Experimental evaluation of single‐domain antibodies predicted by molecular dynamics simulations to have elevated thermal stability

Recently Bekker et al. [Bekker G‐J et al. Protein Sci. 2019;28:429–438.] described a computational strategy of applying molecular‐dynamics simulations to estimate the relative stabilities of single‐domain antibodies, and utilized their method to design changes with the aim of increasing the stabilit...

Full description

Saved in:
Bibliographic Details
Published inProtein science Vol. 28; no. 10; pp. 1909 - 1912
Main Authors Zabetakis, Dan, Shriver‐Lake, Lisa C., Olson, Mark A., Goldman, Ellen R., Anderson, George P.
Format Journal Article
LanguageEnglish
Published Hoboken, USA John Wiley & Sons, Inc 01.10.2019
Wiley Subscription Services, Inc
Subjects
Online AccessGet full text

Cover

Loading…
Abstract Recently Bekker et al. [Bekker G‐J et al. Protein Sci. 2019;28:429–438.] described a computational strategy of applying molecular‐dynamics simulations to estimate the relative stabilities of single‐domain antibodies, and utilized their method to design changes with the aim of increasing the stability of a single‐domain antibody with a known crystal structure. The structure from which they generated potentially stabilizing mutations is an anti‐cholera toxin single domain antibody selected from a naïve library which has relatively low thermal stability, reflected by a melting point of 48°C. Their work was purely theoretical, so to examine their predictions, we prepared the parental and predicted stabilizing mutant single domain antibodies and examined their thermal stability, ability to refold and affinity. We found that the mutation that improved stability the most (~7°C) was one which changed an amino acid in CDR1 from an asparagine to an aspartic acid. This change unfortunately was also accompanied by a reduction in affinity. Thus, while their modeling did appear to successfully predict stabilizing mutations, introducing mutations in the binding regions is problematic. Of further interest, the mutations selected via their high temperature simulations, did improve refolding, suggesting that they were successful in stabilizing the structure at high temperatures and thereby decrease aggregation. Our result should permit them to reassess and refine their model and may one day lead to a usefulin silico approach to protein stabilization.
AbstractList Recently Bekker et al. [Bekker G-J et al. Protein Sci. 2019;28:429-438.] described a computational strategy of applying molecular-dynamics simulations to estimate the relative stabilities of single-domain antibodies, and utilized their method to design changes with the aim of increasing the stability of a single-domain antibody with a known crystal structure. The structure from which they generated potentially stabilizing mutations is an anti-cholera toxin single domain antibody selected from a naïve library which has relatively low thermal stability, reflected by a melting point of 48°C. Their work was purely theoretical, so to examine their predictions, we prepared the parental and predicted stabilizing mutant single domain antibodies and examined their thermal stability, ability to refold and affinity. We found that the mutation that improved stability the most (~7°C) was one which changed an amino acid in CDR1 from an asparagine to an aspartic acid. This change unfortunately was also accompanied by a reduction in affinity. Thus, while their modeling did appear to successfully predict stabilizing mutations, introducing mutations in the binding regions is problematic. Of further interest, the mutations selected via their high temperature simulations, did improve refolding, suggesting that they were successful in stabilizing the structure at high temperatures and thereby decrease aggregation. Our result should permit them to reassess and refine their model and may one day lead to a usefulin silico approach to protein stabilization.Recently Bekker et al. [Bekker G-J et al. Protein Sci. 2019;28:429-438.] described a computational strategy of applying molecular-dynamics simulations to estimate the relative stabilities of single-domain antibodies, and utilized their method to design changes with the aim of increasing the stability of a single-domain antibody with a known crystal structure. The structure from which they generated potentially stabilizing mutations is an anti-cholera toxin single domain antibody selected from a naïve library which has relatively low thermal stability, reflected by a melting point of 48°C. Their work was purely theoretical, so to examine their predictions, we prepared the parental and predicted stabilizing mutant single domain antibodies and examined their thermal stability, ability to refold and affinity. We found that the mutation that improved stability the most (~7°C) was one which changed an amino acid in CDR1 from an asparagine to an aspartic acid. This change unfortunately was also accompanied by a reduction in affinity. Thus, while their modeling did appear to successfully predict stabilizing mutations, introducing mutations in the binding regions is problematic. Of further interest, the mutations selected via their high temperature simulations, did improve refolding, suggesting that they were successful in stabilizing the structure at high temperatures and thereby decrease aggregation. Our result should permit them to reassess and refine their model and may one day lead to a usefulin silico approach to protein stabilization.
Recently Bekker et al. [Bekker G-J et al. Protein Sci. 2019;28:429-438.] described a computational strategy of applying molecular-dynamics simulations to estimate the relative stabilities of single-domain antibodies, and utilized their method to design changes with the aim of increasing the stability of a single-domain antibody with a known crystal structure. The structure from which they generated potentially stabilizing mutations is an anti-cholera toxin single domain antibody selected from a naïve library which has relatively low thermal stability, reflected by a melting point of 48°C. Their work was purely theoretical, so to examine their predictions, we prepared the parental and predicted stabilizing mutant single domain antibodies and examined their thermal stability, ability to refold and affinity. We found that the mutation that improved stability the most (~7°C) was one which changed an amino acid in CDR1 from an asparagine to an aspartic acid. This change unfortunately was also accompanied by a reduction in affinity. Thus, while their modeling did appear to successfully predict stabilizing mutations, introducing mutations in the binding regions is problematic. Of further interest, the mutations selected via their high temperature simulations, did improve refolding, suggesting that they were successful in stabilizing the structure at high temperatures and thereby decrease aggregation. Our result should permit them to reassess and refine their model and may one day lead to a usefulin silico approach to protein stabilization.
Recently Bekker et al. [Bekker G‐J et al. Protein Sci. 2019;28:429–438.] described a computational strategy of applying molecular‐dynamics simulations to estimate the relative stabilities of single‐domain antibodies, and utilized their method to design changes with the aim of increasing the stability of a single‐domain antibody with a known crystal structure. The structure from which they generated potentially stabilizing mutations is an anti‐cholera toxin single domain antibody selected from a naïve library which has relatively low thermal stability, reflected by a melting point of 48°C. Their work was purely theoretical, so to examine their predictions, we prepared the parental and predicted stabilizing mutant single domain antibodies and examined their thermal stability, ability to refold and affinity. We found that the mutation that improved stability the most (~7°C) was one which changed an amino acid in CDR1 from an asparagine to an aspartic acid. This change unfortunately was also accompanied by a reduction in affinity. Thus, while their modeling did appear to successfully predict stabilizing mutations, introducing mutations in the binding regions is problematic. Of further interest, the mutations selected via their high temperature simulations, did improve refolding, suggesting that they were successful in stabilizing the structure at high temperatures and thereby decrease aggregation. Our result should permit them to reassess and refine their model and may one day lead to a useful in silico approach to protein stabilization.
Author Zabetakis, Dan
Shriver‐Lake, Lisa C.
Olson, Mark A.
Anderson, George P.
Goldman, Ellen R.
AuthorAffiliation 1 Center for Biomolecular Science and Engineering Naval Research Laboratory Washington District of Columbia
2 Systems and Structural Biology Division USAMRIID Frederick Maryland
AuthorAffiliation_xml – name: 2 Systems and Structural Biology Division USAMRIID Frederick Maryland
– name: 1 Center for Biomolecular Science and Engineering Naval Research Laboratory Washington District of Columbia
Author_xml – sequence: 1
  givenname: Dan
  surname: Zabetakis
  fullname: Zabetakis, Dan
  organization: Naval Research Laboratory
– sequence: 2
  givenname: Lisa C.
  surname: Shriver‐Lake
  fullname: Shriver‐Lake, Lisa C.
  organization: Naval Research Laboratory
– sequence: 3
  givenname: Mark A.
  surname: Olson
  fullname: Olson, Mark A.
  organization: USAMRIID
– sequence: 4
  givenname: Ellen R.
  surname: Goldman
  fullname: Goldman, Ellen R.
  organization: Naval Research Laboratory
– sequence: 5
  givenname: George P.
  orcidid: 0000-0001-7545-9893
  surname: Anderson
  fullname: Anderson, George P.
  email: george.anderson@nrl.navy.mil
  organization: Naval Research Laboratory
BackLink https://www.ncbi.nlm.nih.gov/pubmed/31342597$$D View this record in MEDLINE/PubMed
BookMark eNp1ks1u1DAUhS1URKcFiSdAltiwyWA7iRNvkFBVfqRKRQgkdpYT33RcOfZgO1OyY8ED8Iw8CU6nLT-ClS37O-eea98jdOC8A4QeU7KmhLDn2-DXJRfsHlrRiouiFfzTAVoRwWnRlrw9REcxXhJCKsrKB-iwpGXFatGs0LfTL1sIZgSXlMWwU3ZSyXiH_YCjcRcWfnz9rv2ojMPKJdN5bSDibQBt-gQadzMevYV-sipgPTs1mj5m6ZgPFqOIk8cbtQMMNtsvkrSBMOZqManOWJPmh-j-oGyERzfrMfr46vTDyZvi7Pz125OXZ0Vfk4oVHRO6ZXk76GqgHW162paiakQn-kaxToASLRGq0ZR3elCK1ZSypgSteKOrujxGL_a-26kbQfe56aCs3Ob-VZilV0b-eePMRl74neRNmZ15Nnh2YxD85wlikqOJPVirHPgpSsa4qEhN6wV9-hd66afgcnuZaltOKOVVpp78nuguyu0HZWC9B_rgYwwwyN6k64fNAY2VlMhlArLQy2UCfkW8E9x6_gMt9uiVsTD_l5Pv3p9f8z8BaXXEWA
CitedBy_id crossref_primary_10_1177_10932607241303614
crossref_primary_10_3390_pr9010071
crossref_primary_10_1007_s12033_024_01361_w
crossref_primary_10_1038_s41598_021_98977_8
crossref_primary_10_3390_ijms24054511
crossref_primary_10_1016_j_xphs_2020_01_011
crossref_primary_10_3390_ijms23073721
crossref_primary_10_3390_cancers16152681
crossref_primary_10_1016_j_smaim_2024_10_003
crossref_primary_10_3390_ijms24044176
crossref_primary_10_1007_s10930_024_10201_4
crossref_primary_10_3390_molecules27072198
Cites_doi 10.1371/journal.pone.0077678
10.1016/j.jmb.2008.01.022
10.1021/ac0610053
10.3389/fimmu.2017.00865
10.1074/jbc.M708536200
10.1093/protein/gzv047
10.1021/acsomega.9b00730
10.1002/pro.3546
10.1371/journal.pone.0115405
10.1002/prot.24671
10.1038/srep23257
10.1038/s41598-018-35923-1
ContentType Journal Article
Copyright Published 2019. This article is a U.S. Government work and is in the public domain in the USA.
2019 The Protein Society
Copyright_xml – notice: Published 2019. This article is a U.S. Government work and is in the public domain in the USA.
– notice: 2019 The Protein Society
DBID AAYXX
CITATION
CGR
CUY
CVF
ECM
EIF
NPM
7QO
7T5
7TM
7U9
8FD
FR3
H94
K9.
P64
RC3
7X8
5PM
DOI 10.1002/pro.3692
DatabaseName CrossRef
Medline
MEDLINE
MEDLINE (Ovid)
MEDLINE
MEDLINE
PubMed
Biotechnology Research Abstracts
Immunology Abstracts
Nucleic Acids Abstracts
Virology and AIDS Abstracts
Technology Research Database
Engineering Research Database
AIDS and Cancer Research Abstracts
ProQuest Health & Medical Complete (Alumni)
Biotechnology and BioEngineering Abstracts
Genetics Abstracts
MEDLINE - Academic
PubMed Central (Full Participant titles)
DatabaseTitle CrossRef
MEDLINE
Medline Complete
MEDLINE with Full Text
PubMed
MEDLINE (Ovid)
Genetics Abstracts
Virology and AIDS Abstracts
Biotechnology Research Abstracts
Technology Research Database
Nucleic Acids Abstracts
AIDS and Cancer Research Abstracts
ProQuest Health & Medical Complete (Alumni)
Immunology Abstracts
Engineering Research Database
Biotechnology and BioEngineering Abstracts
MEDLINE - Academic
DatabaseTitleList MEDLINE - Academic
MEDLINE
Genetics Abstracts

CrossRef

Database_xml – sequence: 1
  dbid: NPM
  name: PubMed
  url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
– sequence: 2
  dbid: EIF
  name: MEDLINE
  url: https://proxy.k.utb.cz/login?url=https://www.webofscience.com/wos/medline/basic-search
  sourceTypes: Index Database
DeliveryMethod fulltext_linktorsrc
Discipline Anatomy & Physiology
Chemistry
DocumentTitleAlternate Zabetakis et al
EISSN 1469-896X
EndPage 1912
ExternalDocumentID PMC6739806
31342597
10_1002_pro_3692
PRO3692
Genre article
Research Support, U.S. Gov't, Non-P.H.S
Journal Article
GroupedDBID ---
.GJ
05W
0R~
123
1L6
1OC
24P
29P
2WC
31~
33P
3SF
3WU
4.4
52U
53G
5RE
6TJ
8-0
8-1
8UM
A00
A8Z
AAESR
AAEVG
AAHHS
AAHQN
AAIHA
AAMNL
AANLZ
AAONW
AASGY
AAXRX
AAYCA
AAZKR
ABCUV
ABGDZ
ABLJU
ACAHQ
ACCFJ
ACCZN
ACFBH
ACGFO
ACGFS
ACIWK
ACPOU
ACPRK
ACQPF
ACXBN
ACXQS
ADBBV
ADEOM
ADIZJ
ADKYN
ADMGS
ADOZA
ADXAS
ADZMN
AEEZP
AEIGN
AEIMD
AENEX
AEQDE
AEUQT
AEUYR
AFBPY
AFFNX
AFFPM
AFGKR
AFPWT
AFRAH
AFWVQ
AFZJQ
AHBTC
AHMBA
AIAGR
AITYG
AIURR
AIWBW
AJBDE
AJXKR
ALMA_UNASSIGNED_HOLDINGS
ALUQN
ALVPJ
AMBMR
AMYDB
AOIJS
ATUGU
AUFTA
AZVAB
BFHJK
BHBCM
BMNLL
BMXJE
BNHUX
BOGZA
BRXPI
C1A
C45
CAG
COF
CS3
DCZOG
DIK
DRFUL
DRSTM
DU5
E3Z
EBD
EBS
EJD
EMOBN
F5P
G-S
GODZA
GX1
HGLYW
HH5
HYE
HZ~
IH2
LATKE
LEEKS
LITHE
LOXES
LUTES
LYRES
MEWTI
MRFUL
MRSTM
MSFUL
MSSTM
MXFUL
MXSTM
MY~
NNB
O66
O9-
OIG
OK1
OVD
P2P
P2W
P4E
PQQKQ
QRW
RCA
RIG
ROL
RPM
RWI
SJN
SUPJJ
SV3
TEORI
TR2
WBKPD
WIH
WIK
WIN
WNSPC
WOHZO
WOQ
WXSBR
WYISQ
WYJ
XV2
Y6R
YKV
ZGI
ZXP
ZZTAW
~02
~S-
AAYXX
AEYWJ
AGHNM
AGYGG
CITATION
AAMMB
AEFGJ
AGXDD
AIDQK
AIDYY
CGR
CUY
CVF
ECM
EIF
NPM
7QO
7T5
7TM
7U9
8FD
FR3
H94
K9.
P64
RC3
7X8
5PM
ID FETCH-LOGICAL-c5042-b29d82504fd4f1b17c1839479b9c7a2b9ea9809a7d16bdfaa2511273eda67d453
ISSN 0961-8368
1469-896X
IngestDate Thu Aug 21 17:24:40 EDT 2025
Fri Jul 11 00:34:33 EDT 2025
Sun Jul 13 05:32:59 EDT 2025
Mon Jul 21 05:52:54 EDT 2025
Tue Jul 01 00:33:37 EDT 2025
Thu Apr 24 22:51:06 EDT 2025
Wed Jan 22 16:40:09 EST 2025
IsDoiOpenAccess false
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 10
Keywords molecular dynamics simulations
thermal stability
protein stabilization
single-domain antibody
Language English
License Published 2019. This article is a U.S. Government work and is in the public domain in the USA.
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-c5042-b29d82504fd4f1b17c1839479b9c7a2b9ea9809a7d16bdfaa2511273eda67d453
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
content type line 23
ORCID 0000-0001-7545-9893
OpenAccessLink https://www.ncbi.nlm.nih.gov/pmc/articles/6739806
PMID 31342597
PQID 2288601164
PQPubID 1016442
PageCount 4
ParticipantIDs pubmedcentral_primary_oai_pubmedcentral_nih_gov_6739806
proquest_miscellaneous_2269405156
proquest_journals_2288601164
pubmed_primary_31342597
crossref_citationtrail_10_1002_pro_3692
crossref_primary_10_1002_pro_3692
wiley_primary_10_1002_pro_3692_PRO3692
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate October 2019
PublicationDateYYYYMMDD 2019-10-01
PublicationDate_xml – month: 10
  year: 2019
  text: October 2019
PublicationDecade 2010
PublicationPlace Hoboken, USA
PublicationPlace_xml – name: Hoboken, USA
– name: United States
– name: Bethesda
PublicationTitle Protein science
PublicationTitleAlternate Protein Sci
PublicationYear 2019
Publisher John Wiley & Sons, Inc
Wiley Subscription Services, Inc
Publisher_xml – name: John Wiley & Sons, Inc
– name: Wiley Subscription Services, Inc
References 2016; 6
2017; 8
2018; 8
2015; 28
2019; 4
2006; 78
2019; 28
2008; 377
2014; 9
2013; F69
2013; 8
2014; 82
2008; 283
e_1_2_5_14_1
e_1_2_5_9_1
e_1_2_5_8_1
e_1_2_5_11_1
e_1_2_5_10_1
e_1_2_5_6_1
e_1_2_5_13_1
e_1_2_5_5_1
e_1_2_5_12_1
e_1_2_5_4_1
e_1_2_5_3_1
e_1_2_5_2_1
Legler PM (e_1_2_5_7_1) 2013; 69
References_xml – volume: 8
  year: 2013
  article-title: Contributions of the complementarity determining regions to the thermal stability of a single‐domain antibody
  publication-title: PLoS One
– volume: 28
  start-page: 429
  year: 2019
  end-page: 438
  article-title: Thermal stability of single‐domain antibodies estimated by molecular dynamics simulations
  publication-title: Protein Sci
– volume: 28
  start-page: 395
  year: 2015
  end-page: 402
  article-title: Can template‐based protein models guide the design of sequence fitness for enhanced thermal stability of single‐domain antibodies?
  publication-title: Protein Eng Des Sel
– volume: 283
  start-page: 3639
  year: 2008
  end-page: 3654
  article-title: Comprehensive analysis of the factors contributing to the stability and solubility of autonomous human VH domains
  publication-title: J Biol Chem
– volume: 8
  start-page: 865
  year: 2017
  article-title: Enhancing stability of camelid and shark single domain antibodies: An overview
  publication-title: Front Immunol
– volume: 9
  year: 2014
  article-title: Evaluation of disulfide bond position to enhance the thermal stability of a highly stable single domain antibody
  publication-title: PloS One
– volume: 6
  start-page: 23257
  year: 2016
  article-title: Predicting protein thermal stability changes upon point mutations using statistical potentials: Introducing HoTMuSiC
  publication-title: Sci Rep
– volume: 4
  start-page: 10444
  year: 2019
  end-page: 10454
  article-title: Sequence tolerance of a single‐domain antibody with a high thermal stability: Comparison of computational and experimental fitness profiles
  publication-title: ACS Omega
– volume: 78
  start-page: 8245
  year: 2006
  end-page: 8255
  article-title: Facile generation of a heat‐stable antiviral and antitoxin single domain antibodies from a semisynthetic llama library
  publication-title: Anal Chem
– volume: 8
  start-page: 18086
  year: 2018
  article-title: Selection and characterization of anti‐dengue NS1 single domain antibodies
  publication-title: Sci Rep.
– volume: F69
  start-page: 90
  year: 2013
  end-page: 93
  article-title: Structure of a low‐melting‐temperature anti‐cholera toxin: Llama VHH domain
  publication-title: Acta Crystallogr
– volume: 82
  start-page: 3101
  year: 2014
  end-page: 3116
  article-title: Structural and mutational analysis of a monomeric and dimeric form of a single domain antibody with implications for protein misfolding
  publication-title: Proteins
– volume: 377
  start-page: 478
  year: 2008
  end-page: 488
  article-title: Disulfide bond introduction for general stabilization of immunoglobulin heavy‐chain variable domains
  publication-title: J Mol Biol
– ident: e_1_2_5_11_1
  doi: 10.1371/journal.pone.0077678
– ident: e_1_2_5_3_1
  doi: 10.1016/j.jmb.2008.01.022
– ident: e_1_2_5_6_1
  doi: 10.1021/ac0610053
– ident: e_1_2_5_2_1
  doi: 10.3389/fimmu.2017.00865
– ident: e_1_2_5_9_1
  doi: 10.1074/jbc.M708536200
– ident: e_1_2_5_12_1
  doi: 10.1093/protein/gzv047
– ident: e_1_2_5_13_1
  doi: 10.1021/acsomega.9b00730
– ident: e_1_2_5_5_1
  doi: 10.1002/pro.3546
– ident: e_1_2_5_4_1
  doi: 10.1371/journal.pone.0115405
– ident: e_1_2_5_10_1
  doi: 10.1002/prot.24671
– ident: e_1_2_5_14_1
  doi: 10.1038/srep23257
– volume: 69
  start-page: 90
  year: 2013
  ident: e_1_2_5_7_1
  article-title: Structure of a low‐melting‐temperature anti‐cholera toxin: Llama VHH domain
  publication-title: Acta Crystallogr
– ident: e_1_2_5_8_1
  doi: 10.1038/s41598-018-35923-1
SSID ssj0004123
Score 2.3517003
Snippet Recently Bekker et al. [Bekker G‐J et al. Protein Sci. 2019;28:429–438.] described a computational strategy of applying molecular‐dynamics simulations to...
Recently Bekker et al. [Bekker G-J et al. Protein Sci. 2019;28:429-438.] described a computational strategy of applying molecular-dynamics simulations to...
SourceID pubmedcentral
proquest
pubmed
crossref
wiley
SourceType Open Access Repository
Aggregation Database
Index Database
Enrichment Source
Publisher
StartPage 1909
SubjectTerms Affinity
Amino acids
Antibodies
Asparagine
Aspartic acid
Cholera
Cholera toxin
Complementarity-determining region 1
Computer applications
Computer simulation
Crystal structure
Dynamic stability
For the Record
High temperature
Immunoglobulins
Melting point
Melting points
Models, Molecular
Molecular dynamics
Molecular Dynamics Simulation
molecular dynamics simulations
Mutation
Nanobodies
Predictions
Protein Aggregates
Protein Stability
protein stabilization
Proteins
Simulation
Single-Domain Antibodies - chemistry
Single-Domain Antibodies - genetics
single‐domain antibody
Temperature
Thermal stability
Toxins
Waterborne diseases
Title Experimental evaluation of single‐domain antibodies predicted by molecular dynamics simulations to have elevated thermal stability
URI https://onlinelibrary.wiley.com/doi/abs/10.1002%2Fpro.3692
https://www.ncbi.nlm.nih.gov/pubmed/31342597
https://www.proquest.com/docview/2288601164
https://www.proquest.com/docview/2269405156
https://pubmed.ncbi.nlm.nih.gov/PMC6739806
Volume 28
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3NbtNAEF6FcoALghZooKBFQuUQOdhrZ9d7jKJAhSqoqlbKzdr1jxIpsVHjHMqJAw_A2_A-PAkzXnvttEEqXOzIXq_tzOfdmdmZbwh5q0dI6825EzM3c0D_l44UYLUmqO5qP-MiraItPvOTy-DTbDTr9X51opY2pR7G33bmlfyPVOEYyBWzZP9BsrZTOAC_Qb6wBQnD9k4ynnbp-VveblQA0QWwTG0oQ1Ks1ALjjsuFLjBwEMkBkkVcGgV01RTJHSSmQv0aOlhtmjg50E_nWKUIc9EVXoJa46rKNDE031trw2dI_QA3qydX65pGJy_qq3Vmu_XtzK8wNsQ-6qky8UKni7UaTIatF7jODcPsosHYHv9YLJPaizvFsjCD82HXk-FJGxNnXZLcc0LflNkZpmZABvPdATDNuiM2C7vIdDvjL6g3sjOXgzHKds4ThncW5qihz00tvm0q7htTpA1cNCTPLIIrI7zyHrnPwD5h1YzQ2l2BV9UVtC_UsB677H1zz2096JZxcztGt2s7VcrPxWPyqLZa6NhA8Anppfk-ORjnqixW1_SYVnHE1QLNPnkwaWoIHpAfXYTSFqG0yKhB6O_vPw02aYtNarFJ9TW12KQNNmkHm7QsKGKTNtikNTapxeZTcvlhejE5ceq6H048wmwxzWQSIrVelgSZpz0RoxofCKllLBTTMlUydKUSicd1kimFZjKo4WmiuEiCkf-M7OVFnh4SqnWaCqaVGgkVZIFSymVK8lR4caaYG_bJu0YKUVyT4mNtlmV0U9J98sa2_GqIYHa0OWoEGdXDxDpiLAw5LncG0IU9DXLAlTmVp8UG23AZYLUl3ifPjdztTXzPh3lVij4RW4iwDZAgfvtMvphXRPFc-PBHQZ_HFXb--tzR2fkX3L-4wzu-JA_bb_eI7JVXm_QV6OWlfl19A38AY9nq9w
linkProvider ABC ChemistRy
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Experimental+evaluation+of+single%E2%80%90domain+antibodies+predicted+by+molecular+dynamics+simulations+to+have+elevated+thermal+stability&rft.jtitle=Protein+science&rft.au=Zabetakis%2C+Dan&rft.au=Shriver%E2%80%90Lake%2C+Lisa+C.&rft.au=Olson%2C+Mark+A.&rft.au=Goldman%2C+Ellen+R.&rft.date=2019-10-01&rft.issn=0961-8368&rft.eissn=1469-896X&rft.volume=28&rft.issue=10&rft.spage=1909&rft.epage=1912&rft_id=info:doi/10.1002%2Fpro.3692&rft.externalDBID=n%2Fa&rft.externalDocID=10_1002_pro_3692
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0961-8368&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0961-8368&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0961-8368&client=summon