR 4022.9988 CQYVGNCSFAHSPEER 2118.0006 CRDVFEPAR 1775.83805 CREDQWYPLEPR 3038.1528 CREVAESCK 1229.3421 CSDFFIEHSQYER 2964.721 CSEGVFLLTTTPRPVIVEPLEQLDDEDGLPEK 5448.777 CSEISAELIR 3231.1274 CSGCHSYQESTK 1168.3482 CSLGQPHIAYFEE 3374.5354 CSLVNVHGAVLYDK 3447.3088 CSPHLVLSALTSDNHGATYAFSGTHYWR 3860.7349 CSPPETLASTPDSGYSIDSK 3435.6538 CSQEDHCLTSDLEDDRK 2106.8473 CSSGGFGSR 1274.7832 CSSILLHGK 2240.4025 CSSNTPPLTCQR 1701.1118 CSTSIANQAVR 1763.7673 CSTSPLLEACEFLR 5545.2118 CSVFYGAPSK 2804.3809 CSVPGCPHPR 1250.9578 CT1HCNDK 991.1632 CTATNAAGTTQSHVLLLVQALPQISMPQEVR 4807.20405 CTCVGNGR 1085.7898 CTEPEDQLYYVK 3490.552 CTGPLPK 1801.1591 CTLSANLVASGELMSSK 4315.9785 CTPDQLYR 2134.6868 CTSSPDYLVSR 2435.1256 CTTREDSPK 1125.5178 CTVVSVPDSLLWR 4726.2721 CTYLVLDEADR 3538.84576666667 CVACQNPDKPSPSTSVPAPASFK 3275.2226 CVAEALLCNGQDDCGDSSDER 3481.729 CVAEALLCNGQDDCGDSSDERGCHINECLSR 3253.8375 CVCNPGFTGEDCGSRR 1821.2452 CVDAVSPSAVQTAACNQDAESQK 3041.35625 CVHHGGSTFSCACLPGYAGDGHQCTDVDECSENR 2321.5308 CVIAVIR 3215.2071 CVIDICMK 3919.1986 CVIIDEAHR 2085.19285 CVLTLLQSEEQAVR 4642.5014 CVPLSDPESNFQGLQAHLLQHVR 4318.9188 CVPSGGAVFK 3138.3465 CVQASNCPCYHR 1330.01255 CVSGTGQVSTCR 1462.5859 CVSVQTDPTDEIPTK 3378.7682 CVTHASR 932.1358 CVVEEWLSEFK 5684.29115 CWDYDPSDRPR 2323.2044 CWESGDDPWVEHAK 3336.7078 CWIFSCLNV1R 4669.5355 CWMIDADSRPK 3164.7453 CYDRWFDK 3355.5853 CYE1ASHLR 1490.307 CYE1ASHLRR 1162.2525 CYEMASHLR 1834.9932 CYGGNLVSIHDFNFNYR 4165.7588 CYSDSLAEIPAVDPNFPNKPPLTFDIIR 5552.3035 CYSQNSSLR 1469.8123 CYSVAAQFEECR 3111.48515 D1ELPTEK 2357.1844 D1FEEALR 2729.3616 D1GEMVTQGQTDAQYMFLR 4128.4753 D1GYHVSMMADSTSR 2126.2495 D1LLANK 2641.3744 D1SGHYQNALYLGDVSER 2455.074 DAADKPR 1141.7612 DAAIYLVTSLASK 5295.9469 DAALATALGDKK 3387.28285 DAAPACTK 1503.9312 DAAQVVVAGR 2119.6573 DAATIMQPYFTSNGLVTK 4813.2289 DACGCCEVCGAPEGAACGLQEGPCGEGLQCVVPFGVPASATVR 4782.38685 DADFNGTK 2100.8821 DADIVQGK 2400.3083 DADLRPGDIIVAINGESAEGMLHAEAQSK 4542.5143 DADVPGTSTRK 1632.3446 DAEFYEHRK 1736.4337 DAEPFLVR 3233.1569 DAETLQK 2052.8494 DAGAPTYMYEFQYRPSFSSD1KPK 3837.0395 DAGAPTYMYEFQYRPSFSSDMKPK 4055.65775 DAGDLAK 2085.9753 DAGLHCLELGHTGEAGPHA1VR 2300.4813 DAGVIAGLNVLR 4499.1083 DAHLIPDHTIR 2121.5121 DAHLLVESK 2524.9523 DAHQGRPTWALRPEDGEDK 2134.0013 DAIFQGLTQDQGFYTSK 4675.62546666667 DAIQNPNDIQLQEK 3178.6686 DAISGIGTDEK 2839.379 DAISLAIK 4167.4635 DAIVFTK 3655.4727 DALESCK 2016.5955 DALHSEK 1434.2455 DALLHHIK 2355.1893 DALLLIFANK 5304.0017 DALNISIK 3731.0417 DALSDFFEVESELGR 5583.6253 DALVSQPTR 1959.3327 DAMAQHESSCEYR 1353.1526 DAMPSDANLNSINK 3370.4178 DANSVTSSLR 2082.7549 DAPEGGFDAIMQATVCDEK 4710.5791 DAPFSEPPGPSGFHK 3062.0274 DAPVPGGPGPVLSDRR 2492.4554 DAQAEEEIKQEMNTLQQK 4252.1393 DAQYAPGYDK 2285.3931 DASDDLDDLNFFNQK 4794.924 DASINIENMQFIHNGTYICDVKNPPDIVVQPGHIRLYVVEK 5494.2119 DASIVGFFDDSFSEAHSEFLK 5109.0761 DASTLQSQK 1781.2654 DAVEQQGEVKK 1874.4153 DAVIEFLLDK 5770.1848 DAVPDQQLDFK 3534.549 DAVSYTDK 2169.5872 DAVTYTEHAK 1826.4804 DAWEIPR 3170.2654 DCAVIEGQDFVLQCSVR 4142.17945 DCEECIQLEPTFIK 4366.67556666667 DCEVVM1IGLPGAGK 3843.7802 DCGATWVVLGHSER 2981.3418 DCGSVDGVIK 2719.17865 DCHEEVYAGSHQYPGR 1487.01825 DCHLAQVPSHTVVAR 1940.823 DCLPPTGVR 2218.3303 DCLSDLLGHPFFWTWESR 5425.107 DCNGDTPNLSFYR 3216.4856 DCPVPLPGDGDLLVR 4384.5447 DCVSPHK 1442.8523 DCVVLMAAAGHFAGAIFQGR 5451.3391 DCYEVLGVSR 3002.6573 DDALVITHYNR 2555.6385 DDAMSEHRR 993.2051 DDAPASVHSEITDSNK 2093.3075 DDDHNGHIDFITAASNLR 3342.8268 DDDIAALVVDNGSG1CK 4384.42295 DDDIAALVVDNGSGMCK 4424.56125 DDDSNFH1DFIVAASNLR 3960.3781 DDEENYLDLFSHK 4260.5411 DDETMYVESKK 2687.6852 DDGGFEYKR 2087.6685 DDGLFSGDPNWFPKK 4447.5293 DDIDLDALAAEIEGAGAAK 5692.5682 DDIFTQCR 2607.7396 DDITASLVTTDHSEMK 3429.1015 DDLFNTNATIVATLTAACAQHCPEAMICVIANPVNSTIPITAEVFKK 5907.0186 DDLSWAEAGVALLENECEK 5745.3754 DDNHSLTFFPESTEQK 3557.1808 DDNMFQIGK 3530.8106 DDPFDIK 3719.4065 DDPSAPCVSCPCPLSVPSNNFAEGCVLR 4287.8819 DDRFPEYGK 2425.5757 DDRGPPQRPK 1102.2597 DDSHWWSR 2377.4961 DECIDPFSK 3659.4049 DECSFHIFYQLLGGAGEQLK 5116.8933 DEFEFLEK 4349.5505 DEFQTLNSVTPR 3332.4831 DEITFVSGAPR 3258.8351 DEIYANCHK 1818.2925 DELENGYINFDK 4014.3732 DEQAFPALSSSSVNQSASQSSNPCVQR 3249.82566666667 DEQFREWFLK 4286.2175 DESGLNRK 1353.6835 DESSPYAAMLAAQDVAQR 4000.887 DETYPIK 2557.1281 DEVLDNLLAFVCDIRPEIHENYR 5932.1535 DEYIEQLK 3435.6919 DF1IQGGDPTGTGR 2782.7888 DFAVLEDHTLAHSLQEQEIEHHLASNVQR 3860.5344 DFDCCCLSLQPCHDPVVTPDGYLYER 4271.2981 DFEGCSVLR 2943.1451 DFFHGLR 3007.7948 DFHTPIMVTK 3467.1416 DFIDSLGLLHEQNMAK 4780.08085 DFIDSVLVK 4768.92905 DFILVPGPLYTER 5066.8657 DFLGSSEESEK 3034.02455 DFLQGPVK 3595.4235 DFLQLFAPR 5210.1283 DFLSV1LEK 4412.964 DFNDPSQDPDFTQVVELDLK 5183.568 DFPEDGLK 3262.8456 DFPQYFAVVSR 4349.3518 DFPVNEVFTQFLADNHHQVR 4874.9249 DFQESSPQK 2104.0878 DFQMLYAYDQLK 4916.3351 DFQPYFK 3817.91885 DFSALESQLQDTQELLQEENR 5332.59012857143 DFSESRNNRFSTPEQAAK 3026.0767 DFSHTGR 1141.3144 DFSLWEK 4280.59865 DFSNTETLCSEQK 2846.9222 DFSPEALKK 3272.2179 DFSSHDEINNYLQQIDQLK 4438.6377 DFSSIIQTCSGNIQR 3845.39405 DFSSVEGVSMEPGTFNVFPCYQLHK 5016.1615 DFSTSCR 1571.2509 DFTCVHQALK 2829.57845 DFTLPQDVGH 3535.7494 DFTPAELR 3045.4478 DFTVSA1HGD1DQK 2189.2012 DFTVSALHGDMDQK 3138.2038 DFVDLSTGEDAHK 3213.5641 DFVSEQLTSLLVNGVQLPALGENKK 5922.9341 DFWELASLDCYNHLAEWK 5506.67795 DFWQPVICHAR 3572.8857 DFYNCWK 3659.9284 DGACSVPGVTENLGQSLWEVSESHFK 4684.4609 DGADFAK 2254.1272 DGAICYKPTK 2463.8642 DGAPFCPECYFER 4150.8046 DGAPQVCPIPPEQSK 2949.1827 DGDTIGVK 2347.5886 DGEIYCK 2315.04233333333 DGETLTTK 2088.0057 DGEVPPEEFSTFIK 4444.45315 DGFLVEVSESSR 3757.2164 DGFSLASQLK 3959.2603 DGHLDGSEVGHWVLPPAQDQPLVEANHLLHESDTDK 4416.6728 DGHPLTSSDK 1457.3518 DGHPVVVNILIGR 3809.6883 DGHVILQLNSIPSSDFLCVR 4810.7748 DGIILCELINK 5124.6087 DGISCEASNPHGNKR 1200.5191 DGIVLGADTR 2662.096 DGKPVIEYQEEELLDK 4027.4881 DGLALGMGQGLK 3977.341 DGLCVPR 2261.5402 DGLDYILGALESGK 5916.1647 DGLEDPLEDTGLVQQQLDQLSTIGR 5778.2767 DGLSLQFK 3889.7644 DGLTQADK 1970.9878 DGNGYISAAELR 2937.3626 DGNTLTYYR 2272.8474 DGNTPLHVAAR 1684.6605 DGPGFYTTR 2198.2841 DGPSSAPATPTK 1819.51105 DGQAQTLQNHSGLSAPVPR 2351.345 DGQLQMVR 2204.7501 DGRPLQPHVR 1148.38175 DGSCGVAYVVQEPGDYEVSVK 3987.8146 DGSCGVSYVVQEPGDYEVSIK 4077.7082 DGSCSVEYIPYEAGTYSLNVTYGGHQVPGSPFK 4412.9798 DGSDEPGTAACPNGSFHCTNTGYKPLYIPSNR 3024.4016 DGSPCPSK 1457.1533 DGSTALMVALDAGQSEIASMLYSR 5990.8054 DGSVLVPPALQSYLGTDR 5102.2071 DGTAGSHFMASPQCVGYSR 2353.8304 DGTGMLYAFPPCDFSQQYLQSALR 5527.9614 DGTHVVENVDATHIGK 2457.3361 DGTTAASCK 1321.4001 DGVADVSIEDSVISLSGDHCIIGR 4735.5588 DGVAGKPNPLLSR 2844.8769 DGVGGLPTFLENSFIGSAR 5492.88115 DGVGVGVSCMAQDCPLR 3459.54275 DGVME1NSIEPAK 2283.0112 DGVNVVEEEIKK 3556.9384 DGVVEITGKHEERQDEHGYISR 2117.5042 DGVVLFK 3894.8662 DGWHYGESEK 2128.7121 DGWSLDR 2599.3009 DGYGGSR 1047.5039 DGYNYTLSK 2896.357 DHCVLFLK 3395.527 DHDVYTGNCAHYQK 1609.5956 DHFGLEGDEESTMLEDSVSPK 3776.7274 DHFLGPQESFPEENASSPFTQAR 3783.8532 DHGDMTNRK 1047.0871 DHGETAFAVYDK 2824.21806666667 DHGFPVR 1578.223 DHHLVIPSVLQGLK 3742.5371 DHIVLTVLPDQDQSDEAQEK 3731.461 DHLAEAK 1504.996 DHLEEVLK 2861.7416 DHLISVTPDSIR 2772.5265 DHLVQMLSR 2855.0903 DHNNPQEGPTSSSGR 1005.9769 DHPAFAPLYFPMELHR 4361.423 DHPTAATK 1124.735 DHQLLEPIR 2417.5859 DHRWESGSLLER 2186.8593 DHSFLGFEWQK 4227.1037 DHSHGPPLPQGPPPLLPMSCSSCQHATFGTNGAQR 3433.2644 DHVCFAENPDTIK 2875.1761 DHYLDSSWR 2393.2974 DIAAYIK 3766.8331 DIADDEVATWIQDCNDLLK 5580.3735 DIANQEK 1766.9554 DIASTPHELYR 2344.9107 DIDPIITR 3183.7756 DIDTAAK 2068.4621 DIDVIMGGGRK 3303.9391 DIEA1DPSILK 3600.0895 DIEGFMEENQTK 3759.4043 DIELPSTIYEALHLPDIK 5825.29795 DIEQFTEFFENPAFRPDGLK 5685.7709 DIEREDIEFICK 3740.1514 DIFTGLIGPMK 5116.3069 DIFTPNDER 2693.069 DIFVTSK 3405.5404 DIHDDQDYLHSLGK 3186.9413 DIHVPPR 1760.5378 DIIPFIDK 4838.7611 DIISDTSGDFRK 2918.27 DIISIAEDEDLRVHFEESSK 4319.9995 DILATNGVIHYIDELLIPDSAK 5962.1338 DILSQHER 1721.5556 DILSYLEK 4583.0951 DINLDVNR 2817.7068 DINTIEDAVK 3733.1982 DIPVTSANR 1996.1076 DIQ1TQSPSSLSASVGDR 2005.8609 DIQHWESLKPEER 2956.8668 DIQTLLSR 3705.4848 DIRPEFREDFVLTITGK 4450.5945 DISNYGFPSSVQAIDAAVFYR 5495.9505 DISTNYYASQKK 2545.0832 DIV1TQSPLSLPVTPGEPASISCR 5115.0179 DIVFLVDGSSALGLANFNAIR 5730.6532 DIVINANPASPPLSLLVLHR 4701.156 DIVMTQSPLSLPVTPGEPASISCR 4811.9353 DIVSGLK 3307.0411 DKEPEVVFIGDSLVQL1HQCEIWR 5833.309 DKEPEVVFIGDSLVQLMHQCEIWR 5908.4335 DKLDQVIIHVGALSLK 4836.3373 DKLENEQEK 1806.8204 DKPLGVQQK 2187.8979 DKYEPAAVSEQGDK 2317.9095 DL1LW1EDVIR 5726.1969 DL1LWMEDVIR 5475.9384 DLAAFCK 3395.3284 DLAEITTLDR 3805.1434 DLAEMQEWMTQAEEEYLERDFEYK 5919.0008 DLAFAQAYLTR 4306.8993 DLAQHPDGGAK 1568.8463 DLASVSLK 3506.1182 DLAVVTQSAEAPAEEDLLGPNCYYDK 4821.2183 DLCGIVASK 3504.3402 DLDANGDAQVDFSEFIVFVAAITSACHK 5990.565 DLDDISTK 2924.9725 DLDELSRYPEDK 3239.5585 DLDGNIPLLLAVQNGHSEICHFLLDHGADVNSR 5039.5129 DLDIFDR 3930.0522 DLDNDLMK 3336.8072 DLEAHIDSANK 2358.62686666667 DLEALLNSK 4452.084 DLEAQIEAANK 3317.80265 DLECVTNLQEVAR 3715.7228 DLEEAGGLGTEFSELPGK 4470.4653 DLEEFFSTVGK 5169.2812 DLEFTIYDDDDVSPFLEGLEERPQRK 5089.622 DLEGTYLCR 2930.9322 DLELLIQTATR 4989.28415 DLEQAISQR 2597.65 DLETMRR 1549.0788 DLEVFLSQK 4498.9879 DLFITVDEPESHVTTIETFITYR 4993.1062 DLGCHVELR 2201.9067 DLGEELEALK 4455.37375 DLGEENFK 3030.81085 DLGGIVLANACGPCIGQWDR 4871.0243 DLGLPTEAYISVEEVHDDGTPTSK 4376.16735 DLGYMYFYR 4289.0062 DLHLLEEIALTLR 5883.06265 DLHTLDSHVR 1816.2388 DLIGIAK 3471.9907 DLIHDVSFDFHGR 3580.25685 DLIPIIAALEYNQWFTK 6025.7533 DLIQVVHEYTK 4153.2646 DLIYTLYYWK 5718.49685 DLKPENIMLNHQGHVK 2815.5595 DLKPPNLLLVAGGTVLK 5133.94455 DLKPQNLLINER 3513.8914 DLL1NDR 2206.6132 DLLAEQR 2324.6567 DLLAESR 2383.5963 DLLDVLK 4774.2371 DLLFRDDTVCLAK 4231.8919 DLLHPSLEEEK 3263.243 DLLILQQLLMR 5954.06435 DLLLDPAWEK 4516.75 DLLMVPMQR 4171.9304 DLLNTGGIQK 3482.48345 DLLSENNR 2198.5822 DLLSWMESIIR 6020.5884 DLLTDEPFSR 3877.82 DLMLWMEDVIR 5953.1911 DLNPGVKK 2330.8216 DLPAQLLELYQQGFSLAALHPFVQPTHER 5942.2508 DLPETLNELHLDHNK 3734.919 DLPIPVITYDTYSK 5079.1324 DLPLAQGIK 3848.5881 DLPLDSENVQK 3302.2465 DLPPPPPPDRPYSVGAESRPQR 2427.4251 DLQAALTPGALTAAAAGTGTQGPR 4354.0297 DLQCHAPVR 1476.9966 DLQLLQGSK 3661.8203 DLQYITVSK 3706.0263 DLREECIK 2237.4998 DLRGTESTQDACAK 1730.8171 DLRPVDNR 1468.8496 DLTALCK 3246.197 DLTDYL1K 4192.327925 DLTDYLMK 4408.565725 DLTLEENQVK 3182.70905 DLTPAVTDNDEADKK 2759.2332 DLTSAASAPSDLR 2781.6241 DLTSSLQSVK 3495.7198 DLTVANVGDSR 2569.9899 DLVAWVTAGFLHIPHAEDIPNTV 5968.092 DLVFEEACGYYQR 3910.2983 DLYDDHFK 2856.9388 DLYQGLLLQR 4197.93595 DMAGLLKPTACTMLVSSLR 4902.9039 DMALTAFVLISLQEAK 5994.1676 DMAMDLCR 2822.4923 DMEEIIR 3516.1063 DMELPTEK 3172.3428 DMEVLSQEIVR 3987.06185 DMFEEALR 3640.6446 DMFLDSNFTDTESR 4090.6723 DMGIVDILHK 4284.0971 DMGSCEIYPQTIQHNPNGR 2620.38556666667 DMGYHVS1MADSTSR 2238.967 DMGYHVSMMADSTSR 2549.7401 DMIILPEMVGSMVGVYNGK 5791.6832 DMIPTEMQR 2934.6423 DMLLANK 3327.91765 DMLLELEEQLAESR 5601.9942 DMNEVETQFK 3342.31235 DMNEVLAMK 3671.3892 DMNLTGCLESGGSEEPGGIGVGEK 4079.632 DMPGGFLFEGLSDDEDDFHPNTR 4986.6586 DMPVVTAEPEPK 3292.2787 DMQPS1ESDMALVK 3483.9313 DMYLFSLGSESPK 4696.0501 DNDLISLPK 3766.4983 DNEAEIWMK 3735.2751 DNEGSWFR 2797.178 DNENVVNEYSSELEK 3392.7271 DNEQHVFK 1812.07015 DNFFEVFTPVFER 5841.8243 DNFQETMEAMHI1GFSHEEILSMLK 5155.405 DNFQETMEAMHIMGFSHEEILSMLK 5662.15466666667 DNGDYPYFETSAK 3318.04745 DNGQFLSR 2045.1299 DNGVLFPDISMTPTIPWSPNR 5679.7755 DNHVVAAGGVEK 1804.724 DNILFGK 3829.4119 DNLELPSAEHQAIESSQASVETWK 4034.9908 DNLNQDTRK 1420.8088 DNLREELK 2277.8586 DNLTLWTSD1QGDGEEQNK 3759.4322 DNLTLWTSDMQGDGEEQNK 4203.1155 DNNLLGK 2451.4897 DNNLLGR 2017.2196 DNQLSEVANK 2531.7914 DNSGMIDK 2191.5136 DNSNIILLGDSQGDLR 3926.277 DNSQVNAVTVLTLLDK 5521.2497 DNST1GY1AAK 1696.8203 DNTDLIYPHPNASAEK 2876.7011 DNVQVTESSTIQTVNNGK 2897.0357 DNVVLAFK 4058.2603 DNWSSSDGK 2042.7665 DNWSSSDGKDDPIEVSK 3259.2785 DNYFMTQNER 2573.9381 DPAAVTESK 2164.75775 DPAG1PHPETK 1436.5075 DPAGMPHPETGK 2070.3197 DPALKPK 2142.2312 DPALPTLLNPK 4315.4874 DPCTANPFRK 2509.836 DPDMVWDFWSLRPESLHQVSFLFSDR 5731.7477 DPEGTPYINHPIGVAR 2759.30705 DPFAHLPK 3229.39465 DPHYVQQALTNVLLMDAVVGTLQSPGAIYAASK 5977.2043 DPNGLPPEAQK 2439.78195 DPNLWTVK 3797.9787 DPNNYRPR 1208.7025 DPPHNNFFFFDGMK 4459.2819 DPQEPIMK 2556.1349 DPSAFFSFPVTDFIAPGYSMIIK 6012.9936 DPSLGAGEAASK 2306.4397 DPSTWSVDEVIQFMK 5892.5771 DPSVVVR 1963.5548 DPTGASIALFTAR 4131.8015 DPTHGCGNFVR 1694.3306 DPTVHDDVLELEMDELNRHECMAPLTALVK 5053.6629 DPVADPNKR 1555.876 DPVCLPCDHVHCLR 2462.0226 DPVIASDGYSYEK 3245.83055 DPVLPAR 2176.6962 DPVSGFCLK 3858.1851 DQAVENILVSPVVVASSLGLVSLGGK 6017.85325 DQDDQKPGPSER 1284.3907 DQEALMK 2469.1894 DQENLVASTAK 2492.8413 DQESFGSASK 2035.4086 DQGGELLSLR 3265.7698 DQGSQLQEALEPDPLLTALESQDCVEQLLK 5955.0101 DQIYEIFQK 4451.2896 DQLALAIGK 3882.70775 DQLLLGPTYATPK 4084.6145 DQLVVFHTK 3182.1913 DQMEGSPNSSESFEHIAR 2295.2474 DQMYYNLLK 4183.1621 DQQLLLLK 4184.7633 DQQNNKPEIR 1515.195 DQSCKPCAEGR 1158.9096 DQSSWQNSDASQEVGGHQER 1756.6631 DQTPAPK 1510.108 DQVETALK 2555.2414 DQVLAMLEK 4453.7402 DQVTTLEVSVCDCEGAAGVCRK 3491.0342 DQVYPQYVIEYTEDK 4382.2725 DQWEDRIQVWHAEHR 2829.5982 DQYELLCLDNTR 3848.4888 DQYVNPNSQTTLGQEKPSEQEMSEIK 3418.1051 DRDSQITAIEK 2287.0383 DRDYSDHPSGGSYR 1119.8286 DRFQLTDCQIYEVLSVIR 5472.0866 DRGFGAPR 1268.2065 DRGPFRPEPGDGGEK 1722.4203 DRGYGEK 1182.6025 DRHDTPDPSPR 1079.2299 DRLVTLEEFLK 4548.5417 DRQHLPLIK 2406.55675 DRSQNPPQSK 1068.6327 DRTQQYDDLIDEFMK 4737.0831 DRVNDVCTNGQDLIK 2772.099025 DRYATTDTAK 1418.0865 DRYVEVFQCSAEEMNFVL1GGTLNR 5461.7821 DRYVEVFQCSAEEMNFVLMGGTLNR 5665.5945 DSAAGGQADPPGPPLLSKPGDEDDAPPK 3507.1999 DSAGEPLYK 2510.5925 DSCQGDSGGPLVCK 2462.81438 DSCTLPASAEK 2273.8209 DSDLSHVQNK 1744.7001 DSEGFNSPK 2111.5139 DSEIMQQK 2289.5185 DSELGPGVK 2438.4982 DSEYGCLK 2426.8932 DSFSNEK 1839.8806 DSGLFCVPLTALLEQDQR 5831.13465 DSGNIPEAIASYR 3366.2623 DSGPPTK 1485.2092 DSGPYSCSVNVQDK 2533.4531 DSGSDGHSVSSR 981.0188 DSGSDLSHRPK 1170.8813 DSGSYFCR 1917.5538 DSGVPDRFSGSGSGTDFTLK 3414.9545 DSITTWEILAVS1SDKK 4709.57565 DSITTWEILAVSMSDKK 4932.9721 DSIVQLCTARPERPMAFLR 3749.13413333333 DSLDPSFTHALR 2926.7429 DSLEVAVGVCR 3233.0576 DSLIDSLT 4418.4009 DSLIQSLATQLELDGFERGPFSER 5913.1339 DSLLPLQPTK 4063.6436 DSLLQDGEFS1DLR 3986.5413 DSLLQDGEFSMDLR 4453.54175 DSLSVNEFK 3079.2776 DSLVSGAAHR 1531.3257 DSMDELFSHR 3133.5306 DSMIEN1K 2230.3558 DSNETTGLYSLSVR 3340.3924 DSNGAILVYDITDEDSFQK 4810.80826666667 DSPHMQDPNQADEEAMTQIIR 3230.3723 DSPLETK 2282.5147 DSPNDEDTGDTSTSSLLSEMSSVFQR 5397.8668 DSPVCPHFTTNGNENSSIEK 2799.8985 DSPVLIDFFEDTER 5249.27535 DSQDGSSYR 1128.5362 DSQPSLDLASATSGDK 3300.0414 DSSCGTGYELTEDNSCK 2432.7094 DSTDIVPAK 3482.72 DSTHCPLEK 1752.4712 DSTSQHDDDNISTTSGFSSR 1804.0126 DSTVAVVVYDITNLNSFQQTSK 5862.7515 DSTYSLSSTLTLSK 4055.08406666667 DSVEGICSK 2371.6363 DSVWNYHCWNEAWMTRPDLPVGFGGWQAVDSTPQENSDG1YR 5013.4286 DSWKEDALFGYQFLNGANPVVLR 5598.4195 DSYCSYMGHFDLLNYFAIAENESK 5692.91975 DSYDSYATHNE 1688.6292 DSYVGDEAQSK 1941.134 DTAHSAALLAQLK 3579.1837 DTAYCATFR 2313.6417 DTDHWLR 2064.0047 DTEEEDFHVDQVTTVK 3180.3696 DTETVLK 2471.7448 DTETVYSEVRK 2406.3506 DTIQHQQGEAVWVSEGK 2847.705 DTLDAWKK 3178.8302 DTLITQCAQILACYR 4451.8854 DTLSIHYLMLPR 3817.6295 DTMDHVNEVYVK 2811.3693 DTNFGTNCICR 2373.52765 DTNGENIAESLVAEGLATRR 4290.1135 DTPPGVPEK 2437.0377 DTPVLSELPEPVVAR 4360.89115 DTPYDYK 2468.6929 DTQDFIRDLEDPGIDPSVVK 4885.6773 DTQDIVHDLESPGIDPSIIK 4763.6311 DTSATTALELVAGER 4124.0607 DTSHPTDPLTSFLGLR 4673.074 DTSSEEVNLSHIVPCEPVPEEKPK 3728.443 DTTIINHSR 1452.0829 DTVAWLK 3838.3717 DTVILPIK 4185.94595 DTVPLPPGGAR 2535.0103 DVAEEIANYRPTLDTLHEQASALPQEHAESPDVR 4051.6303 DVAFTVGEGEDHDIPIGIDK 4297.1093 DVAKPSEEEQK 1861.461 DVASAAPEK 2039.239 DVAV1QLR 2291.372 DVDAAY1NK 2222.9743 DVDAAY1SK 2247.9499 DVDDGLQAAEEVGYPVMIK 4906.441 DVDECALGTHNCSEAETCHNIQGSFR 2516.965 DVDKEEALQMEAEALAK 4363.3008 DVDNFKLPEDDLR 3657.8728 DVDPDVIQTHLDK 3438.54275 DVEDGAFLLR 3951.4288 DVEFLVQLK 4881.22125 DVEPEDP1FLMDPFAIHR 4913.2924 DVESYIHR 2324.9547 DVETLQQTIEEK 3950.5154 DVEVKPADR 1802.8553 DVEVLEGKPIYVDCFGNLVPLTK 5380.97823333333 DVFEAFYK 4488.1105 DVFGLDFGTTSAK 4629.4688 DVFNMFCYLGPHLSHDPILFAK 5718.8008 DVFQCEVR 2581.2408 DVFQHSQSR 1508.6443 DVFSSTGCKPNPSR 2376.4181 DVFVCMPTGAGK 3949.5021 DVGAQILLHSHK 2918.72725 DVGILQVK 3772.5877 DVGNTDMK 2054.84 DVGSYQEK 1966.469 DVHAASSPGMGGAAASWAGWAVTGVSSLTSK 4951.55183333333 DVHEDSVTIFFENNWQSER 4391.8057 DVIAFPK 3852.45025 DVINEAWFPEDQR 4208.3862 DVITGLK 3349.4117 DVKPDEDMSGK 2275.4828 DVKPSNILVNSR 2850.1474 DVLDGHLR 2292.4969 DVLFPGYTHLQR 3549.9948 DVLG1AQDE1AQAFEDWNK 4403.3002 DVLSNAHIQNELER 3056.4166 DVLSNAHIQNELEREFER 3859.6165 DVLTAHPAAPGPVSR 2375.6124 DVLVGADSVR 2872.4618 DVMEGVTVDDHMMK 3573.2831 DVMLENYR 2915.8788 DVMPGPR 1871.1171 DVMQETFR 2731.8823 DVNGELIAVQR 3067.73735 DVNVIPATA 3610.174 DVPLTAEEVEFVVEK 5140.6517 DVQDECKK 1601.8895 DVQELLTQYTK 4455.6944 DVQLHLER 2358.9198 DVQNFPAATDEK 2892.3703 DVRDYFMPCPGR 3425.885 DVSGPLR 1849.4617 DVSHEIIQHEVK 2410.8753 DVSIIPESPGAEGSGHSIALWAVSDK 4365.9494 DVSLLTQK 3521.1137 DVSSSLQNR 1656.0847 DVSVMMSEMDVNAIAGTLK 5600.0262 DVTCDLIVGCDGAYSTVR 3895.9163 DVTLQGEHQHLPEPGCQQTVPLSVGR 3188.8335 DVTVPELR 3177.9277 DVVHLDSEK 2435.5695 DVVLTTTFVDDIK 4731.8486 DVYESLCR 2560.3418 DVYIVQDLMETDLYK 5535.8354 DWECMNSLLLEEPLSGEEALTDR 5570.3865 DWFVLPFLPSPDTNPTFATYFSR 6012.8719 DWGSSSGSQGR 1512.9476 DWHRPCLK 2118.91846666667 DWILPSDYDHAEAEAR 3697.33266666667 DWISFGHK 3280.1983 DWLFHQIEENLR 4828.5219 DWSDEPIK 3187.3689 DWVTPYK 3540.2648 DYCGTMIIDGEEAPVAYTLDDTKPEGNYAAIMGFILAHK 5904.0047 DYCNFVFK 4047.0763 DYCSTDLDLDTEFEILLPR 5838.3394 DYDA1GSQTK 1622.6353 DYDAMGSQTK 2226.57955 DYETATLSEIK 3610.32305 DYFDMFAPK 4741.14395 DYFGLLFQESPEQK 5162.57123333333 DYGDPQGIK 2476.7125 DYGVNCDK 2039.8144 DYIALNEDLR 3777.7702 DYILEGEPGK 3355.87965 DYIVVGSDSGR 2622.0946 DYLGDFIEHYAQLGPSQPPDLAQAQDEPR 5037.3193 DYLIDGSR 2575.9916 DYLTLNEDLR 3749.6265 DYPDFSPSVDAEAIQK 4048.4459 DYPTCVSCGCNPVGSASDEPCTGPCVCK 3348.9262 DYQSQEPLDLTK 3442.932 DYQTLPDGHMPAMR 2891.3514 DYQYSDQGIDY 3107.0819 DYSLTCR 2011.4214 DYSNFDQEFLNEK 4154.1646 DYSQYYR 2267.2016 DYTEGWVEFR 3993.2213 DYVSQFEGSALGK 4218.6671 DYYDDLFR 4000.6229 E1ILNPEGDVNSAK 3196.2456 E1MNQVEGQQK 1296.3178 E1NPNYTEFK 2839.7211 E1QQLSGGQK 1572.3659 E1TLDEWK 3299.1973 EAAACTSALCC1GR 1541.0278 EAAAQIGVR 1852.1457 EAADPLASK 2564.1769 EAAFSPGQQDWSR 2923.49075 EAALYPHLPPEADPR 3292.8625 EAANLLEGHAR 2166.9625 EAAQAMYIDSYNSR 2945.5793 EAASGTTPQK 1466.9304 EAATQGAK 1260.799 EACGGHGYLAMNR 1798.9127 EADAALFSELHRK 2893.9014 EADAATSFLR 3144.0681 EADGILKPLPK 3504.679 EADIDGDGQVNYEEFVQ1MTAK 4942.0354 EADIDGDGQVNYEEFVQMMTAK 5482.246525 EADSVYGEWVPVEK 4217.9686 EADTDVQVCPNYSIPQK 3432.4551 EAEGAEWLHFASCGEDHTVK 3608.3839 EAEGSSAEYKK 1706.27595 EAELQCTQLDLERK 3183.178 EAESCDCLQGFQLTHSLGGGTGSGMGTLLISK 4774.9745 EAEYFELPELVR 4867.3089 EAFEISK 3075.962 EAFQPQEPDFPPPPPDLEQLR 4693.12935 EAFSLFDK 4354.15285 EAGFCIQEAAGLFPTSHSVLYMR 5000.3119 EAGGGGVGGPGAK 1646.3027 EAGITEK 2095.8943 EAGRAPGDAVHK 1297.8821 EAHKPPVFIEK 2779.7804 EAIAEHAK 1575.3815 EAIETIVAAMSNLVPPVELANPENQFR 6036.3121 EAISDLQQLWK 4872.25345 EAIVIRK 2444.4255 EALEAMQDLAMYINEVK 5972.6582 EALEEFK 3302.2964 EALETDLYK 3450.7581 EALEVDWSSEK 3768.75255 EALHTAGYEMSLNGSPR 2915.7797 EALLEEK 3061.1229 EALQAELEK 3266.3123 EALQGVGD1GR 1901.3345 EALSDLQSPLNPCVILSELYVEK 5970.0586 EALSNKVDELAHFLLR 5427.9437 EALTQFIEEESLSDYDRDAEASLAAVK 5366.5407 EALTYDGALLGDR 3771.6536 EALVNWDPVDQTVLANEQVDEHGCSWR 4709.859 EAMVAFFNSAVASAEEEQAR 5254.1245 EANIQAVDSEVGLTK 3781.10515 EANYIGSDK 2262.1509 EAPAGPLEEDDLEPLTLAPAPAPRPPQDLIGLR 5105.4689 EAPATGPSPQHPQK 1499.6041 EAPEDIQDLMDIFGDR 5817.1994 EAPETGEERDLMVHNIMK 3177.1078 EAPLASSANGTEK 2221.5809 EAPPDISK 2424.7929 EAPQTCK 1449.3937 EAPWPSAQSEIR 3083.8147 EAQAQGDPVASAIK 2859.44995 EAQELSQNSAIK 2474.8572 EAQGHESDCFCSYFRPGIIYR 3482.2119 EAQPVVVIR 2633.4357 EAQWEELK 3356.5565 EASIDILHSIVK 4405.0168 EASSGGGGSSSNFHINVEESVDGQVVSSHKR 2821.4218 EATGLSPQAAQEK 2327.9768 EAVEAAVK 2365.884 EAVFATCGQQVDIWDEQR 4190.2817 EAVFPFQPGSVAEVCITFDQANLTVK 5817.9167 EAVILPIK 4196.26945 EAVTHIGR 1419.3646 ECADLWPR 3106.8416 ECCEKPLLEKSHCIAEVENDE1PADLPSLAADFVESK 5280.1584 ECEEIIRK 2164.29105 ECFLIQPK 3763.7669 ECFTYVLK 3963.2098 ECGQMQNK 1447.1754 ECHLNADTVSSK 1816.9452 ECLQGTIR 1984.35845 ECQEESFWK 3348.0439 ECSLDSDYFK 3427.5214 ECTAPAPK 1643.104 ECVLPGGETAGD1GK 2765.4977 ECVLPGGETAGDMGK 3228.36855 ECWPLVQK 3838.0145 EDAANNYAR 1266.9088 EDALPGQK 2244.269 EDARPVPQGSCQSELHR 1438.6475 EDCVEIYIK 3797.96335 EDEESNEGDSDDTDLQIFCVSCGHPINPR 3689.82135 EDEIPVLK 3739.7916 EDFDVDHFVSDCRK 3327.8568 EDFFFYSLVYDPQQK 5684.8334 EDFSDMVAEHAAK 3286.0712 EDFSEATLK 3208.2175 EDFVLSITGK 4537.782 EDFVLTITGK 4575.50975 EDFVPNTEK 2916.8129 EDGCFYFR 3155.3693 EDGELNLMK 3472.2301 EDGMVPFVFVGTK 5126.9895 EDGTLPTNNRK 1615.5674 EDGTVLLATDSK 3354.5583 EDGVFNISVDNTCSLFR 4731.8985 EDIKLEEK 2549.7288 EDILCGPVWLASGLDLSGHAGMLTLTSPK 5736.183 EDILYHFNLTTSR 4096.7194 EDIQGALHNYR 2440.7298 EDITQEFPGK 3393.8038 EDKHECPFAR 1554.4077 EDKHECPFGR 1558.5679 EDKPAETK 1523.4337 EDLRVECSK 2065.7533 EDLSPAFDHSPNK 2738.1159 EDMAALEK 3128.2864 EDMIDIK 3521.3619 EDNLIPEQINASIVR 4220.9953 EDPKPQEGLLR 2415.8043 EDPLLTPVPASENPFR 4441.10275 EDPNLISVNNFEDCSLCPSVPIEHGFR 4657.60896666667 EDPQTFYYAVAV 4854.0793 EDQVIQLMNAIFSK 5987.3916 EDSGWELK 3272.9894 EDSQILK 2513.7694 EDSQRPGAHLTVK 1694.7711 EDSTTFAK 2274.8261 EDTHHLVNYIPQGSIDSLFEGTWYLVR 5619.53955 EDTIVSQTQDFTK 3495.86725 EDTPTSSLDSLSSPSPVTTAVPGPPGPDK 4174.94565 EDVTPGAPVLR 3273.5912 EDVYENLHTK 2500.1971 EEAAAVPAAAPDDLALLK 4557.7762 EEAADLSSLK 3252.9096 EEAEDYLVQGGMSDGLYLLR 5180.1297 EEAFLGITDEK 4049.2559 EEALELINGYIQK 5042.1735 EEAPSLRPAPPPISGGGYR 2883.7278 EEAQALEDLTGFK 4594.5694 EEAQPIVTK 2438.2007 EEAQSLEDLAGFK 4361.53976666667 EEATTFSNAMLFALNIMNSQEGGPSSQR 5849.2722 EECALEIIK 3900.6313 EEDACHLIIPLR 3584.8899 EEDLVVWVDPLDGTK 5277.8212 EEDPAVLISEVLR 5516.32465 EEEGESPLDSLAETFWETTK 5935.8467 EEELNAIRTENSSLTK 3114.156 EEFQIHDELLK 3713.0919 EEGCTHVIVTTACGSLR 2544.9838 EEGGFEYKR 1986.9836 EEGPYEVEVTYDGVPVPGSPFPLEAVAPTKPSK 4826.6757 EEGYDSVFSVVR 3975.4083 EEHKPQQNGISPR 1208.44525 EEIALTSGEWEVLAR 4699.4495 EEIFGPVMSILSFDTEAEVLER 6006.5126 EEIFGPVQPILK 4778.5677 EEIFGPVQQIMK 4775.3098 EEIKDDNPHLK 2181.107 EEILECQVMWEPDSK 4423.4775 EEIQPGDIVIIDQFIDR 5673.7626 EEIVQFFSGLEIVPNGITLPVDPEGK 5993.8055 EEKPDSK 1441.7191 EELAALDK 3302.5349 EELAELSK 3235.2567 EELCPGNLSLVDTR 3843.8928 EELDFQK 3174.0736 EELEELQEAFNK 4681.0007 EELGLAVPEEHVWGLLRPVYDPQK 5042.4179 EELGQGLQGVEQK 3226.4937 EELIAELQDCEGLIVR 5140.5313 EELIFAQEEK 3822.3324 EELNAISGPNEFAEFYNR 4453.19435 EELREQVYDAMGEK 3394.0448 EELVAEQAIK 3482.0888 EELVDEPFLDLGK 5057.6802 EELVEMCNGK 3125.0864 EELVEPQGPAISDFSCSK 4030.2438 EEME1DPKPDLDSDSWCLLGTDSCRPSL 4888.1877 EEMEMDPKPDLDSDSWCLLGTDSCRPSL 4887.0646 EEMHLEDSANFIK 3560.8463 EENCAILK 2555.0878 EENFSSPK 2177.0522 EENGIPMK 2553.3456 EENVGLHQTLDQTLNELNCI 5004.803 EEPCALGAQSVK 2721.2189 EEPFFPPPEEFVFIHAVPVEER 5546.8259 EEPIPCTAHWHFGQ 3412.2771 EEPQDIYWLAQCLYLTAQYHR 5815.02 EEQMSQAQLFTR 3062.7253 EERPLFPQILSSIELLQHSLPK 5604.9994 EESESTAVGQAHSDISK 1937.4435 EESFSSK 1974.7321 EESSGTPAHQ1NLR 1128.6395 EESTSSGNVSNR 1076.454 EEVANKPDRAEIEK 2152.8797 EEVEHMIQK 2780.7463 EEVGEEAIVELVENGKK 4763.9612 EEVQLVGASHMEQK 2829.7183 EEVSKPLDIPDGR 3034.1191 EEVVLLTHGDSVDK 3363.0819 EEVVTVETWQEGSLK 4026.0353 EFADSQK 1980.5722 EFAQIIK 3788.3002 EFASHLQQLQDALNELTEEHSK 5119.89215 EFAVT1RPTEASER 2068.941 EFAYGGHPYPFSGIFEISPGNASELGETFK 5518.1511 EFCQQEVEP1CK 2214.8998 EFCQQEVEPMCK 3153.2858 EFDDDTYDNDIALLQLK 5131.9263 EFDHSNCK 1463.4639 EFDPDIHCGVIDLDTK 4130.1801 EFEPDAIGGGAK 3263.7411 EFEQSVQGGSQTAK 2328.4344 EFESHLDK 2352.296 EFFCPEHSECICHICLVEHK 3278.0102 EFGNTLEDK 3011.88905 EFIDWMHLEPQSMVWLPVLHR 5665.65975 EFIQGQGGWENLES 4344.8346 EFKDEDWNMGDIVYTLTNRR 4902.057 EFLDGTR 2542.4091 EFLEPDSWETLDQQQFFTEEELK 5704.8033 EFLGTYNK 3320.5705 EFLLIFHK 4681.7084 EFMEEVIQR 3775.58076666667 EFNAETFTFHADICTLSEK 4448.1636 EFNSYGAR 1841.4943 EFNSYGSR 1784.8421 EFPGLAGVK 3911.88655 EFQLTEENTK 3128.0878 EFQSDGSK 1822.3056 EFQSPDEE1KK 2209.3719 EFQVLLQHSPSPIGSTR 3974.5253 EFSIDVGYER 3665.9892 EFSLAGGIWHGR 3786.1521 EFTPPVQAAYQK 3412.22326666667 EFTPQMQAAYQK 2843.76225 EFVGNWNK 3483.78615 EFVHLAGK 2948.0809 EFVLNDELPGR 3896.3942 EFVMQVK 3612.3992 EGAGHPPLHLR 1533.1281 EGAPIEPDPPVSHWKPEAVQYYEDGAR 3847.1146 EGAYYVWTVK 4135.5144 EGDDGGIFPK 3274.26225 EGDQIVGATIYFDNLQSGEVTQLLNTMGHHTVGLK 5804.43466666667 EGDQTSNNIPADIVFVLK 5019.4052 EGDT1MGQQVAK 2080.95325 EGDTM1GQQVAK 1990.9886 EGDTMMGQQVAK 2534.1038 EGETITEVIHGEPIIK 4072.1711 EGETPLQCASLNSQVWSALQMSK 5138.1042 EGEVTTMNHEDLSLLK 3649.2769 EGFVGNR 1731.5429 EGFWVNLR 4179.2867 EGGGDEPLNFLDPK 4437.9785 EGGPNPEHNSNLANILEVCR 3519.8243 EGGVQLLLTIVDTPGFGDAVDNSNCWQPVIDYIDSK 6016.1522 EGHWDCSICLVR 2943.7411 EGIAASFAVK 3735.39505 EGICALGGTSELSSEGTQHSYSEEEK 3069.9749 EGICGSCAMNINGGNTLACTR 3280.3191 EGITTIR 2083.4999 EGKPGGTVESGNGEDLTK 2268.2731 EGKPTIVEEDDPELFK 3867.6146 EGLEAAPK 2255.1867 EGLGASEAVADIK 3512.77235 EGLLDQQQGDVK 2946.9129 EGLSNQLR 1881.2411 EGLV1VEVR 2999.5734 EGLWAEGQAR 2591.1026 EGNFDIVSGTR 2938.8171 EGPHPAWPQPVTTSHYAHDPSGMFR 2990.0554 EGPHYTPPIPNYQPPEGR 2999.8132 EGPLTYR 2126.3491 EGPVQFEEDPFGLDK 4668.49615 EGPYSISVLYGDEEVPR 4246.7539 EGQECGVYTPNCAPGLQCHPPK 2754.13963333333 EGQLLHVYPVLFNVGINEQQTLAER 5099.19615 EGQMESVEAAMSSK 3551.28755 EGQTLDVK 2378.2899 EGTEAWEAAMK 3516.7322 EGTETFADHREGILK 2559.2814 EGTSLGEVGGPDLK 3343.69303333333 EGTSNSTSEDGPGDGFTILSSK 3927.7167 EGTVGSVDGHMK 2016.8342 EGVKTENNDHINLK 2529.5956 EGVNQPAAVVMEDSSPHEALR 3014.9114 EGVPDNIK 2497.5151 EGVPGADMLPQPYLDASCPMLPTALVSLSR 5925.9554 EGYAWAEDK 3001.77855 EGYTEFSLR 3209.7079 EGYTVCVDCQPPA1NSVSLR 2776.7905 EGYYGYTGAFR 3142.2588 EHAIEEWK 2535.4754 EHAVEGDCDFQLLK 3491.25975 EHCPAGQPVK 1313.5146 EHDILSQLQK 2900.2892 EHDYRDEHLDFIQSHLR 2661.5536 EHFIFWQVYHDSEEGQR 3624.4464 EHFQSYDLDHMEK 2817.3097 EHGELERPLHPK 1513.5168 EHHFGSSGMTLHER 1285.4947 EHLDLETSEFFR 3890.3801 EHLFPAAQVK 2927.7557 EHLGSHIR 1070.6408 EHRPVEK 1454.2306 EHTIEEWK 2538.9139 EHTTSSSVSK 1126.531 EHVAHLLFLR 3151.7228 EHWDHLLER 2558.5365 EHWNPTIVALVYNVLK 5897.09795 EHYVAVQLLK 3454.755 EI1ENYNIALR 3310.2143 EI1LGLK 3751.926 EIAEAYLGYPVTNAVITVPAYFNDSQR 5670.750725 EIAETRFEVAQVESLR 3727.4682 EIAVGDSEGQIVIYDVGEQIAVPR 5138.4572 EICELTGIDQSVLER 4344.109 EICPAGHGYTYASSDIR 2478.0235 EICPAGPGYHYSASDLR 2792.7017 EIDAACK 2095.0777 EIDAEHPSDDYFEPVAPEFQGK 3895.5487 EIDTSTK 1876.785 EIEALQDK 3015.32 EIEANEWK 3127.2334 EIFDIAFPDEQAEALAVER 5455.8918 EIFFHYSEFSGDVDSLELGDMVEYSLSK 5652.8357 EIGILTTNK 3610.3829 EIGNCTQITNLDLQHNELLDLPDTIGNLSSLSR 5425.5963 EIGNLLHPSVPISNDEDVDNK 3847.6213 EIGST1SGR 1260.4403 EIGSTMSGR 1763.4694 EIGYPVMIK 4163.17975 EIIEGCIR 2705.3368 EIIEVILR 4828.3232 EIIGGTSESEPMLSHTVR 3105.2836 EIILVDDYSNDPEDGALLGK 4965.45213333333 EIINVGHSFHVNFEDNDNR 3539.67245 EILDELQAR 3799.268 EILNFFQGYQCLK 5320.1495 EILSVDCSTNNPSQAK 2931.451 EIMLAAK 3410.4394 EIPHNEK 1509.6705 EIPLSEILSLEPVK 5814.5364 EIPVLNELPVPMVAR 5584.2897 EIQEHVK 1718.7611 EIQHVNEEQETKK 1703.3413 EIQTAVR 1801.6557 EIRDEYVETLSK 3130.2995 EISAILK 3811.9862 EISAQIR 2087.7873 EISESTPVEEVEALFK 5771.2784 EISPDTTLLDLQNNDISELR 4897.1226 EITALAPSTMK 3819.2599 EITFENGEELTEEGLPFLILFHMK 5976.6811 EITGIQDPSFLHEALK 3948.4003 EIVHLQAGQCGNQIGAK 2408.8639 EIVIIDTPDMFSWK 5754.1459 EIVPLFR 4222.9028 EIVSSTR 1537.5802 EIYNQVNVVLK 4108.3342 EKEPEYTLLTER 3104.5475 EKLEDFFK 4026.1432 EKPDSVDGQQPLVNGVP 3454.46445 EKPEVTDR 1515.8351 EKPFACHLCGQR 1985.6788 EKPPISGK 2089.2229 EKPQTLPSAVK 2599.79405 EKPSEDMESNTFFDPR 3334.1844 EKPVDLQNFGLR 3721.1968 ELAAGTESQALVSATPR 3239.8931 ELAAGYR 1826.2817 ELAALYSPGK 3722.1515 ELAAQLNEEAK 3091.92155 ELAFFANALEEVSIETIEAGF1TK 6071.3603 ELAFFANALEEVSIETIEAGFMTK 6086.91515 ELAGGDFTSPDASASSCGK 3138.9819 ELAIQISK 3746.7357 ELALNTAQFAK 3931.76465 ELALQITK 3870.4605 ELALQQEEGK 2825.0919 ELALQTLK 3824.9993 ELAQDAK 1858.3075 ELASPVSPELR 3218.5162 ELASQPDVDGFLVGGASLKPEFVDIINAK 5820.7483 ELASQQEK 1748.8172 ELAVQIYEEAR 3852.2122 ELCLPPVK 3921.9882 ELDALGHELPVLAPQWEGYDELQTDGNR 5181.031 ELDEITAK 3167.0762 ELDFVSHHVR 2267.6937 ELDLEAADSLK 4069.0823 ELDPDGLK 3170.8811 ELDSGLAESVSTLIWAAPR 5825.8477 ELDSTGTPTGK 2219.9205 ELEAEFAHHNYLTR 2975.9537 ELEAQVSSLSR 2968.0309 ELEEITK 3093.0322 ELEEWDAQLAQK 4091.4011 ELEFDTN1DAVQ1VITEAQK 4735.3596 ELEGPVYEK 3067.4762 ELELLPPPPQQK 3739.5861 ELENIIQETEK 4201.9524 ELENWAGSM 4253.443 ELESQHSILK 2407.9832 ELESQVSGLEK 3233.3956 ELESVSSFR 2956.2703 ELETGPK 2125.5663 ELETVAAHQFPEVR 3320.0084 ELFDFYNK 4469.1669 ELFPIQMEGVK 4718.7195 ELGDHVTNLR 2086.4841 ELGEHGK 1403.027 ELGELSPHWDNLR 3493.4605 ELGIWEPLAVK 5067.7938 ELGLDEGVDSLK 3990.93935 ELGNIIQK 3567.52155 ELGSSTNALR 2132.3557 ELGVHYSR 1746.874 ELGYSLEQR 2724.6254 ELHLDHNQISR 1813.5893 ELHLEEAVNSVLNK 4438.1982 ELHSEPSSNETQWK 2327.5909 ELHTADSVVNGSAQADVPK 2817.9483 ELICHNQFSLFLVGSGGFGGK 5069.7739 ELIEELNR 3389.5571 ELIGMDPVAVFR 5070.2824 ELISLAGPTDDIQSTVPQVHALNILR 5109.3228 ELIVYLL 3340.0429 ELLALDSVDPEGR 4221.73005 ELLAWTEK 4310.7976 ELLDVKK 3160.0266 ELLEMRPFR 3679.8681 ELLETTCR 2465.9278 ELLEVIGK 4491.2627 ELLEYDLQQR 3652.38775 ELLGGAPGSSEAAGSPEWGGRPPALGSLLDPLPTAASLGISDSIR 5822.1107 ELLGILVSYK 5189.6393 ELLGWVSTLAR 5258.5428 ELLHSQNTWLNTELK 4005.2037 ELLITDLLPDNRK 4703.1951 ELLSAEENK 2926.1064 ELLTDHR 1765.0887 ELLTSDSPPHNDIMTPVDPGVAQPNSR 3791.27505 ELLTT1GDRFTDEEVDEMYR 3874.7195 ELLTTMGDRFTDEEVDE1YR 4111.4772 ELLTTMGDRFTDEEVDELYR 4677.3482 ELLTTMGDRFTDEEVDEMYR 4452.648 ELLVGSEDFDIR 4396.7638 ELLVHLDDPER 3386.5267 ELNARP1EVFMCSVLK 4149.4116 ELPFSFR 4186.9977 ELPPPEDDQLHSSAPR 2275.6867 ELPQLVASVIESESEILHHEK 5607.7199 ELQAEAK 1996.58765 ELQEESGLTVDALHK 3525.8556 ELQEVIALTSQELEESR 5658.94775 ELQISLK 3819.6966 ELQLTLAQK 3860.0739 ELQSAVPR 2117.0869 ELREPQFR 2129.1962 ELSAEFGPGGR 2867.8411 ELSDLHSK 2090.8484 ELSEDIRR 1818.0938 ELSEYVR 2580.7441 ELSGLGSALK 3756.08435 ELSHEDLEPPPEHIPPPPRPPKR 2703.7944 ELSIHSCEVK 2238.4705 ELSPLFLR 4319.1852 ELTAVVQK 2367.9939 ELTDEEAERLQLEIDQKK 3891.8994 ELTHLSEMSR 2337.3239 ELTSLVK 3569.3816 ELTSTVR 1774.8058 ELVLDNSR 2542.2105 ELVMALLK 5146.1115 ELVQNLLDGKIEAEDFTSR 5126.9133 ELVQSLK 3268.2687 ELVSSSSSGSDSDSEVDKK 2379.8728 ELWAALNAWK 5242.17133333333 ELWETLHQLEIDKFEFGEK 5542.4922 ELYEINPPEISEEIIGSPIPEPR 5488.6263 ELYLGLLYPTEDYK 5204.921975 ELYLSSSLK 3833.8149 ELYLSWVVEAR 5003.5446 ELYQSAR 1710.6933 ELYSQQHR 1241.8802 ELYTLDGTVGIECPDYR 4284.8021 ELYTVVQHVK 3470.2444 EMAAAAEK 2003.0779 EMAMLIAQALQTINYGRDDEK 5950.947 EMDPVTQLYTMTSTLEYK 5790.7063 EMDQTMAANAQK 2331.2794 EMGSLSIKDPK 3170.9805 EMKPPTSQEEWEAEFQR 3539.2591 EMLPHVGVSDFCETK 3558.5827 EMPPTNPIR 2530.4485 EMQSSFTR 1860.0096 EMSSSTLNLVVAGAPK 4213.5377 EMTEVLPSQR 2807.3344 EMTFIFTDGEDEALAR 4839.8547 EMVELAAQR 2716.6857 EMVICSEASSTYQR 2832.29265 EMVPEFVVPDLTGFK 5799.7982 ENAEDAGGKK 1405.8974 ENASQCFEK 2540.02403333333 ENATV1DK 1589.13 ENATVMDK 2183.9503 ENCTLQFESAWVLTNIASGNSLQTR 5573.7067 ENDAVWLATQNHSTLVTER 3445.4963 ENESLTHSTDR 1137.2608 ENFELQAAQEK 3116.5528 ENFLFLTPDCK 4698.7198 ENGESSSSWK 2009.336 ENGFSEK 1880.3269 ENGGARLAEYHAK 2101.8956 ENGLPLEYQEK 3325.1722 ENGMDVFR 2786.2834 ENGVYLIDVK 3735.6198 ENHGLVEK 1662.034 ENINAFPQEIR 3269.1625 ENIYENNK 2092.8067 ENKPVIPLPQILGLTASPGVGGATK 5176.44585 ENLIAELEEK 4479.18065 ENLISALEEAKK 4344.6057 ENLIYTYIGPVLVSVNPYR 5934.6648 ENLLSLACQHQFCR 3692.0258 ENLNAGNFNFPSEGHLVR 3404.4164 ENLQLNQETEAIK 3316.6539 ENMAYTVECLR 3320.2911 ENNSYSVDAAEVTELHVISYEVER 4159.7021 ENNTCYAK 1590.8474 ENPDMANPSAMSTTAK 2739.61245 ENPDSFLNHVLALTAQSPDIEHLNEVSLK 5636.44365 ENPQLLDAGITGYFFFQEK 5791.317 ENPVYEK 2214.2436 ENSAAVQK 1524.9423 ENSAPVK 1578.5405 ENSPAAFPDREGVPPTALFHPMPVLPK 4524.7481 ENTDSVVMQPK 2520.7013 ENTELVQK 2333.5686 ENTFTIENESVK 3261.4658 ENVAVYNLWALAVDR 5480.1952 ENVDYIIQELR 4488.23 ENVFGPQCNECR 2312.7264 ENVSALDMEK 3142.9223 ENYEVYK 2533.8029 EPAAFWGPLAR 4337.7287 EPAPETADGPYLVIVEQPK 4393.1738 EPCVESLVSQYFQTVTDYGK 5785.87648 EPGPGAK 1490.2077 EPGSQACLAIDPLVGEEGGAAVAK 4399.8532 EPILVVSYK 4122.04695 EPLNTIGLIYEK 4639.5062 EPLPPIQQHIWN1LNPPAEVTTK 4551.487 EPNTMVEK 2317.077 EPNVLICFIDK 5167.1546 EPPADVWTPPAR 3223.42665 EPPCFLQCFQGGMVVHSGR 4181.5233 EPPGLIFNK 3961.2804 EPPYRVPRDDWEEK 2741.7924 EPQDTYHYLPFSLPHR 3402.0355 EPVRAPAVAVAPTPVQPPIIVAPVATVPA1PQEK 5010.1012 EPVRAPAVAVAPTPVQPPIIVAPVATVPAMPQEK 5008.28796666667 EPVTTPCGHNFCGSCLNETWAVQGSPYLCPQCR 3823.6256 EQAIALLK 3884.24265 EQALEATK 2212.3759 EQDDGILQIQK 3536.5704 EQEEMKK 1657.1229 EQELEMTIK 3522.2047 EQESIIQQLQTSLHDR 4074.2038 EQEVSAAWQALLDACAGRR 4785.938 EQEWNTTNAK 2209.225 EQFEAAQK 2178.1137 EQFLDGDGWTSR 3622.45665 EQGFGGVTDAIGADHRR 2451.993 EQGIHPLAFQGLK 3663.6946 EQGPSREPHPT 1059.4901 EQHLFLPFSYK 3942.0612 EQHLYYQDQLLPVSR 3377.3309 EQHVFGR 1424.4874 EQIENYK 2345.5266 EQIQAEQCLK 2539.7661 EQISDIDDAVR 2768.2471 EQLGEFYEALDCLR 4461.2302 EQLGPVTQEFWDNLEK 4892.1389 EQLPIFK 4026.1029 EQLRDISSIGLK 3596.3715 EQLVQAVHDNQILIVIGETGSGK 4890.25315 EQMAQQLAEETQGFQR 3809.8723 EQMEQMK 2128.8261 EQMYQDK 1905.0385 EQNILAQVFGILK 5970.5411 EQNSLSLLEAR 3363.8695 EQPQQTVIADHSLSASHMETTMK 2920.4576 EQQIETVCETIQNLVDNIK 5967.5688 EQQILTLFR 4459.6014 EQQLVEK 2286.2872 EQQLVGEK 2285.0954 EQQSSPNTFAPYPLAGLNPNMNVNSMDMTGGLSVK 5443.5109 EQQTLQVAVATGGR 2669.7107 EQQTVTK 1495.8424 EQSIFGDHRDEEEETHMKK 2309.1859 EQSIVEK 2246.6412 EQSPSLPEK 2417.2902 EQTVS1K 1466.4966 EQVEVVEFHSNK 2820.6253 EQVQSCGPPPELLNGNVK 3670.6208 EQVSEAIK 2376.6845 EQWDTIEELIR 4998.93675 EREEAWVK 2151.0672 EREIDDYIVQAK 3268.9639 ERELTAQIAAGR 2121.6115 ERHCGELK 1101.1628 ERPGEQSEVAQLIQQTLEQER 4481.82815 ERPGFPPR 1578.6588 ERSDALNSAIDK 2320.8364 ERVEAGDVIYIEANSGAVK 3583.2447 ERWEQGQADY1GADSFDNIK 3319.4911 ERWEQGQADYMGADSFDNIK 3705.5605 ESAAPASPAPSPAPSPTPAPPQK 2723.95375 ESACLPEK 2346.064 ESAEALATK 2388.3085 ESATLQPFFTLQLDIQSDK 5654.5651 ESCNLFVLK 4158.01255 ESCQSTVHQQDETTIDTK 1761.7699 ESDDGVVVYVAPTK 3562.3581 ESDDP1AYIHFTAEGEVTFK 4288.11265 ESDIMTTNGVIHVVDK 3770.1566 ESDIVLYALDRDPTAYALAEHLSELYPK 5572.9692 ESDLNGAQIK 2472.50805 ESDVPLK 2522.2172 ESDWNQHK 1616.3767 ESEAQISWFAPEDHGYGTEVSTK 3971.1955 ESENVVCHFYR 2488.0078 ESEPGSSASFGK 2247.158 ESFLTWL 5967.3701 ESGCSFVLALMQK 4992.6691 ESGCSWHGGPDGLYEYLRPSGTPAR 3348.4369 ESGDREALQLWSALQLK 4943.1651 ESGFSYPNFSLPAANGLSSGVGGGGGK 4749.5796 ESGGHHYVNMTLPVDAVISVAPEETWGK 4409.3129 ESGGSGSSLFSR 2247.8568 ESGMTMEELK 3230.4716 ESGPPHMK 1572.9498 ESGSLTYEEFLGR 3937.1521 ESGYCTGHEPDSLEFSTVGGWVSTR 4003.0563 ESHPGLFPPTFGAVAPFLADLDTTDGLGK 5928.3556 ESHPHGVK 1007.8788 ESHTAVVYTEK 1817.8952 ESIDALPEILVTEDHGAVGQEMCCPICCSEYVK 5066.2527 ESILQRPLSLPSLHVFGDTDK 4292.3314 ESISVSSEQLAQFR 3333.06885 ESKPEEPPPPK 1933.8977 ESLITLIEK 4844.3015 ESLLLQK 3545.0221 ESLRGECEDMLSK 2805.6951 ESMYYPR 2190.2742 ESNGPVK 1492.92205 ESNMSTLLER 3045.2195 ESNVLHEK 1752.8903 ESPKPEEQK 1547.6088 ESPLGQEK 2158.9286 ESPLLFK 3932.66816666667 ESPLLFPYYPR 4532.8697 ESQPLLGTVIDG1LLLK 5531.6652 ESQQYYHSLAVR 2038.0412 ESSEYLK 2295.0488 ESSQNNWLR 2323.1014 ESTNYPGDYTLCVSCDGK 3451.02255 ES

apataskar commented 2 years ago

And final question- how long would it take (no GPU, but CPU cluster) for 10x peptides training on an average?

From: Abhijeet Pataskar Sent: dinsdag 24 mei 2022 17:31 To: 'bzhanglab/AutoRT' @.>; bzhanglab/AutoRT @.> Cc: Author @.***> Subject: RE: [bzhanglab/AutoRT] training transfer_learning (Issue #18)

Great final question (for now )

Are the parameters okay?

python3 ../autort.py train -i data/final_01CPTAC_f01.txt.txt -o dir_01CPTAC_f01.txt.txt -e 40 -b 64 -u s -m ../models/general_base_model/model.json -rlr -n 10

my retention times are in minutes

From: Bo @.**@.>> Sent: dinsdag 24 mei 2022 16:33 To: bzhanglab/AutoRT @.**@.>> Cc: Abhijeet Pataskar @.**@.>>; Author @.**@.>> Subject: Re: [bzhanglab/AutoRT] training transfer_learning (Issue #18)

And in the prediction, also the novel peptides have to be separated into where (which experiment/sample) they originate from?

Yes.

— Reply to this email directly, view it on GitHubhttps://github.com/bzhanglab/AutoRT/issues/18#issuecomment-1136008868, or unsubscribehttps://github.com/notifications/unsubscribe-auth/AKIRNFPUP4TUVV65RVTPTU3VLTSATANCNFSM5WV6MU6Q. You are receiving this because you authored the thread.Message ID: @.**@.>>

wenbostar commented 2 years ago

I changed modification M-oxi to 1 (omitted M and wrote 1) and omitted all fixed modifications.

It looks the unit of RT is in second. You could use "-u s" or convert the RT to minute and then use "-u m".

wenbostar commented 2 years ago

And final question- how long would it take (no GPU, but CPU cluster) for 10x peptides training on an average?

This may take 15-30 minutes.

wenbostar commented 2 years ago

@apataskar , does AutoRT work well in your analysis? I will close this issue if you don't have any additional questions about this issue.

apataskar commented 2 years ago

Yes! Its works really as expected. Yes, I will contact again if I get stuck somewhere ☺

Thanks a lot

From: Bo @.> Sent: vrijdag 3 juni 2022 16:46 To: bzhanglab/AutoRT @.> Cc: Abhijeet Pataskar @.>; Mention @.> Subject: Re: [bzhanglab/AutoRT] training with transfer learning (Issue #18)

LET OP: Deze e-mail is afkomstig van buiten de organisatie. Open alleen links of bijlagen als je de afzender kent en weet dat de inhoud veilig is. CAUTION: This email originated from outside of the organization. Do not click links or open attachments unless you recognize the sender and know the content is safe.

@apataskarhttps://github.com/apataskar , does AutoRT work well in your analysis? I will close this issue if you don't have any additional questions about this issue.

— Reply to this email directly, view it on GitHubhttps://github.com/bzhanglab/AutoRT/issues/18#issuecomment-1146038717, or unsubscribehttps://github.com/notifications/unsubscribe-auth/AKIRNFIRQ2RHXXIMAYRYNYTVNILDZANCNFSM5WV6MU6Q. You are receiving this because you were mentioned.Message ID: @.**@.>>