Pfam Explained

Pfam
Description:The Pfam database provides alignments and hidden Markov models for protein domains.
Scope:Protein families
Organism:all
Center:EBI
Pmid:19920124
Format:Stockholm format
Download:FTP
License:GNU Lesser General Public License
Bookmark:yes
Version:36.0

Pfam is a database of protein families that includes their annotations and multiple sequence alignments generated using hidden Markov models.[1] [2] [3] Last version of Pfam, 36.0, was released in September 2023 and contains 20,795 families.[4] It is currently provided through InterPro database.

Uses

The general purpose of the Pfam database is to provide a complete and accurate classification of protein families and domains.[5] Originally, the rationale behind creating the database was to have a semi-automated method of curating information on known protein families to improve the efficiency of annotating genomes.[6] The Pfam classification of protein families has been widely adopted by biologists because of its wide coverage of proteins and sensible naming conventions.[7]

It is used by experimental biologists researching specific proteins, by structural biologists to identify new targets for structure determination, by computational biologists to organise sequences and by evolutionary biologists tracing the origins of proteins.[8] Early genome projects, such as human and fly used Pfam extensively for functional annotation of genomic data.[9] [10] [11]

The Pfam website allows users to submit protein or DNA sequences to search for matches to families in the database. If DNA is submitted, a six-frame translation is performed, then each frame is searched.[12] Rather than performing a typical BLAST search, Pfam uses profile hidden Markov models, which give greater weight to matches at conserved sites, allowing better remote homology detection, making them more suitable for annotating genomes of organisms with no well-annotated close relatives.[13]

Pfam has also been used in the creation of other resources such as iPfam, which catalogs domain-domain interactions within and between proteins, based on information in structure databases and mapping of Pfam domains onto these structures.[14]

Features

For each family in Pfam one can:

Entries can be of several types: family, domain, repeat or motif. Family is the default class, which simply indicates that members are related. Domains are defined as an autonomous structural unit or reusable sequence unit that can be found in multiple protein contexts. Repeats are not usually stable in isolation, but rather are usually required to form tandem repeats in order to form a domain or extended structure. Motifs are usually shorter sequence units found outside of globular domains.[9]

The descriptions of Pfam families are managed by the general public using Wikipedia (see

  1. Community curation
).

As of release 29.0, 76.1% of protein sequences in UniprotKB matched to at least one Pfam domain.

Creation of new entries

New families come from a range of sources, primarily the PDB and analysis of complete proteomes to find genes with no Pfam hit.[15]

For each family, a representative subset of sequences are aligned into a high-quality seed alignment. Sequences for the seed alignment are taken primarily from pfamseq (a non-redundant database of reference proteomes) with some supplementation from UniprotKB. This seed alignment is then used to build a profile hidden Markov model using HMMER. This HMM is then searched against sequence databases, and all hits that reach a curated gathering threshold are classified as members of the protein family. The resulting collection of members is then aligned to the profile HMM to generate a full alignment.

For each family, a manually curated gathering threshold is assigned that maximises the number of true matches to the family while excluding any false positive matches. False positives are estimated by observing overlaps between Pfam family hits that are not from the same clan. This threshold is used to assess whether a match to a family HMM should be included in the protein family. Upon each update of Pfam, gathering thresholds are reassessed to prevent overlaps between new and existing families.

Domains of unknown function

Domains of unknown function (DUFs) represent a growing fraction of the Pfam database. The families are so named because they have been found to be conserved across species, but perform an unknown role. Each newly added DUF is named in order of addition. Names of these entries are updated as their functions are identified. Normally when the function of at least one protein belonging to a DUF has been determined, the function of the entire DUF is updated and the family is renamed. Some named families are still domains of unknown function, that are named after a representative protein, e.g. YbbR. Numbers of DUFs are expected to continue increasing as conserved sequences of unknown function continue to be identified in sequence data. It is expected that DUFs will eventually outnumber families of known function.[15]

Clans

Over time both sequence and residue coverage have increased, and as families have grown, more evolutionary relationships have been discovered, allowing the grouping of families into clans.[8] Clans were first introduced to the Pfam database in 2005. They are groupings of related families that share a single evolutionary origin, as confirmed by structural, functional, sequence and HMM comparisons.[5] As of release 29.0, approximately one third of protein families belonged to a clan. This portion has grown to around three-fourths by 2019 (version 32.0).[16]

To identify possible clan relationships, Pfam curators use the Simple Comparison Of Outputs Program (SCOOP) as well as information from the ECOD database.[16] ECOD is a semi-automated hierarchical database of protein families with known structures, with families that map readily to Pfam entries and homology levels that usually map to Pfam clans.[17]

History

Pfam was founded in 1995 by Erik Sonnhammer, Sean Eddy and Richard Durbin as a collection of commonly occurring protein domains that could be used to annotate the protein coding genes of multicellular animals.[6] One of its major aims at inception was to aid in the annotation of the C. elegans genome.[6] The project was partly driven by the assertion in ‘One thousand families for the molecular biologist’ by Cyrus Chothia that there were around 1500 different families of proteins and that the majority of proteins fell into just 1000 of these.[5] [18] Counter to this assertion, the Pfam database currently contains 16,306 entries corresponding to unique protein domains and families. However, many of these families contain structural and functional similarities indicating a shared evolutionary origin (see Clans).[5]

A major point of difference between Pfam and other databases at the time of its inception was the use of two alignment types for entries: a smaller, manually checked seed alignment, as well as a full alignment built by aligning sequences to a profile hidden Markov model built from the seed alignment. This smaller seed alignment was easier to update as new releases of sequence databases came out, and thus represented a promising solution to the dilemma of how to keep the database up to date as genome sequencing became more efficient and more data needed to be processed over time. A further improvement to the speed at which the database could be updated came in version 24.0, with the introduction of HMMER3, which is ~100 times faster than HMMER2 and more sensitive.[8]

Because the entries in Pfam-A do not cover all known proteins, an automatically generated supplement was provided called Pfam-B. Pfam-B contained a large number of small families derived from clusters produced by an algorithm called ADDA.[19] Although of lower quality, Pfam-B families could be useful when no Pfam-A families were found. Pfam-B was discontinued as of release 28.0,[20] then reintroduced in release 33.1 using a new clustering algorithm, MMSeqs2.[21]

Pfam was originally hosted on three mirror sites around the world to preserve redundancy. However between 2012 and 2014, the Pfam resource was moved to EMBL-EBI, which allowed for hosting of the website from one domain (xfam.org), using duplicate independent data centres. This allowed for better centralisation of updates, and grouping with other Xfam projects such as Rfam, TreeFam, iPfam and others, whilst retaining critical resilience provided by hosting from multiple centres.[22]

From circa 2014 to 2016, Pfam underwent a substantial reorganisation to further reduce manual effort involved in curation and allow for more frequent updates.[23] Circa 2022, Pfam was integrated into InterPro at the European Bioinformatics Institute.[24]

Community curation

Curation of such a large database presented issues in terms of keeping up with the volume of new families and updated information that needed to be added. To speed up releases of the database, the developers started a number of initiatives to allow greater community involvement in managing the database.

A critical step in improving the pace of updating and improving entries was to open up the functional annotation of Pfam domains to the Wikipedia community in release 26.0.[15] For entries that already had a Wikipedia entry, this was linked into the Pfam page, and for those that did not, the community were invited to create one and inform the curators, in order for it to be linked in. It is anticipated that while community involvement will greatly improve the level of annotation of these families, some will remain insufficiently notable for inclusion in Wikipedia, in which case they will retain their original Pfam description. Some Wikipedia articles cover multiple families, such as the Zinc finger article. An automated procedure for generating articles based on InterPro and Pfam data has also been implemented, which populates a page with information and links to databases as well as available images, then once an article has been reviewed by a curator it is moved from the Sandbox to Wikipedia proper. In order to guard against vandalism of articles, each Wikipedia revision is reviewed by curators before it is displayed on the Pfam website. Almost all cases of vandalism have been corrected by the community before they reach curators, however.[15]

Pfam is run by an international consortium of three groups. In the earlier releases of Pfam, family entries could only be modified at the Cambridge, UK site, limiting the ability of consortium members to contribute to site curation. In release 26.0, developers moved to a new system that allowed registered users anywhere in the world to add or modify Pfam families.[15]

See also

External links

Notes and References

  1. Finn RD, Tate J, Mistry J, Coggill PC, Sammut SJ, Hotz HR, Ceric G, Forslund K, Eddy SR, Sonnhammer EL, Bateman A . The Pfam protein families database . Nucleic Acids Res . 36 . Database issue . D281–8 . 2008 . 18039703 . 10.1093/nar/gkm960 . 2238907.
  2. Finn . R. D.. Mistry . J.. Schuster-Böckler . B.. Griffiths-Jones . S.. Hollich . V.. Lassmann . T.. Moxon . S.. Marshall . M.. Khanna . A.. Durbin . R.. Eddy . S. R.. Sonnhammer . E. L.. Bateman . A.. Pfam: clans, web tools and services. Free full text. Nucleic Acids Research. 34. Database issue. D247–D251. Jan 2006 . 0305-1048. 16381856. 10.1093/nar/gkj149. 1347511.
  3. A. . Bateman . Alex Bateman. L. . Coin . R. . Durbin . Richard M. Durbin . R. D. . Finn . V. . Hollich . S. . Griffiths-Jones . A. . Khanna . M. . Marshall . S. . Sonnhammer . Moxon . E. L. . Studholme . D. J. . Yeats . C. . Eddy . S. R.. Sean Eddy. The Pfam protein families database. Nucleic Acids Research. 32. Database issue. 138D–1141. 2004 . 0305-1048. 14681378. 10.1093/nar/gkh121. 308855.
  4. Web site: Pfam 36.0 release. Xfam Blog. 2023-09-18. 2023-11-24.
  5. Sammut. Stephen. Finn. Robert D.. Bateman. Alex. Pfam 10 years on: 10 000 families and still growing. Briefings in Bioinformatics. 9. 3. 2008. 210–219. 10.1093/bib/bbn010. 18344544. free.
  6. Sonnhammer. Erik L.L.. Eddy. Sean R.. Durbin. Richard. Pfam: A Comprehensive Database of Protein Domain Families Based on Seed Alignments. Proteins. 28. 3. 1997. 405–420. 10.1002/(sici)1097-0134(199707)28:3<405::aid-prot10>3.0.co;2-l. 9223186. 9569028 .
  7. Xu. Qifang. Dunbrack. Roland L.. Assignment of protein sequences to existing domain and family classification systems: Pfam and the PDB. Bioinformatics. 28. 21. 2012. 2763–2772. 10.1093/bioinformatics/bts533. 22942020. 3476341.
  8. Finn. R. D.. Mistry. J.. Tate. J.. Coggill. P.. Heger. A.. Pollington. J. E.. Gavin. O. L.. Gunasekaran. P.. Ceric. G.. Forslund. K.. Holm. L.. Sonnhammer. E. L. L.. Eddy. S. R.. Bateman. A.. The Pfam protein families database. Nucleic Acids Research. 38. Database. 2009. D211–D222. 0305-1048. 10.1093/nar/gkp985. 19920124. 2808889.
  9. Bateman A, Birney E, Cerruti L, Durbin R, Etwiller L, Eddy SR, Griffiths-Jones S, Howe KL, Marshall M, Sonnhammer EL . The Pfam protein families database . Nucleic Acids Res. . 30 . 1 . 276–80 . 2002 . 11752314 . 99071 . 10.1093/nar/30.1.276.
  10. 5. Adams MD, Celniker SE, Holt RA, Evans CA, Gocayne JD, Amanatides PG, Scherer SE, Li PW, Hoskins RA, Galle RF, George RA, Lewis SE, Richards S, Ashburner M, Henderson SN, Sutton GG, Wortman JR, Yandell MD, Zhang Q, Chen LX, Brandon RC, Rogers YH, Blazej RG, Champe M, Pfeiffer BD, Wan KH, Doyle C, Baxter EG, Helt G, Nelson CR, Gabor GL, Abril JF, Agbayani A, An HJ, Andrews-Pfannkoch C, Baldwin D, Ballew RM, Basu A, Baxendale J, Bayraktaroglu L, Beasley EM, Beeson KY, Benos PV, Berman BP, Bhandari D, Bolshakov S, Borkova D, Botchan MR, Bouck J, Brokstein P, Brottier P, Burtis KC, Busam DA, Butler H, Cadieu E, Center A, Chandra I, Cherry JM, Cawley S, Dahlke C, Davenport LB, Davies P, de Pablos B, Delcher A, Deng Z, Mays AD, Dew I, Dietz SM, Dodson K, Doup LE, Downes M, Dugan-Rocha S, Dunkov BC, Dunn P, Durbin KJ, Evangelista CC, Ferraz C, Ferriera S, Fleischmann W, Fosler C, Gabrielian AE, Garg NS, Gelbart WM, Glasser K, Glodek A, Gong F, Gorrell JH, Gu Z, Guan P, Harris M, Harris NL, Harvey D, Heiman TJ, Hernandez JR, Houck J, Hostin D, Houston KA, Howland TJ, Wei MH, Ibegwam C, Jalali M, Kalush F, Karpen GH, Ke Z, Kennison JA, Ketchum KA, Kimmel BE, Kodira CD, Kraft C, Kravitz S, Kulp D, Lai Z, Lasko P, Lei Y, Levitsky AA, Li J, Li Z, Liang Y, Lin X, Liu X, Mattei B, McIntosh TC, McLeod MP, McPherson D, Merkulov G, Milshina NV, Mobarry C, Morris J, Moshrefi A, Mount SM, Moy M, Murphy B, Murphy L, Muzny DM, Nelson DL, Nelson DR, Nelson KA, Nixon K, Nusskern DR, Pacleb JM, Palazzolo M, Pittman GS, Pan S, Pollard J, Puri V, Reese MG, Reinert K, Remington K, Saunders RD, Scheeler F, Shen H, Shue BC, Sidén-Kiamos I, Simpson M, Skupski MP, Smith T, Spier E, Spradling AC, Stapleton M, Strong R, Sun E, Svirskas R, Tector C, Turner R, Venter E, Wang AH, Wang X, Wang ZY, Wassarman DA, Weinstock GM, Weissenbach J, Williams SM, WoodageT, Worley KC, Wu D, Yang S, Yao QA, Ye J, Yeh RF, Zaveri JS, Zhan M, Zhang G, Zhao Q, Zheng L, Zheng XH, Zhong FN, Zhong W, Zhou X, Zhu S, Zhu X, Smith HO, Gibbs RA, Myers EW, Rubin GM, Venter JC . The genome sequence of Drosophila melanogaster . Science . 287 . 5461 . 2185–95 . 2000 . 10731132 . 10.1126/science.287.5461.2185. 2000Sci...287.2185. . 10.1.1.549.8639 .
  11. 5. Lander. Eric S.. Linton. Lauren M.. Birren. Bruce. Nusbaum. Chad. Zody. Michael C.. Baldwin. Jennifer. Devon. Keri. Dewar. Ken. Doyle. Michael. FitzHugh. William. Funke. Roel. Gage. Diane. Harris. Katrina. Heaford. Andrew. Howland. John. Kann. Lisa. Lehoczky. Jessica. LeVine. Rosie. McEwan. Paul. McKernan. Kevin. Meldrim. James. Mesirov. Jill P.. Miranda. Cher. Morris. William. Naylor. Jerome. Raymond. Christina. Rosetti. Mark. Santos. Ralph. Sheridan. Andrew. Sougnez. Carrie. Stange-Thomann. Nicole. Stojanovic. Nikola. Subramanian. Aravind. Wyman. Dudley. Rogers. Jane. Sulston. John. Ainscough. Rachael. Beck. Stephan. Bentley. David. Burton. John. Clee. Christopher. Carter. Nigel. Coulson. Alan. Deadman. Rebecca. Deloukas. Panos. Dunham. Andrew. Dunham. Ian. Durbin. Richard. French. Lisa. Grafham. Darren. Gregory. Simon. Hubbard. Tim. Humphray. Sean. Hunt. Adrienne. Jones. Matthew. Lloyd. Christine. McMurray. Amanda. Matthews. Lucy. Mercer. Simon. Milne. Sarah. Mullikin. James C.. Mungall. Andrew. Plumb. Robert. Ross. Mark. Shownkeen. Ratna. Sims. Sarah. Waterston. Robert H.. Wilson. Richard K.. Hillier. LaDeana W.. McPherson. John D.. Marra. Marco A.. Mardis. Elaine R.. Fulton. Lucinda A.. Chinwalla. Asif T.. Pepin. Kymberlie H.. Gish. Warren R.. Chissoe. Stephanie L.. Wendl. Michael C.. Delehaunty. Kim D.. Miner. Tracie L.. Delehaunty. Andrew. Kramer. Jason B.. Cook. Lisa L.. Fulton. Robert S.. Johnson. Douglas L.. Minx. Patrick J.. Clifton. Sandra W.. Hawkins. Trevor. Branscomb. Elbert. Predki. Paul. Richardson. Paul. Wenning. Sarah. Slezak. Tom. Doggett. Norman. Cheng. Jan-Fang. Olsen. Anne. Lucas. Susan. Elkin. Christopher. Uberbacher. Edward. Frazier. Marvin. Gibbs. Richard A.. Muzny. Donna M.. Scherer. Steven E.. Bouck. John B.. Sodergren. Erica J.. Worley. Kim C.. Rives. Catherine M.. Gorrell. James H.. Metzker. Michael L.. Naylor. Susan L.. Kucherlapati. Raju S.. Nelson. David L.. Weinstock. George M.. Sakaki. Yoshiyuki. Fujiyama. Asao. Hattori. Masahira. Yada. Tetsushi. Toyoda. Atsushi. Itoh. Takehiko. Kawagoe. Chiharu. Watanabe. Hidemi. Totoki. Yasushi. Taylor. Todd. Weissenbach. Jean. Heilig. Roland. Saurin. William. Artiguenave. Francois. Brottier. Philippe. Bruls. Thomas. Pelletier. Eric. Robert. Catherine. Wincker. Patrick. Rosenthal. André. Platzer. Matthias. Nyakatura. Gerald. Taudien. Stefan. Rump. Andreas. Smith. Douglas R.. Doucette-Stamm. Lynn. Rubenfield. Marc. Weinstock. Keith. Lee. Hong Mei. Dubois. JoAnn. Yang. Huanming. Yu. Jun. Wang. Jian. Huang. Guyang. Gu. Jun. Hood. Leroy. Rowen. Lee. Madan. Anup. Qin. Shizen. Davis. Ronald W.. Federspiel. Nancy A.. Abola. A. Pia. Proctor. Michael J.. Roe. Bruce A.. Chen. Feng. Pan. Huaqin. Ramser. Juliane. Lehrach. Hans. Reinhardt. Richard. McCombie. W. Richard. de la Bastide. Melissa. Dedhia. Neilay. Blöcker. Helmut. Hornischer. Klaus. Nordsiek. Gabriele. Agarwala. Richa. Aravind. L.. Bailey. Jeffrey A.. Bateman. Alex. Batzoglou. Serafim. Birney. Ewan. Bork. Peer. Brown. Daniel G.. Burge. Christopher B.. Cerutti. Lorenzo. Chen. Hsiu-Chuan. Church. Deanna. Clamp. Michele. Copley. Richard R.. Doerks. Tobias. Eddy. Sean R.. Eichler. Evan E.. Furey. Terrence S.. Galagan. James. Gilbert. James G. R.. Harmon. Cyrus. Hayashizaki. Yoshihide. Haussler. David. Hermjakob. Henning. Hokamp. Karsten. Jang. Wonhee. Johnson. L. Steven. Jones. Thomas A.. Kasif. Simon. Kaspryzk. Arek. Kennedy. Scot. Kent. W. James. Kitts. Paul. Koonin. Eugene V.. Korf. Ian. Kulp. David. Lancet. Doron. Lowe. Todd M.. McLysaght. Aoife. Mikkelsen. Tarjei. Moran. John V.. Mulder. Nicola. Pollara. Victor J.. Ponting. Chris P.. Schuler. Greg. Schultz. Jörg. Slater. Guy. Smit. Arian F. A.. Stupka. Elia. Szustakowki. Joseph. Thierry-Mieg. Danielle. Thierry-Mieg. Jean. Wagner. Lukas. Wallis. John. Wheeler. Raymond. Williams. Alan. Wolf. Yuri I.. Wolfe. Kenneth H.. Yang. Shiaw-Pyng. Yeh. Ru-Fang. Collins. Francis. Guyer. Mark S.. Peterson. Jane. Felsenfeld. Adam. Wetterstrand. Kris A.. Myers. Richard M.. Schmutz. Jeremy. Dickson. Mark. Grimwood. Jane. Cox. David R.. Olson. Maynard V.. Kaul. Rajinder. Raymond. Christopher. Shimizu. Nobuyoshi. Kawasaki. Kazuhiko. Minoshima. Shinsei. Evans. Glen A.. Athanasiou. Maria. Schultz. Roger. Patrinos. Aristides. Morgan. Michael J.. Initial sequencing and analysis of the human genome. Nature. 409. 6822. 2001. 860–921. 0028-0836. 10.1038/35057062. 11237011. free. 2027.42/62798. free.
  12. Finn. Robert D.. Bateman. Alex. Clements. Jody. Coggill. Penelope. Eberhardt. Ruth Y.. Eddy. Sean R.. Heger. Andreas. Hetherington. Kirstie. Holm. Liisa. Mistry. Jaina. Sonnhammer. Erik L. L.. Tate. John. Punta. Marco. Pfam: the protein families database. Nucleic Acids Research. 42. D1. 2014. D222–D230. 0305-1048. 10.1093/nar/gkt1223. 24288371. 3965110.
  13. Sonnhammer EL, Eddy SR, Birney E, Bateman A, Durbin R . Pfam: multiple sequence alignments and HMM-profiles of protein domains . Nucleic Acids Res. . 26 . 1 . 320–2 . 1998 . 9399864 . 147209 . 10.1093/nar/26.1.320.
  14. Finn. R. D.. Marshall. M.. Bateman. A.. iPfam: visualization of protein-protein interactions in PDB at domain and amino acid resolutions. Bioinformatics. 21. 3. 2004. 410–412. 1367-4803. 10.1093/bioinformatics/bti011. 15353450. free.
  15. Punta. M.. Coggill. P. C.. Eberhardt. R. Y.. Mistry. J.. Tate. J.. Boursnell. C.. Pang. N.. Forslund. K.. Ceric. G.. Clements. J.. Heger. A.. Holm. L.. Sonnhammer. E. L. L.. Eddy. S. R.. Bateman. A.. Finn. R. D.. The Pfam protein families database. Nucleic Acids Research. 40. D1. 2011. D290–D301. 0305-1048. 10.1093/nar/gkr1065. 22127870. 3245129.
  16. El-Gebali . Sara . Mistry . Jaina . Bateman . Alex . Eddy . Sean R . Luciani . Aurélien . Potter . Simon C . Qureshi . Matloob . Richardson . Lorna J . Salazar . Gustavo A . Smart . Alfredo . Sonnhammer . Erik L L . Hirsh . Layla . Paladin . Lisanna . Piovesan . Damiano . Tosatto . Silvio C E . Finn . Robert D . The Pfam protein families database in 2019 . Nucleic Acids Research . 8 January 2019 . 47 . D1 . D427–D432 . 10.1093/nar/gky995. 6324024 . 30357350.
  17. Web site: Evolutionary Classification of Protein Domains . prodata.swmed.edu . 18 May 2019.
  18. Chothia. Cyrus. One thousand families for the molecular biologist. Nature. 357. 6379. 1992. 543–544. 0028-0836. 10.1038/357543a0. 1608464. 1992Natur.357..543C. 4355476. free.
  19. Heger . A.. Wilton . C. A.. Sivakumar . A.. Holm . L.. Free full text. Nucleic Acids Research. 33. Database issue. D188–D191. Jan 2005 . 0305-1048. 15608174. 540050. 10.1093/nar/gki096.
  20. Web site: Pfam 28.0 release notes. 30 June 2015.
  21. Web site: A new Pfam-B is released . Xfam Blog . en . 30 June 2020.
  22. Web site: Moving to xfam.org. 25 November 2016.
  23. Finn. Robert D.. Coggill. Penelope. Eberhardt. Ruth Y.. Eddy. Sean R.. Mistry. Jaina. Mitchell. Alex L.. Potter. Simon C.. Punta. Marco. Qureshi. Matloob. Sangrador-Vegas. Amaia. Salazar. Gustavo A.. Tate. John. Bateman. Alex. The Pfam protein families database: towards a more sustainable future. Nucleic Acids Research. 44. D1. 2016. D279–D285. 0305-1048. 10.1093/nar/gkv1344. 26673716. 4702930.
  24. name="">Paysan-Lafosse. Typhaine. InterPro in 2022. Nucleic Acids Research. 51. D1. 2023. D418–D427. 10.1093/nar/gkac993. 9825450.
  25. Web site: Dunbrack. Roland. PDBfam. Fox Chase Cancer Center. 9 March 2013.
  26. Xu. Qifang. Dunbrack, Roland. Assignment of protein sequences to existing domain and family classification systems: Pfam and the PDB. Bioinformatics. 2012. 28. 10.1093/bioinformatics/bts533. 22942020. 21. 2763–72. 3476341.

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