Multiplex and multimodal mapping of variant effects in secreted proteins via MultiSTEP
Open accessAbstract
Despite widespread advances in DNA sequencing, the functional consequences of most genetic variants remain poorly understood. Multiplexed assays of variant effect can measure the function of variants at scale but cannot readily be applied to the ~10% of human genes encoding secreted proteins. Here we develop a flexible, scalable human cell surface display method, multiplexed surface tethering of extracellular proteins (MultiSTEP), to study the consequences of missense variation in coagulation factor IX (FIX), a serine protease in which genetic variation can cause hemophilia B. We combine MultiSTEP with a panel of antibodies to detect FIX secretion and post-translational modification (PTM), measuring 44,816 variant effects for 436 synonymous variants and 8,528 of the 8,759 possible F9 missense variants. Almost half of missense variants impact secretion, PTM or both. We also identify functional constraints on secretion within the signal peptide and for nearly all gain or loss of cysteine variants. Secretion scores correlate strongly with FIX levels in hemophilia B and reveal that loss-of-secretion variants are more often associated with severe disease. Integration of the secretion and PTM scores enables reclassification of 63.1% of F9 variants of uncertain significance in the My Life, Our Future hemophilia genotyping project. Lastly, we show that MultiSTEP can be applied to other secreted proteins, thus demonstrating that MultiSTEP is a multiplexed, multimodal and generalizable method for systematically assessing variant effects in secreted proteins at scale.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
A study used fusion of secreted peptides retaining their own signal sequence to a transmembrane protein anchoring them to the plasma membrane.
“A step towards this was recently provided by a study that used fusion of secreted peptides retaining their own signal sequence to a transmembrane protein anchoring them to the plasma membrane (117).”
From Massively parallel functional genomic assays in endocrinology: from promise to delivery (2026) · cites this paper as [117]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Richards, S., Aziz, N., Bale, S., Bick, D., Das, S., Gastier-Foster, J., Grody, W. W., Hegde, M., Lyon, E., Spector, E., et al. (2015) · Genetics in Medicine · doi:10.1038/gim.2015.30 · Cited by 32,594 · cited 16× · see citing works
“We next reassessed reported F9 missense variants classified as VUS in MLOF using evidence from the model.”
InfluentialCD28 Costimulation: From Mechanism to Therapy
Esensten, J. H., Helou, Y. A., Chopra, G., Weiss, A., & Bluestone, J. A. (2016) · Immunity · doi:10.1016/j.immuni.2016.04.020 · Cited by 937 · see citing works
Disease variant prediction with deep generative models of evolutionary data
Frazer, J., Notin, P., Dias, M., Gomez, A., Min, J. K., Brock, K., Gal, Y., & Marks, D. S. (2021) · Nature · doi:10.1038/s41586-021-04043-8 · Cited by 791 · see citing works
Modeling the ACMG/AMP variant classification guidelines as a Bayesian classification framework
Tavtigian, S. V., Greenblatt, M. S., Harrison, S. M., Nussbaum, R. L., Prabhu, S. A., Boucher, K. M., & Biesecker, L. G. (2018) · Genetics in Medicine · doi:10.1038/gim.2017.210 · Cited by 590 · see citing works
Directed evolution of hyperactive integrases for site specific insertion of transgenes
Hew, B. E., Gupta, S., Sato, R., Waller, D. F., Stoytchev, I., Short, J. E., Sharek, L., Tran, C. T., Badran, A. H., & Owens, J. B. (2024) · Nucleic Acids Research · doi:10.1093/nar/gkae534 · Cited by 35 · see citing works
Flagged first, then by citations
Research works printed but not linked: 104
- [1]Karczewski KJ The mutational constraint spectrum quantified from variation in 141,456 humans. Nature 581, 434– 443 (2020). 32461654 PMC7334197
- [3]Fayer S Closing the gap: Systematic integration of multiplexed functional data resolves variants of uncertain significance in BRCA1, TP53, and PTEN. Am. J. Hum. Genet. 108, 2248– 2258 (2021). 34793697 PMC8715144
- [4]Tabet D, Parikh V, Mali P, Roth FP & Claussnitzer M Scalable Functional Assays for the Interpretation of Human Genetic Variation. Annu. Rev. Genet. 56, 441– 465 (2022). 36055970
- [5]Uhlén M The human secretome. Sci. Signal. 12, (2019). 31772123
- [6]Freedman SJ, Furie BC, Furie B & Baleja JD Structure of the Metal-free γ-Carboxyglutamic Acid-rich Membrane Binding Region of Factor IX by Two-dimensional NMR Spectroscopy. J. Biol. Chem. 270, 7980– 7987 (1995). 7713897
- [7]Freedman SJ Identification of the phospholipid binding site in the vitamin K-dependent blood coagulation protein factor IX. J. Biol. Chem. 271, 16227– 16236 (1996). 8663165
- [8]Shikamoto Y, Morita T, Fujimoto Z & Mizuno H Crystal structure of Mg2+- and Ca2+-bound Gla domain of factor IX complexed with binding protein. J. Biol. Chem. 278, 24090– 24094 (2003). 12695512
- [9]Huang M, Furie BC & Furie B Crystal Structure of the Calcium-stabilized Human Factor IX Gla Domain Bound to a Conformation-specific Anti-factor IX Antibody. J. Biol. Chem. 279, 14338– 14346 (2004). 14722079
- [10]Zacchi LF Coagulation factor IX analysis in bioreactor cell culture supernatant predicts quality of the purified product. Commun Biol 4, 390 (2021). 33758337 PMC7988164
- [11]Rallapalli PM, Kemball-Cook G, Tuddenham EG, Gomez K & Perkins SJ An interactive mutation database for human coagulation Factor IX provides novel insights into the phenotypes and genetics of hemophilia B. J. Thromb. Haemost. 11, 1329– 1340 (2013). 23617593
- [12]Johnsen JM Results of genetic analysis of 11 341 participants enrolled in the My Life, Our Future hemophilia genotyping initiative in the United States. J. Thromb. Haemost. 20, 2022– 2034 (2022). 35770352
- [13]Konkle BA, Josephson NC & Nakaya Fletcher S Hemophilia B. in GeneReviews (eds. Pagon RA et al.) (University of Washington, Seattle, Seattle (WA), 2023). 20301668
- [15]Gao W Characterization of missense mutations in the signal peptide and propeptide of FIX in hemophilia B by a cell-based assay. Blood Adv 4, 3659– 3667 (2020). 32766856 PMC7422117
- [16]Johnsen JM Novel approach to genetic analysis and results in 3000 hemophilia patients enrolled in the My Life, Our Future initiative. Blood Advances 1, 824– 834 (2017). 29296726 PMC5727804
- [17]Matreyek KA, Stephany JJ, Chiasson MA, Hasle N & Fowler DM An improved platform for functional assessment of large protein libraries in mammalian cells. Nucleic Acids Res. 48, e1– e1 (2020). 31612958 PMC7145622
- [18]Savoldo B CD28 costimulation improves expansion and persistence of chimeric antigen receptor-modified T cells in lymphoma patients. J. Clin. Invest. 121, 1822– 1826 (2011). 21540550 PMC3083795
- [20]Liu L Inclusion of Strep-tag II in design of antigen receptors for T-cell immunotherapy. Nat. Biotechnol. 34, 430– 434 (2016). 26900664 PMC4940167
- [21]Bicocchi MP Insight into molecular changes of the FIX protein in a series of Italian patients with haemophilia B. Haemophilia 12, 263– 270 (2006). 16643212
- [22]Matreyek KA Multiplex assessment of protein variant abundance by massively parallel sequencing. Nat. Genet. 50, 874– 882 (2018). 29785012 PMC5980760
- [23]Suiter CC Massively parallel variant characterization identifies NUDT15 alleles associated with thiopurine toxicity. Proc. Natl. Acad. Sci. U. S. A. 117, 5394– 5401 (2020). 32094176 PMC7071893
- [24]Amorosi CJ Massively parallel characterization of CYP2C9 variant enzyme activity and abundance. Am. J. Hum. Genet. 108, 1735– 1751 (2021). 34314704 PMC8456167
- [25]Kurys G, Tagaya Y, Bamford R, Hanover JA & Waldmann TA The long signal peptide isoform and its alternative processing direct the intracellular trafficking of interleukin-15. J. Biol. Chem. 275, 30653– 30659 (2000). 10869346
- [26]Owji H, Nezafat N, Negahdaripour M, Hajiebrahimi A & Ghasemi Y A comprehensive review of signal peptides: Structure, roles, and applications. Eur. J. Cell Biol. 97, 422– 441 (2018). 29958716
- [27]Tikhonova EB, Karamysheva ZN, von Heijne G & Karamyshev AL Silencing of Aberrant Secretory Protein Expression by Disease-Associated Mutations. J. Mol. Biol. 431, 2567– 2580 (2019). 31100385 PMC6684239
- [28]Liaci AM Structure of the human signal peptidase complex reveals the determinants for signal peptide cleavage. Mol. Cell 81, 3934– 3948.e11 (2021). 34388369
- [29]Teufel F SignalP 6.0 predicts all five types of signal peptides using protein language models. Nat. Biotechnol. 40, 1023– 1025 (2022). 34980915 PMC9287161
- [30]Gutierrez Guarnizo SA Pathogenic signal peptide variants in the human genome. NAR Genom. Bioinform. 5, lqad093 (2023). 37859801 PMC10583284
- [31]Braakman I & Hebert DN Protein folding in the endoplasmic reticulum. Cold Spring Harb. Perspect. Biol. 5, a013201 (2013). 23637286 PMC3632058
- [32]Zhang H Unpaired Extracellular Cysteine Mutations of CSF3R Mediate Gain or Loss of Function. Cancer Res. 77, 4258– 4267 (2017). 28652245 PMC5763920
- [33]Woodard DR A loss-of-function cysteine mutant in fibulin-3 (EFEMP1) forms aberrant extracellular disulfide-linked homodimers and alters extracellular matrix composition. Hum. Mutat. 43, 1945– 1955 (2022). 35998264 PMC9772001
- [34]Chiasson MA Multiplexed measurement of variant abundance and activity reveals VKOR topology, active site and human variant impact. Elife 9, (2020). PMC7462613 32870157
- [35]Yariv B Using evolutionary data to make sense of macromolecules with a ‘face-lifted’ ConSurf. Protein Sci. 32, e4582 (2023). 36718848 PMC9942591
- [36]Huang M Structural basis of membrane binding by Gla domains of vitamin K-dependent proteins. Nat. Struct. Biol. 10, 751– 756 (2003). 12923575
- [37]Grant MA, Baikeev RF, Gilbert GE & Rigby AC Lysine 5 and phenylalanine 9 of the factor IX omega-loop interact with phosphatidylserine in a membrane-mimetic environment. Biochemistry 43, 15367– 15378 (2004). 15581349
- [38]Feuerstein Giora Z Antithrombotic efficacy of a novel murine antihuman factor IX antibody in rats. Arterioscler. Thromb. Vasc. Biol. 19, 2554– 2562 (1999). 10521387
- [39]Aktimur A, Gabriel MA, Gailani D & Toomey JR The Factor IX γ-Carboxyglutamic Acid (Gla) Domain Is Involved in Interactions between Factor IX and Factor XIa. J. Biol. Chem. 278, 7981– 7987 (2003). 12496253
- [40]Brown MA, Stenberg LM, Persson U & Stenflo J Identification and Purification of Vitamin K-dependent Proteins and Peptides with Monoclonal Antibodies Specific for γ-Carboxyglutamyl (Gla) Residues. J. Biol. Chem. 275, 19795– 19802 (2000). 10779512
- [41]Whitlon DS, Sadowski JA & Suttie JW Mechanism of coumarin action: significance of vitamin K epoxide reductase inhibition. Biochemistry 17, 1371– 1377 (1978). 646989
- [42]Rabiet MJ, Jorgensen MJ, Furie B & Furie BC Effect of propeptide mutations on post-translational processing of Factor IX. Evidence that beta-hydroxylation and gamma-carboxylation are independent events. J. Biol. Chem. 262, 14895– 14898 (1987). 3667614
- [43]Furie B & Furie BC Molecular basis of vitamin K-dependent gamma-carboxylation. Blood 75, 1753– 1762 (1990). 2184900
- [44]Gillis S γ-Carboxyglutamic acids 36 and 40 do not contribute to human Factor IX function. Protein Sci. 6, 185– 196 (1997). 9007991 PMC2143515
- [45]Stenina O, Pudota BN, McNally BA, Hommema EL & Berkner KL Tethered processivity of the vitamin K-dependent carboxylase: factor IX is efficiently modified in a mechanism which distinguishes Gla’s from Glu’s and which accounts for comprehensive carboxylation in vivo. Biochemistry 40, 10301– 10309 (2001). 11513608
- [46]Bristol JA, Freedman SJ, Furie BC & Furie B Profactor IX: The propeptide inhibits binding to membrane surfaces and activation by factor XIA. Biochemistry 33, 14136– 14143 (1994). 7947825
- [47]Wolberg AS Characterization of γ-carboxyglutamic acid residue 21 of human Factor IX. Biochemistry 35, 10321– 10327 (1996). 8756687
- [48]Wojcik EG, Van Den Berg M, Poort SR & Bertina RM Modification of the N-terminus of human factor IX by defective propeptide cleavage or acetylation results in a destabilized calcium-induced conformation: effects on phospholipid binding and activation by factor XIa. Biochem. J 323 (Pt 3), 629– 636 (1997). 9169594 PMC1218364
- [49]Ware J Factor IX San Dimas. Substitution of glutamine for Arg-4 in the propeptide leads to incomplete γ-carboxylation and altered phospholipid binding properties. J. Biol. Chem. 264, 11401– 11406 (1989). 2738071
- [50]Liebman HA The metal-dependent conformational changes in factor IX associated with phospholipid binding. Studies using antibodies against a synthetic peptide and chemical modification of factor IX. Eur. J. Biochem. 212, 339– 345 (1993). 7680311
- [51]Jacobs M, Freedman SJ, Furie BC & Furie B Membrane binding properties of the factor IX gamma-carboxyglutamic acid-rich domain prepared by chemical synthesis. J. Biol. Chem. 269, 25494– 25501 (1994). 7929250
- [52]Agah S & Bajaj SP Role of magnesium in factor XIa catalyzed activation of factor IX: calcium binding to factor IX under physiologic magnesium. J. Thromb. Haemost. 7, 1426– 1428 (2009). 19500239 PMC3071651
- [53]Westmark PR, Tanratana P & Sheehan JP Selective disruption of heparin and antithrombin-mediated regulation of human factor IX. J. Thromb. Haemost. 13, 1053– 1063 (2015). 25851619
- [54]Plautz WE Anticoagulant Protein S Targets the Factor IXa Heparin-Binding Exosite to Prevent Thrombosis. Arterioscler. Thromb. Vasc. Biol. 38, 816– 828 (2018). 29419409 PMC5982114
- [55]Cooley B Dysfunctional endogenous FIX impairs prophylaxis in a mouse hemophilia B model. Blood 133, 2445– 2451 (2019). 30992271
- [56]Landrum MJ ClinVar: Public archive of relationships among sequence variation and human phenotype. Nucleic Acids Res. 42, D980– D985 (2014). 24234437 PMC3965032
- [57]Iorio A Establishing the Prevalence and Prevalence at Birth of Hemophilia in Males: A Meta-analytic Approach Using National Registries. Ann. Intern. Med. 171, 540– 546 (2019). 31499529
- [58]Ioannidis NM REVEL: An ensemble method for predicting the pathogenicity of rare missense variants. Am. J. Hum. Genet. 99, 877– 885 (2016). 27666373 PMC5065685
- [60]Rentzsch P, Schubach M, Shendure J & Kircher M CADD-Splice-improving genome-wide variant effect prediction using deep learning-derived splice scores. Genome Med. 13, 31 (2021). 33618777 PMC7901104
- [61]Cheng J Accurate proteome-wide missense variant effect prediction with AlphaMissense. Science 381, eadg7492 (2023). 37733863
- [62]Livesey BJ & Marsh JA Updated benchmarking of variant effect predictors using deep mutational scanning. Mol. Syst. Biol. 19, e11474 (2023). 37310135 PMC10407742
- [64]Brnich SE Recommendations for application of the functional evidence PS3/BS3 criterion using the ACMG/AMP sequence variant interpretation framework. Genome Med. 12, 1– 12 (2020). PMC6938631 31892348
- [65]Fokkema IFAC LOVD v.2.0: the next generation in gene variant databases. Hum. Mutat. 32, 557– 563 (2011). 21520333
- [66]Matamala N Characterization of novel missense variants of SERPINA1 gene causing alpha-1 antitrypsin deficiency. Am. J. Respir. Cell Mol. Biol. 58, 706– 716 (2018). 29232161
- [67]McVey JH The European Association for Haemophilia and Allied Disorders (EAHAD) Coagulation Factor Variant Databases: Important resources for haemostasis clinicians and researchers. Haemophilia 26, 306– 313 (2020). 32166871
- [68]Seixas S & Marques PI Known mutations as the cause of alpha-1 antitrypsin deficiency: an updated overview of SERPINA1 variation spectrum. Appl. Clin. Genet. 14, 173– 194 (2021). 33790624 PMC7997584
- [69]Gai SA & Wittrup KD Yeast surface display for protein engineering and characterization. Curr. Opin. Struct. Biol. 17, 467– 473 (2007). 17870469 PMC4038029
- [70]Salema V & Fernández LÁ Escherichia coli surface display for the selection of nanobodies. Microb. Biotechnol 10, 1468– 1484 (2017). 28772027 PMC5658595
- [71]Ho M & Pastan I Mammalian cell display for antibody engineering. in Therapeutic Antibodies: Methods and Protocols (ed. Dimitrov AS) 337– 352 (Humana Press, Totowa, NJ, 2009). PMC3475965 19252852
- [72]Frank F Deep mutational scanning identifies SARS-CoV-2 Nucleocapsid escape mutations of currently available rapid antigen tests. Cell 185, 3603– 3616.e13 (2022). 36084631 PMC9420710
- [73]Parthiban K A comprehensive search of functional sequence space using large mammalian display libraries created by gene editing. MAbs 11, 884– 898 (2019). 31107136 PMC6601556
- [74]Vink T, Oudshoorn-Dickmann M, Roza M, Reitsma J-J & de Jong RN A simple, robust and highly efficient transient expression system for producing antibodies. Methods 65, 5– 10 (2014). 23872061
- [75]do Amaral RLF Approaches for recombinant human factor IX production in serum-free suspension cultures. Biotechnol. Lett. 38, 385– 394 (2016). 26564408
- [76]Duportet X A platform for rapid prototyping of synthetic gene networks in mammalian cells. Nucleic Acids Res. 42, 13440– 13451 (2014). 25378321 PMC4245948
- [77]Zhu F DICE, an efficient system for iterative genomic editing in human pluripotent stem cells. Nucleic Acids Res. 42, e34 (2014). 24304893 PMC3950688
- [78]Matreyek KA, Stephany JJ & Fowler DM A platform for functional assessment of large variant libraries in mammalian cells. Nucleic Acids Res. e102 (2017). PMC5499817 28335006
- [79]Starita LM A Multiplex Homology-Directed DNA Repair Assay Reveals the Impact of More Than 1,000 BRCA1 Missense Substitution Variants on Protein Function. The American Journal of Human Genetics 103, 498– 508 (2018). 30219179 PMC6174279
- [80]Hasle N High-throughput, microscope-based sorting to dissect cellular heterogeneity. Mol. Syst. Biol. 16, e9442 (2020). 32500953 PMC7273721
- [81]Low BE, Hosur V, Lesbirel S & Wiles MV Efficient targeted transgenesis of large donor DNA into multiple mouse genetic backgrounds using bacteriophage Bxb1 integrase. Sci. Rep. 12, 5424 (2022). 35361849 PMC8971409
- [82]Durrant MG Systematic discovery of recombinases for efficient integration of large DNA sequences into the human genome. Nat. Biotechnol. 41, 488– 499 (2023). 36217031 PMC10083194
- [83]Zhang M SHIELD: a platform for high-throughput screening of barrier-type DNA elements in human cells. Nat. Commun. 14, 5616 (2023). 37699958 PMC10497619
- [84]Aslanzadeh V Deep mutational scanning of the human insulin receptor ectodomain to inform precision therapy for insulin resistance. bioRxiv 2024.09.07.611782 (2024) doi: 10.1101/2024.09.07.611782. PMC12528385 41093840 · DOI
- [85]Blanch-Asensio A STRAIGHT-IN Dual: a platform for dual, single-copy integrations of DNA payloads and gene circuits into human induced pluripotent stem cells. bioRxiv 2024.10.17.616637 (2024) doi: 10.1101/2024.10.17.616637. 42062565 · DOI
- [86]Boyle GE Deep mutational scanning of CYP2C19 in human cells reveals a substrate specificity-abundance tradeoff. Genetics 228, iyae156 (2024). 39319420 PMC11538415
- [88]Hong CKY Massively parallel characterization of insulator activity across the genome. Nat. Commun. 15, 8350 (2024). 39333469 PMC11436800
- [89]Huhtinen O, Prince S, Lamminmäki U, Salbo R & Kulmala A Increased stable integration efficiency in CHO cells through enhanced nuclear localization of Bxb1 serine integrase. BMC Biotechnol. 24, 44 (2024). 38926833 PMC11210126
- [90]Kent JD, Klug LR & Heinrich MC A novel human SDHA-knockout cell line model for the functional analysis of clinically relevant SDHA variants. Clin. Cancer Res. 30, 5399– 5412 (2024). 39321216 PMC11611653
- [91]Kim J, Muller RY, Bondra ER & Ingolia NT CRISPRi with barcoded expression reporters dissects regulatory networks in human cells. bioRxiv 2024.09.06.611573 (2024) doi: 10.1101/2024.09.06.611573. · DOI
- [92]Pandey S Efficient site-specific integration of large genes in mammalian cells via continuously evolved recombinases and prime editing. Nat. Biomed. Eng 1– 18 (2024). 38858586 PMC11754103
- [93]Wang Z, Sarkar A & Ge X De novo functional discovery of peptide-MHC restricted CARs from recombinase-constructed large-diversity monoclonal T cell libraries. bioRxiv 2024.11.27.625413 (2024) doi: 10.1101/2024.11.27.625413. · DOI
- [94]Acharya P, Quinlan A & Neumeister V The ABCs of finding a good antibody: How to find a good antibody, validate it, and publish meaningful data. F1000Res. 6, 851 (2017). 28713558 PMC5499787
- [95]Gibson DG Enzymatic assembly of DNA molecules up to several hundred kilobases. Nat. Methods 6, 343– 345 (2009). 19363495
- [96]García-Nafría J, Watson JF & Greger IH IVA cloning: A single-tube universal cloning system exploiting bacterial In Vivo Assembly. Sci. Rep. 6, 1– 12 (2016). 27264908 PMC4893743
- [97]den Dunnen JT HGVS recommendations for the description of sequence variants: 2016 update. Hum. Mutat. 37, 564– 569 (2016). 26931183
- [98]Miao HZ Bioengineering of coagulation factor VIII for improved secretion. Blood 103, 3412– 3419 (2004). 14726380
- [99]Kessler CM B-domain deleted recombinant factor VIII preparations are bioequivalent to a monoclonal antibody purified plasma-derived factor VIII concentrate: a randomized, three-way crossover study. Haemophilia 11, 84– 91 (2005). 15810908
- [100]Ward NJ Codon optimization of human factor VIII cDNAs leads to high-level expression. Blood 117, 798– 807 (2011). 21041718
- [101]Zhang J, Kobert K, Flouri T & Stamatakis A PEAR: a fast and accurate Illumina Paired-End reAd mergeR. Bioinformatics 30, 614– 620 (2014). 24142950 PMC3933873
- [102]Li H Aligning sequence reads, clone sequences and assembly contigs with BWA-MEM. arXiv [q-bio.GN] (2013).
- [103]Yeh C-LC, Amorosi CJ, Showman S & Dunham MJ PacRAT: a program to improve barcode-variant mapping from PacBio long reads using multiple sequence alignment. Bioinformatics 38, 2927– 2929 (2022). 35561209 PMC9306489
- [104]Kulkarni R Sites of initial bleeding episodes, mode of delivery and age of diagnosis in babies with haemophilia diagnosed before the age of 2 years: A report from the Centers for Disease Control and Prevention’s (CDC) Universal Data Collection (UDC) project. Haemophilia 15, 1281– 1290 (2009). 19637999
- [105]Majithia AR Prospective functional classification of all possible missense variants in PPARG. Nat. Genet. 48, 1570– 1575 (2016). 27749844 PMC5131844
- [107]Esposito D MaveDB: an open-source platform to distribute and interpret data from multiplexed assays of variant effect. Genome Biol. 20, 223 (2019). 31679514 PMC6827219
- [108]Baron M The three-dimensional structure of the first EGF-like module of human factor IX: comparison with EGF and TGF-alpha. Protein Sci. 1, 81– 90 (1992). 1304885 PMC2142090
- [109]Johnson DJD, Langdown J & Huntington JA Molecular basis of factor IXa recognition by heparin-activated antithrombin revealed by a 1.7-Å structure of the ternary complex. Proceedings of the National Academy of Sciences 107, 645– 650 (2010). PMC2818950 20080729
- [110]UniProt Consortium. UniProt: The universal protein knowledgebase in 2025. Nucleic Acids Res. 53, D609– D617 (2025). 39552041 PMC11701636
- [111]Edgar RC MUSCLE: a multiple sequence alignment method with reduced time and space complexity. BMC Bioinformatics 5, 113 (2004). 15318951 PMC517706
Cited by
Sorted by citations
Massively parallel functional genomic assays in endocrinology: from promise to delivery
Xu, J., Aslanzadeh, V., Kudla, G., & Semple, R. K. (2026) · Journal of Molecular Endocrinology · doi:10.1530/jme-25-0134
- Authors
- Popp, N. A., Powell, R. L., Wheelock, M. K., Holmes, K. J., Zapp, B. D., Sheldon, K. M., Fletcher, S. N., Wu, X., Fayer, S., Rubin, A. F., Lannert, K. W., Chang, A. T., Sheehan, J. P., Johnsen, J. M., & Fowler, D. M.
- Affiliations
- University of Washington (US)
- Bloodworks Northwest (US)
- Seattle Children's Hospital (US)
- The University of Melbourne (AU)
- University of Wisconsin–Madison (US)
- Corresponding author
- Johnsen, Jill M.
- Fowler, Douglas M.
- ORCID
- Venue
- Nature Structural & Molecular Biology
- Published
- 2025-06-13
- Volume
- 32
- Issue
- 10
- Pages
- 2099-2111
- ISSN
- 1545-9985 (ISSN-L)
- 1545-9993
- PMC
- PMC12373428
- OpenAlex
- W4411285761
- Cited by
- 15
- References
- 5
- Citations by year
- 2026: 9 · 2025: 3 · 2024: 3
- FWCI
- 7.95
- Type
- journal article
- Language
- en
- Open access
- green
- doi.org
- Licence
- Locations
- Nature Structural & Molecular Biology (publishedVersion)
- bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by-nd)
- PubMed (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed Central (submittedVersion, cc-by-nd)
- Minerva Access (University of Melbourne) (submittedVersion)
- Funders
- Biogen
- National Institutes of Health (UL1TR002373)
- National Heart, Lung, and Blood Institute (F30HL151075, R01HL152066, R01HL149855)
- National Human Genome Research Institute (RM1HG010461, UM1HG011969)
- National Cancer Institute (P30CA014520)
- National Institute of General Medical Sciences (R01GM109110, T32GM007454)
- National Center for Advancing Translational Sciences
- Topics
- Health Sciences › Medicine › Hematology › Hemophilia Treatment and Research
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genomics and Rare Diseases
- Health Sciences › Medicine › Hematology › Platelet Disorders and Treatments
- Keywords
- secreted proteins, variant effect prediction, cell surface display, coagulation factor IX, hemophilia B, missense mutations, protein secretion, post-translational modification, signal peptide, variants of uncertain significance, F9 gene, serine protease
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review