A Modular Analysis Framework for Blood Genomics Studies: Application to Systemic Lupus Erythematosus
Open accessAbstract
The analysis of patient blood transcriptional profiles offers a means to investigate the immunological mechanisms relevant to human diseases on a genome-wide scale. In addition, such studies provide a basis for the discovery of clinically relevant biomarker signatures. We designed a strategy for microarray analysis that is based on the identification of transcriptional modules formed by genes coordinately expressed in multiple disease data sets. Mapping changes in gene expression at the module level generated disease-specific transcriptional fingerprints that provide a stable framework for the visualization and functional interpretation of microarray data. These transcriptional modules were used as a basis for the selection of biomarkers and the development of a multivariate transcriptional indicator of disease progression in patients with systemic lupus erythematosus. Thus, this work describes the implementation and application of a methodology designed to support systems-scale analysis of the human immune system in translational research settings.
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?
Various blood disorders correlate with extreme values for the major vectors of modules of gene expression.
“By contrast, various blood disorders have been shown to correlate with extreme values for the major vectors of modules of gene expression92.”
From Rare and common variants: twenty arguments (2012) · cites this paper as [92]
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
Golub, T. R., Slonim, D. K., Tamayo, P., Huard, C., Gaasenbeek, M., Mesirov, J. P., Coller, H., Loh, M. L., Downing, J. R., Caligiuri, M. A., et al. (1999) · Science · doi:10.1126/science.286.5439.531 · Cited by 11,516 · see citing works
Harary, F. (1969) · Cited by 10,764 · see citing works
Mootha, V. K., Lindgren, C. M., Eriksson, K.-F., Subramanian, A., Sihag, S., Lehar, J., Puigserver, P., Carlsson, E., Ridderstråle, M., Laurila, E., et al. (2003) · Nature Genetics · doi:10.1038/ng1180 · Cited by 10,197 · see citing works
Distinct types of diffuse large B-cell lymphoma identified by gene expression profiling
Alizadeh, A. A., Eisen, M. B., Davis, R. E., Ma, C., Lossos, I. S., Rosenwald, A., Boldrick, J. C., Sabet, H., Tran, T., Yu, X., et al. (2000) · Nature · doi:10.1038/35000501 · Cited by 9,925 · see citing works
Fitzmaurice, G. M., Laird, N. M., & Ware, J. H. (2011) · Wiley Series in Probability and Statistics · doi:10.1002/9781119513469 · Cited by 4,639 · see citing works
Derivation of the sledai. A disease activity index for lupus patients
Bombardier, C., Gladman, D. D., Urowitz, M. B., Caron, D., Chang, C. H., Austin, A., Bell, A., Bloch, D. A., Corey, P. N., Decker, J. L., et al. (1992) · Arthritis & Rheumatism · doi:10.1002/art.1780350606 · Cited by 4,570 · see citing works
Linear Mixed Models for Longitudinal Data
Verbeke, G. (1997) · Lecture Notes in Statistics · doi:10.1007/978-1-4612-2294-1_3 · Cited by 3,506 · see citing works
Baechler, E. C., Batliwalla, F., Karypis, G., Gaffney, P. M., Ortmann, W. A., Espe, K. J., Shark, K. B., Grande, W. J., Hughes, K. M. H., Kapur, V., et al. (2003) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0337679100 · Cited by 2,246 · see citing works
MAQC Consortium, Shi, L., Shi, L., Reid, L. H., Jones, W. D., Shippy, R., Warrington, J. A., Baker, S. C., Collins, P. J., de Longueville, F., et al. (2006) · Nature Biotechnology · doi:10.1038/nbt1239 · Cited by 2,126 · see citing works
Molecular classification of cutaneous malignant melanoma by gene expression profiling
Bittner, M. L., Meltzer, P. S., Chen, Y., Jiang, Y. Y., Seftor, E. A., Hendrix, M. J. C., Radmacher, M. D., Simon, R., Zohar Yakhini, B., Ben‐Dor, A., et al. (2000) · Nature · doi:10.1038/35020115 · Cited by 1,989 · see citing works
Interferon and Granulopoiesis Signatures in Systemic Lupus Erythematosus Blood
Bennett, L. B., Palucka, K., Arce, E., Cantrell, V., Borvák, J., Banchereau, J., & Pascual, V. (2003) · The Journal of Experimental Medicine · doi:10.1084/jem.20021553 · Cited by 1,962 · see citing works
Self-citationA network-based analysis of systemic inflammation in humans
Program, I. A. H. R. T. I. L. S. C. R., Calvano, S. E., Xiao, W., Richards, D. R., Felciano, R. M., Baker, H. V., Cho, R. J., Chen, R. O., Brownstein, B. H., Cobb, J. P., et al. (2005) · Nature · doi:10.1038/nature03985 · Cited by 1,429 · see citing works
(2004) · Choice Reviews Online · doi:10.5860/choice.42-2265 · Cited by 1,385 · see citing works
Prediction of cancer outcome with microarrays: a multiple random validation strategy
Michiels, S., Koscielny, S., & Hill, C. (2005) · The Lancet · doi:10.1016/s0140-6736(05)17866-0 · Cited by 1,029 · see citing works
Multiple-laboratory comparison of microarray platforms
Irizarry, R. A., Warren, D., Spencer, F., Kim, I. F., Biswal, S., Frank, B. C., Gabrielson, E., Garcia, J. G. N., Geoghegan, J., Germino, G., et al. (2005) · Nature Methods · doi:10.1038/nmeth756 · Cited by 862 · see citing works
Linear mixed models for longitudinal data
(2000) · Springer Series in Statistics · doi:10.1007/b98969 · Cited by 818 · see citing works
Liang, M. H., Socher, S. A., Larson, M. G., & Schur, P. H. (1989) · Arthritis & Rheumatism · doi:10.1002/anr.1780320909 · Cited by 787 · see citing works
Schned, E. S., Glickstein, S. L., & Doyle, M. T. A. (1993) · Arthritis & Rheumatism · doi:10.1002/art.1780360623 · Cited by 726 · see citing works
A module map showing conditional activity of expression modules in cancer
Segal, E., Friedman, N., Koller, D., & Regev, A. (2004) · Nature Genetics · doi:10.1038/ng1434 · Cited by 685 · see citing works
Hay, E. M., Bacon, P. A., Gordon, C., Isenberg, D. A., Maddison, P. J., Snaith, M. L., Symmons, D. P. M., Viner, N. J., & Zoma, A. A. (1993) · QJM · doi:10.1093/oxfordjournals.qjmed.a068841 · Cited by 571 · see citing works
Gene expression patterns in blood leukocytes discriminate patients with acute infections
Ramilo, O., Allman, W., Chung, W. K., Mejías, A., Ardura, M. I., Glaser, C., Wittkowski, K. M., Piqueras, B., Banchereau, J., Palucka, K., et al. (2006) · Blood · doi:10.1182/blood-2006-02-002477 · Cited by 474 · see citing works
Self-citationStandardizing global gene expression analysis between laboratories and across platforms
Weis, B. K. (2005) · Nature Methods · doi:10.1038/nmeth754 · Cited by 465 · see citing works
Independence and reproducibility across microarray platforms
Larkin, J. E., Frank, B. C., Gavras, H. P., Sultana, R., & Quackenbush, J. F. (2005) · Nature Methods · doi:10.1038/nmeth757 · Cited by 420 · see citing works
Coordinate overexpression of interferon‐α–induced genes in systemic lupus erythematosus
Kirou, K. A., Lee, C. L. L., George, S., Louca, K., Papagiannis, I. G., Peterson, M. G. E., Ly, N. P., Woodward, R. N., Fry, K. E., Lau, A., et al. (2004) · Arthritis & Rheumatism · doi:10.1002/art.20798 · Cited by 418 · see citing works
From signatures to models: understanding cancer using microarrays
Segal, E., Friedman, N., Kaminski, N., Regev, A., & Koller, D. (2005) · Nature Genetics · doi:10.1038/ng1561 · Cited by 380 · see citing works
Microarray Analysis of Interferon-regulated Genes in SLE
Crow, M. K., Kirou, K. A., & Wohlgemuth, J. G. (2003) · Autoimmunity · doi:10.1080/08916930310001625952 · Cited by 287 · see citing works
Classification and definition of major flares in SLE clinical trials
Petri, M., Buyon, J., & Kim, M. (1999) · Lupus · doi:10.1191/096120399680411281 · Cited by 282 · see citing works
Microarrays and molecular research: noise discovery?
Ioannidis, J. P. A. (2005) · The Lancet · doi:10.1016/s0140-6736(05)17878-7 · Cited by 271 · see citing works
Opiate-like effects of sugar on gene expression in reward areas of the rat brain
Spangler, R., Wittkowski, K. M., Goddard, N. L., Avena, N. M., Hoebel, B. G., & LEIBOWITZ, S. F. (2004) · Molecular Brain Research · doi:10.1016/j.molbrainres.2004.02.013 · Cited by 255 · see citing works
Self-citationBurczynski, M. E., Peterson, R. L., Twine, N. C., Zuberek, K., Brodeur, B. J., Casciotti, L., Maganti, V., Reddy, P., Strahs, A. L., Immermann, F., et al. (2006) · Journal of Molecular Diagnostics · doi:10.2353/jmoldx.2006.050079 · Cited by 249 · see citing works
Application of genome-wide expression analysis to human health and disease
Cobb, J. P., Mindrinos, M. N., Miller‐Graziano, C. L., Calvano, S. E., Baker, H. V., Xiao, W., Laudański, K., Brownstein, B. H., Elson, C. M., Hayden, D. L., et al. (2005) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0409768102 · Cited by 234 · see citing works
Addendum: Standardizing global gene expression analysis between laboratories and across platforms
Bammler, T. K., Beyer, R. P., Bhattacharya, S., Boorman, G. A., Boyles, A. L., Bradford, B. U., Bumgarner, R. E., Bushel, P. R., Chaturvedi, K., Choi, D., et al. (2005) · Nature Methods · doi:10.1038/nmeth0605-477a · Cited by 230 · see citing works
Allantaz, F., Chaussabel, D., Stichweh, D., Bennett, L. B., Allman, W., Mejías, A., Ardura, M. I., Chung, W. K., Smith, E. J., Wise, C. A., et al. (2007) · The Journal of Experimental Medicine · doi:10.1084/jem.20070070 · Cited by 228 · see citing works
Self-citationGene Expression in Peripheral Blood Mononuclear Cells from Children with Diabetes
Kaizer, E., Glaser, C., Chaussabel, D., Banchereau, J., Pascual, V., & White, P. C. (2007) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2007-0979 · Cited by 219 · see citing works
Self-citationAre data from different gene expression microarray platforms comparable?
Järvinen, A., Hautaniemi, S., Edgren, H., Auvinen, P., Saarela, J., Kallioniemi, O., & Monni, O. M. (2004) · Genomics · doi:10.1016/j.ygeno.2004.01.004 · Cited by 188 · see citing works
Mining for regulatory programs in the cancer transcriptome
Rhodes, D. R., Sundaram, S. K., Mahavisno, V., Barrette, T. R., Ghosh, D., & Chinnaiyan, A. M. (2005) · Nature Genetics · doi:10.1038/ng1578 · Cited by 166 · see citing works
Bencivelli, W., Vitali, C., Isenberg, D. A., Smolen, J. S., Snaith, M. L., Sciuto, M. E., & Bombardieri, S. (1992) · PubMed · Cited by 154 · see citing works
Mining microarray expression data by literature profiling
Chaussabel, D., & Sher, A. (2002) · Genome biology · doi:10.1186/gb-2002-3-10-research0055 · Cited by 137 · see citing works
Self-citationImmunotherapy: Bewitched, Bothered, and Bewildered No More
Steinman, R. M., & Mellman, I. (2004) · Science · doi:10.1126/science.1099688 · Cited by 135 · see citing works
Bae, S.-C., Koh, H.-K., Chang, D.-K., Kim, M.-H., Park, J. K., & Kim, S. Y. (2001) · Lupus · doi:10.1191/096120301678646146 · Cited by 121 · see citing works
Burczynski, M. E., Twine, N. C., Dukart, G., Marshall, B., Hidalgo, M. M., Stadler, W. M., Logan, T. F., Dutcher, J. P., Hudes, G. R., Trepicchio, W. L., et al. (2005) · Clinical Cancer Research · doi:10.1158/1078-0432.1181.11.3 · Cited by 118 · see citing works
Combining several ordinal measures in clinical studies
Wittkowski, K. M., Lee, E., Nussbaum, R., Chamian, F. N., & Krueger, J. G. (2004) · Statistics in Medicine · doi:10.1002/sim.1778 · Cited by 93 · see citing works
Self-citationMicroarrays and molecular research: noise discovery?
Ioannidis, J. P. A. (2005) · The Lancet · doi:10.1016/s0140-6736(05)70249-x · Cited by 84 · see citing works
Gene expression microarrays: glimpses of the immunological genome
Hyatt, G., Melamed, R., Park, R., Seguritan, R., Laplace, C., Poirot, L., Zucchelli, S., Obst, R., Matos, M., Venanzi, E. S., et al. (2006) · Nature Immunology · doi:10.1038/ni0706-686 · Cited by 76 · see citing works
Cross platform microarray analysis for robust identification of differentially expressed genes
Bosotti, R., Locatelli, G., Healy, S., Scacheri, E., Sartori, L., Mercurio, C., Calogero, R., & Isacchi, A. (2007) · BMC Bioinformatics · doi:10.1186/1471-2105-8-s1-s5 · Cited by 71 · see citing works
Frantz, S. (2005) · Nature Reviews Drug Discovery · doi:10.1038/nrd1746 · Cited by 71 · see citing works
A Plaidoyer for ‘Systems Immunology’
Benoist, C. O., Germain, R. N., & Mathis, D. J. (2006) · Immunological Reviews · doi:10.1111/j.0105-2896.2006.00374.x · Cited by 54 · see citing works
Chaussabel, D., Allman, W., Mejías, A., Chung, W. K., Bennett, L. B., Ramilo, O., Pascual, V., Palucka, K., & Banchereau, J. (2005) · Annals of the New York Academy of Sciences · doi:10.1196/annals.1358.017 · Cited by 48 · see citing works
Self-citationThach, D., Agan, B. K., Olsen, C., Diao, J., Lin, B., Gómez, J. L., Jesse, M., Jenkins, M., Rowley, R. K., Hanson, E., et al. (2005) · Genes and Immunity · doi:10.1038/sj.gene.6364244 · Cited by 25 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
An interferon-inducible neutrophil-driven blood transcriptional signature in human tuberculosis
Berry, M. P. R., Graham, C. M., McNab, F. W., Xu, Z., Bloch, S. A. A., Oni, T., Wilkinson, K. A., Banchereau, R., Skinner, J., Wilkinson, R. J., et al. (2010) · Nature · doi:10.1038/nature09247 · Cited by 1,898 · see citing works
Self-citationGarcía-Romo, G. S., Caielli, S., Vega, B., Connolly, J., Allantaz, F., Xu, Z., Punaro, M., Baisch, J. M., Guiducci, C., Coffman, R. L., et al. (2011) · Science Translational Medicine · doi:10.1126/scitranslmed.3001201 · Cited by 1,387 · see citing works
Self-citationThe Immune Response in Tuberculosis
O’Garra, A., Redford, P. S., McNab, F. W., Bloom, C. I., Wilkinson, R. J., & Berry, M. P. R. (2013) · Annual Review of Immunology · doi:10.1146/annurev-immunol-032712-095939 · Cited by 1,351 · see citing works
Rare and common variants: twenty arguments
Gibson, G. (2012) · Nature Reviews Genetics · doi:10.1038/nrg3118 · Cited by 1,278 · see citing works
The HLA genomic loci map: expression, interaction, diversity and disease
Shiina, T., Hosomichi, K., Inoko, H., & Kulski, J. K. (2009) · Journal of Human Genetics · doi:10.1038/jhg.2008.5 · Cited by 788 · see citing works
Li, S., Rouphael, N., Duraisingham, S., Romero‐Steiner, S., Presnell, S., Davis, C. W., Schmidt, D. S., Johnson, S. E., Milton, A., Rajam, G., et al. (2013) · Nature Immunology · doi:10.1038/ni.2789 · Cited by 772 · see citing works
Self-citationPersonalized Immunomonitoring Uncovers Molecular Networks that Stratify Lupus Patients
Banchereau, R., Hong, S., Cantarel, B. L., Baldwin, N. E., Baisch, J. M., Edens, M., Cepika, A., Acs, P., Turner, J., Anguiano, E., et al. (2016) · Cell · doi:10.1016/j.cell.2016.03.008 · Cited by 735 · see citing works
Self-citationJavierre, B. M., Fernández, A. F., Richter, J., Al‐Shahrour, F., Martín-Subero, J. I., Rodríguez‐Ubreva, J., Berdasco, M., Fraga, M. F., OʼHanlon, T. P., Rider, L. G., et al. (2009) · Genome Research · doi:10.1101/gr.100289.109 · Cited by 669 · see citing works
Sexual-dimorphism in human immune system aging
Márquez, E. J., Chung, C.-H., Marches, R., Rossi, R. J., Nehar-Belaid, D., Eroglu, A., Mellert, D. J., Kuchel, G. A., Banchereau, J., & Ucar, D. (2020) · Nature Communications · doi:10.1038/s41467-020-14396-9 · Cited by 584 · see citing works
Self-citationType I Interferon in the Pathogenesis of Lupus
Crow, M. K. (2014) · The Journal of Immunology · doi:10.4049/jimmunol.1002795 · Cited by 565 · see citing works
Type I interferon response drives neuroinflammation and synapse loss in Alzheimer disease
Roy, E. R., Wang, B., Wan, Y.-W., Chiu, G., Cole, A., Yin, Z., Propson, N. E., Xu, Y., Jankowsky, J. L., Liu, Z., et al. (2020) · Journal of Clinical Investigation · doi:10.1172/jci133737 · Cited by 563 · see citing works
Quartier, P., Allantaz, F., Cimaz, R., Pillet, P., Messiaen, C., Bardin, C., Bossuyt, X., Boutten, A., Bienvenu, J., Duquesne, A., et al. (2010) · Annals of the Rheumatic Diseases · doi:10.1136/ard.2010.134254 · Cited by 553 · see citing works
Self-citationDoering, T. A., Crawford, A., Angelosanto, J., Paley, M., Ziegler, C. G. K., & Wherry, E. J. (2012) · Immunity · doi:10.1016/j.immuni.2012.08.021 · Cited by 542 · see citing works
Boisson, B., Laplantine, E., Prando, C., Giliani, S. C., Israelsson, E., Xu, Z., Abhyankar, A., Israël, L., Trevejo-Nuñez, G., Bogunovic, D., et al. (2012) · Nature Immunology · doi:10.1038/ni.2457 · Cited by 470 · see citing works
Self-citationMapping systemic lupus erythematosus heterogeneity at the single-cell level
Nehar-Belaid, D., Hong, S., Marcheş, R., Guo, C., Bolisetty, M. T., Baisch, J. M., Walters, L., Punaro, M., Rossi, R. J., Chung, C., et al. (2020) · Nature Immunology · doi:10.1038/s41590-020-0743-0 · Cited by 433 · see citing works
Self-citationTaming lupus-a new understanding of pathogenesis is leading to clinical advances
Liu, Z., & Davidson, A. (2012) · Nature Medicine · doi:10.1038/nm.2752 · Cited by 433 · see citing works
Chiche, L., Jourde‐Chiche, N., Whalen, E., Presnell, S., Gersuk, V. H., Dang, K. K., Anguiano, E., Quinn, C., Burtey, S., Berland, Y., et al. (2014) · Arthritis & Rheumatology · doi:10.1002/art.38628 · Cited by 416 · see citing works
Self-citationPiters, W. A. A. D. S., Heinonen, S., Hasrat, R., Bunsow, E., Smith, B., Suárez-Arrabal, M. C., Chaussabel, D., Cohen, D. M., Sanders, E. A. M., Ramilo, O., et al. (2016) · American Journal of Respiratory and Critical Care Medicine · doi:10.1164/rccm.201602-0220oc · Cited by 423 · see citing works
Self-citationAssessment of Variability in the SOMAscan Assay
Candia, J., Cheung, F., Kotliarov, Y., Fantoni, G., Sellers, B. A., Griesman, T., Huang, J., Stuccio, S., Zingone, A., Ryan, B. M., et al. (2017) · Scientific Reports · doi:10.1038/s41598-017-14755-5 · Cited by 399 · see citing works
Pulendran, B., Li, S., & Nakaya, H. I. (2010) · Immunity · doi:10.1016/j.immuni.2010.10.006 · Cited by 384 · see citing works
Brandes, M., Klauschen, F., Kuchen, S., & Germain, R. N. (2013) · Cell · doi:10.1016/j.cell.2013.06.013 · Cited by 379 · see citing works
TLR recognition of self nucleic acids hampers glucocorticoid activity in lupus
Guiducci, C., Gong, M., Xu, Z., Gill, M. A., Chaussabel, D., Meeker, T., Chan, J. H., Wright, T. B., Punaro, M., Bolland, S. M., et al. (2010) · Nature · doi:10.1038/nature09102 · Cited by 380 · see citing works
Self-citationA Prescription for Human Immunology
Davis, M. M. (2008) · Immunity · doi:10.1016/j.immuni.2008.12.003 · Cited by 346 · see citing works
Prediction and Pathogenesis in Type 1 Diabetes
Ziegler, A.-G., & Nepom, G. T. (2010) · Immunity · doi:10.1016/j.immuni.2010.03.018 · Cited by 346 · see citing works
Common patterns and disease-related signatures in tuberculosis and sarcoidosis
Maertzdorf, J., Weiner, J. M., Mollenkopf, H., T. Accelerating Medicines Partnership in RA SLE Network, Bauer, T. T., Prasse, A., Müller–Quernheim, J., Kaufmann, S. H. E., Bellinger, O., Diel, R., et al. (2012) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1121072109 · Cited by 320 · see citing works
Ferreira, R. C., Guo, H., Coulson, R., Smyth, D. J., Pękalski, M. Ł., Burren, O. S., Cutler, A. J., Doecke, J. D., Flint, S. M., McKinney, E. F., et al. (2014) · Diabetes · doi:10.2337/db13-1777 · Cited by 313 · see citing works
Mejias, A., Dimo, B., Suarez, N. M., Garcia, C., Suarez-Arrabal, M. C., Jartti, T., Blankenship, D., Jordan-Villegas, A., Ardura, M. I., Xu, Z., et al. (2013) · PLoS Medicine · doi:10.1371/journal.pmed.1001549 · Cited by 313 · see citing works
Self-citationA comprehensive evaluation of module detection methods for gene expression data
Saelens, W., Cannoodt, R., & Saeys, Y. (2018) · Nature Communications · doi:10.1038/s41467-018-03424-4 · Cited by 312 · see citing works
Learning immunology from the yellow fever vaccine: innate immunity to systems vaccinology
Pulendran, B. (2009) · Nature reviews. Immunology · doi:10.1038/nri2629 · Cited by 306 · see citing works
Immunomodulatory Activity of Nivolumab in Metastatic Renal Cell Carcinoma
Choueiri, T. K., Fishman, M. N., Escudier, B., McDermott, D. F., Drake, C. G., Kluger, H., Stadler, W. M., Perez-Gracia, J. L., McNeel, D. G., Curti, B., et al. (2016) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-15-2839 · Cited by 295 · see citing works
Obermoser, G., Presnell, S., Domico, K., Xu, H., Wang, Y., Anguiano, E., Thompson-Snipes, L., Ranganathan, R., Zeitner, B., Bjork, A., et al. (2013) · Immunity · doi:10.1016/j.immuni.2012.12.008 · Cited by 279 · see citing works
Self-citationGodec, J., Tan, Y. Q., Liberzon, A., Tamayo, P., Bhattacharya, S., Butte, A. J., Mesirov, J. P., & Haining, W. N. (2016) · Immunity · doi:10.1016/j.immuni.2015.12.006 · Cited by 289 · see citing works
The Importance of Dendritic Cells in Maintaining Immune Tolerance
Audiger, C., Rahman, M. J., Yun, T. J., Tarbell, K. V., & Lesage, S. (2017) · The Journal of Immunology · doi:10.4049/jimmunol.1601629 · Cited by 276 · see citing works
Systems immunology: just getting started
Davis, M. M., Tato, C. M., & Furman, D. (2017) · Nature Immunology · doi:10.1038/ni.3768 · Cited by 273 · see citing works
Fernández, D., Caza, T. N., Bonilla, E., Li, Q., Banerjee, S. K., Middleton, F. A., Phillips, P. E., Crow, M. K., Oess, S., Müller‐Esterl, W., et al. (2009) · The Journal of Immunology · doi:10.4049/jimmunol.0803600 · Cited by 259 · see citing works
Assessing the human immune system through blood transcriptomics
Chaussabel, D., Pascual, V., & Banchereau, J. (2010) · BMC Biology · doi:10.1186/1741-7007-8-84 · Cited by 252 · see citing works
Self-citationImpaired interferon signaling is a common immune defect in human cancer
Critchley-Thorne, R. J., Simons, D. L., Yan, N., Miyahira, A. K., Dirbas, F. M., Johnson, D. L., Swetter, S. M., Carlson, R. W., Fisher, G. A., Koong, A. C., et al. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0901329106 · Cited by 249 · see citing works
Self-citationCliff, J. M., Lee, J., Constantinou, N., Cho, J.-E., Clark, T. G., Ronacher, K., King, E. C., Lukey, P. T., Duncan, K., van Helden, P. D., et al. (2012) · The Journal of Infectious Diseases · doi:10.1093/infdis/jis499 · Cited by 239 · see citing works
Wright, H. L., Lyon, M., Chapman, E. A., Moots, R. J., & Edwards, S. W. (2021) · Frontiers in Immunology · doi:10.3389/fimmu.2020.584116 · Cited by 235 · see citing works
Unravelling the mechanisms of durable control of HIV-1
Walker, B. D., & Yu, X. G. (2013) · Nature reviews. Immunology · doi:10.1038/nri3478 · Cited by 234 · see citing works
Erythroid mitochondrial retention triggers myeloid-dependent type I interferon in human SLE
Caielli, S., Cardenas, J., de Jesus, A. A., Baisch, J., Walters, L., Blanck, J. P., Balasubramanian, P., Stagnar, C., Ohouo, M., Hong, S., et al. (2021) · Cell · doi:10.1016/j.cell.2021.07.021 · Cited by 228 · see citing works
Self-citationSystemic sclerosis and lupus: Points in an interferon‐mediated continuum
Assassi, S., Mayes, M. D., Arnett, F. C., Gourh, P., Agarwal, S. K., McNearney, T. A., Chaussabel, D., Oommen, N., Fischbach, M., Shah, K. R., et al. (2010) · Arthritis & Rheumatism · doi:10.1002/art.27224 · Cited by 215 · see citing works
Self-citationDemocratizing systems immunology with modular transcriptional repertoire analyses
Chaussabel, D., & Baldwin, N. E. (2014) · Nature reviews. Immunology · doi:10.1038/nri3642 · Cited by 207 · see citing works
Self-citationSystems vaccinology: Probing humanity’s diverse immune systems with vaccines
Pulendran, B. (2014) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1400476111 · Cited by 208 · see citing works
Mahajan, P., Kuppermann, N., Mejías, A., Suárez, N. M., Chaussabel, D., Casper, T. C., Smith, B., Alpern, E. R., Anders, J., Atabaki, S. M., et al. (2016) · JAMA · doi:10.1001/jama.2016.9207 · Cited by 207 · see citing works
Self-citationMenne, S., Tumas, D. B., Liu, K. H., Thampi, L. M., Aldeghaither, D. S., Baldwin, B. H., Bellezza, C. A., Côté, P. J., Zheng, J., Halcomb, R. L., et al. (2015) · Journal of Hepatology · doi:10.1016/j.jhep.2014.12.026 · Cited by 209 · see citing works
Self-citationLinsley, P. S., Speake, C., Whalen, E., & Chaussabel, D. (2014) · PLoS ONE · doi:10.1371/journal.pone.0109760 · Cited by 210 · see citing works
Self-citationSranujit, R. P., Buddhisa, S., Berry, M. P. R., Blankenship, D., Bancroft, G. J., Banchereau, J., Lertmemongkolchai, G., & Chaussabel, D. (2009) · Genome biology · doi:10.1186/gb-2009-10-11-r127 · Cited by 208 · see citing works
Self-citationEloranta, M., Franck‐Larsson, K., Lövgren, T., Kalamajski, S., Rönnblom, A., Rubin, K., Alm, G. V., & Rönnblom, L. (2010) · Annals of the Rheumatic Diseases · doi:10.1136/ard.2009.121400 · Cited by 203 · see citing works
The chromatin accessibility signature of human immune aging stems from CD8+ T cells
Ucar, D., Márquez, E. J., Chung, C.-H., Marches, R., Rossi, R. J., Uyar, A., Wu, T.-C., George, J., Stitzel, M. L., Palucka, A. K., et al. (2017) · Journal of Experimental Medicine · doi:10.1084/jem.20170416 · Cited by 200 · see citing works
Self-citationIntegrative Analysis Reveals a Molecular Stratification of Systemic Autoimmune Diseases
Barturen, G., Babaei, S., Català‐Moll, F., Martínez‐Bueno, M., Makowska, Z., Martorell‐Marugán, J., Carmona‐Sáez, P., Dominguez, D. T., Carnero‐Montoro, E., Teruel, M., et al. (2020) · Arthritis & Rheumatology · doi:10.1002/art.41610 · Cited by 198 · see citing works
Ioannidis, I., McNally, B. A., Willette, M., Peeples, M. E., Chaussabel, D., Durbin, J. E., Ramilo, O., Mejías, A., & Flaño, E. (2012) · Journal of Virology · doi:10.1128/jvi.06757-11 · Cited by 192 · see citing works
Self-citationKotliarov, Y., Sparks, R., Martins, A. J., Mulè, M. P., Lu, Y. C., Goswami, M., Kardava, L., Banchereau, R., Pascual, V., Biancotto, A., et al. (2020) · Nature Medicine · doi:10.1038/s41591-020-0769-8 · Cited by 193 · see citing works
Self-citationKallionpää, H., Elo, L. L., Laajala, E., Mykkänen, J., Ricaño-Ponce, I., Vaarma, M., Laajala, T. D., Hyöty, H., Ilonen, J., Veijola, R., et al. (2014) · Diabetes · doi:10.2337/db13-1775 · Cited by 187 · see citing works
Human asthma phenotypes: from the clinic, to cytokines, and back again
Bhakta, N. R., & Woodruff, P. G. (2011) · Immunological Reviews · doi:10.1111/j.1600-065x.2011.01032.x · Cited by 186 · see citing works
The cytosolic DNA sensor cGAS recognizes neutrophil extracellular traps
Apel, F., Andreeva, L., Knackstedt, S. L., Streeck, R., Frese, C. K., Goosmann, C., Hopfner, K., & Zychlinsky, A. (2021) · Science Signaling · doi:10.1126/scisignal.aax7942 · Cited by 180 · see citing works
Clinical, Molecular, and Genetic Characteristics of PAPA Syndrome: A Review
Smith, E. J., Allantaz, F., Bennett, L. B., Zhang, D., Gao, X., Wood, G., Kastner, D. L., Punaro, M., Aksentijevich, I. A., Pascual, V., et al. (2010) · Current Genomics · doi:10.2174/138920210793175921 · Cited by 177 · see citing works
Self-citationShahabi, V., Berman, D., Chasalow, S. D., Wang, L., Tsuchihashi, Z., Hu, B., Panting, L., Jure‐Kunkel, M., & Ji, R. (2013) · Journal of Translational Medicine · doi:10.1186/1479-5876-11-75 · Cited by 182 · see citing works
Exposure-Dependent Control of Malaria-Induced Inflammation in Children
Portugal, S., Moebius, J., Skinner, J., Doumbo, S., Doumtabé, D., Koné, Y., Dia, S., Kanakabandi, K., Sturdevant, D. E., Virtaneva, K. I., et al. (2014) · PLoS Pathogens · doi:10.1371/journal.ppat.1004079 · Cited by 169 · see citing works
Effects of Systemically Administered Hydrocortisone on the Human Immunome
Olnes, M. J., Kotliarov, Y., Biancotto, A., Cheung, F., Chen, J., Shi, R., Zhou, H., Wang, E., Tsang, J. S., Nussenblatt, R. B., et al. (2016) · Scientific Reports · doi:10.1038/srep23002 · Cited by 168 · see citing works
Zak, D. E., Andersen‐Nissen, E., Peterson, E. R., Sato, A., Hamilton, M. K., Borgerding, J. A., Krishnamurty, A. T., Chang, J. T., Adams, D. J., Hensley, T. R., et al. (2012) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1208972109 · Cited by 162 · see citing works
Type I IFN system in the development and manifestations of SLE
Elkon, K. B., & WIEDEMAN, A. E. (2012) · Current Opinion in Rheumatology · doi:10.1097/bor.0b013e3283562c3e · Cited by 163 · see citing works
Sarcoidosis Blood Transcriptome Reflects Lung Inflammation and Overlaps with Tuberculosis
Koth, L. L., Solberg, O. D., Peng, J. C., Bhakta, N. R., Nguyen, C. P., & Woodruff, P. G. (2011) · American Journal of Respiratory and Critical Care Medicine · doi:10.1164/rccm.201106-1143oc · Cited by 161 · see citing works
The human immune response to tuberculosis and its treatment: a view from the blood
Cliff, J. M., Kaufmann, S. H. E., McShane, H., van Helden, P. D., & O’Garra, A. (2015) · Immunological Reviews · doi:10.1111/imr.12269 · Cited by 158 · see citing works
Dunning, J. W., Blankley, S., Hoang, L. T., Cox, M. J., Graham, C. M., James, P. L., Bloom, C. I., Chaussabel, D., Banchereau, J., Brett, S. J., et al. (2018) · Nature Immunology · doi:10.1038/s41590-018-0111-5 · Cited by 156 · see citing works
Self-citationOsman, M., Mistry, A., Keding, A., Gabe, R., Cook, L., Forrester, S. J., Wiggins, R. C., Marco, S. D., Colloca, S., Siani, L., et al. (2017) · PLoS neglected tropical diseases · doi:10.1371/journal.pntd.0005527 · Cited by 158 · see citing works
Complement pathway amplifies caspase-11–dependent cell death and endotoxin-induced sepsis severity
Napier, B. A., Brubaker, S. W., Sweeney, T. E., Monette, P., Rothmeier, G. H., Gertsvolf, N. A., Puschnik, A., Carette, J. E., Khatri, P., & Monack, D. M. (2016) · Journal of Experimental Medicine · doi:10.1084/jem.20160027 · Cited by 149 · see citing works
Suárez, N. M., Bunsow, E., Falsey, A. R., Walsh, E. E., Mejías, A., & Ramilo, O. (2015) · The Journal of Infectious Diseases · doi:10.1093/infdis/jiv047 · Cited by 152 · see citing works
Self-citationTarn, J. R., Howard-Tripp, N., Lendrem, D. W., Xavier Mariette, A., Saraux, A., Devauchelle‐Pensec, V., Séror, R., Skelton, A. J., James, K., McMeekin, P. J., et al. (2019) · The Lancet Rheumatology · doi:10.1016/s2665-9913(19)30042-6 · Cited by 151 · see citing works
Simonini, G., Xu, Z., Caputo, R., de Libero, C., Pagnini, I., Pascual, V., & Cimaz, R. (2012) · Arthritis & Rheumatism · doi:10.1002/art.37776 · Cited by 148 · see citing works
Self-citationA Genomic Approach to Human Autoimmune Diseases
Pascual, V., Chaussabel, D., & Banchereau, J. (2010) · Annual Review of Immunology · doi:10.1146/annurev-immunol-030409-101221 · Cited by 146 · see citing works
Self-citationCatalina, M. D., Owen, K. A., Labonte, A. C., Grammer, A. C., & Lipsky, P. E. (2019) · Journal of Autoimmunity · doi:10.1016/j.jaut.2019.102359 · Cited by 145 · see citing works
Unifying immunology with informatics and multiscale biology
Kidd, B. A., Peters, L. A., Schadt, E. E., & Dudley, J. T. (2014) · Nature Immunology · doi:10.1038/ni.2787 · Cited by 142 · see citing works
Plumlee, C. R., Duffy, F. J., Gern, B. H., Delahaye, J. L., Cohen, S. B., Stoltzfus, C. R., Rustad, T. R., Hansen, S. G., Axthelm, M. K., Picker, L. J., et al. (2020) · Cell Host & Microbe · doi:10.1016/j.chom.2020.10.003 · Cited by 135 · see citing works
Unraveling the Genetics of Autoimmunity
Zenewicz, L. A., Abraham, C., Flavell, R. A., & Cho, J. H. (2010) · Cell · doi:10.1016/j.cell.2010.03.003 · Cited by 136 · see citing works
Bhardwaj, N., Friedlander, P. A., Pavlick, A. C., Ernstoff, M. S., Gastman, B., Hanks, B. A., Curti, B. D., Albertini, M. R., Luke, J. J., Blazquez, A. B., et al. (2020) · Nature Cancer · doi:10.1038/s43018-020-00143-y · Cited by 134 · see citing works
Type I Interferon and Systemic Lupus Erythematosus
Elkon, K. B., & Stone, V. V. (2011) · Journal of Interferon & Cytokine Research · doi:10.1089/jir.2011.0045 · Cited by 131 · see citing works
Genetics of SLE: evidence from mouse models
Morel, L. M. (2010) · Nature Reviews Rheumatology · doi:10.1038/nrrheum.2010.63 · Cited by 129 · see citing works
Systems vaccinology: Enabling rational vaccine design with systems biological approaches
Hagan, T., Nakaya, H. I., Subramaniam, S., & Pulendran, B. (2015) · Vaccine · doi:10.1016/j.vaccine.2015.03.072 · Cited by 127 · see citing works
Perspectives on Systems Modeling of Human Peripheral Blood Mononuclear Cells
Sen, P., Kemppainen, E., & Orešič, M. (2018) · Frontiers in Molecular Biosciences · doi:10.3389/fmolb.2017.00096 · Cited by 124 · see citing works
Cabrera, C., Manson, J., Shepherd, J. M., Torrance, H. D. T., Watson, D., Longhi, M. P., Hoti, M., Patel, M. B., O’Dwyer, M. J., Nourshargh, S., et al. (2017) · PLoS Medicine · doi:10.1371/journal.pmed.1002352 · Cited by 123 · see citing works
Gene set enrichment for reproducible science: comparison of CERNO and eight other algorithms
Żyła, J., Marczyk, M., Domaszewska, T., Kaufmann, S. H. E., Polańska, J., & Weiner, J. M. (2019) · Bioinformatics · doi:10.1093/bioinformatics/btz447 · Cited by 118 · see citing works
Protecting the kidney in systemic lupus erythematosus: from diagnosis to therapy
Maria, N. I., & Davidson, A. (2020) · Nature Reviews Rheumatology · doi:10.1038/s41584-020-0401-9 · Cited by 121 · see citing works
Taroni, J., Grayson, P. C., Hu, Q., Eddy, S. F., Kretzler, M., Merkel, P. A., & Greene, C. S. (2019) · Cell Systems · doi:10.1016/j.cels.2019.04.003 · Cited by 120 · see citing works
Dominguez, D. T., Martorell‐Marugán, J., GOLDMAN, D. W., Petri, M., Carmona‐Sáez, P., & Alarcón-Riquelme, M. E. (2018) · Arthritis & Rheumatology · doi:10.1002/art.40653 · Cited by 117 · see citing works
Immunodeficiency and autoimmunity: lessons from systemic lupus erythematosus
Grammatikos, A. P., & Tsokos, G. C. (2011) · Trends in Molecular Medicine · doi:10.1016/j.molmed.2011.10.005 · Cited by 114 · see citing works
de Hair, M. J. H., Jacobs, J. W. G., Schoneveld, J. L. M., & van Laar, J. M. (2017) · Lara D. Veeken · doi:10.1093/rheumatology/kex349 · Cited by 115 · see citing works
Assessment of immune status using blood transcriptomics and potential implications for global health
Chaussabel, D. (2015) · Seminars in Immunology · doi:10.1016/j.smim.2015.03.002 · Cited by 111 · see citing works
Self-citationTattermusch, S., Skinner, J. A., Chaussabel, D., Banchereau, J., Berry, M. P. R., McNab, F. W., O’Garra, A., Taylor, G. P., & Bangham, C. R. M. (2012) · PLoS Pathogens · doi:10.1371/journal.ppat.1002480 · Cited by 109 · see citing works
Self-citationRhinovirus Detection in Symptomatic and Asymptomatic Children: Value of Host Transcriptome Analysis
Heinonen, S., Jartti, T. T., García, C., Oliva, S., Smitherman, C., Anguiano, E., Piters, W. A. A. D. S., Vuorinen, T., Ruuskanen, O., Dimo, B., et al. (2015) · American Journal of Respiratory and Critical Care Medicine · doi:10.1164/rccm.201504-0749oc · Cited by 109 · see citing works
Self-citationRönnblom, L., Alm, G. V., & Eloranta, M. (2009) · Current Opinion in Rheumatology · doi:10.1097/bor.0b013e32832e089e · Cited by 108 · see citing works
Chamberlain, C., Colman, P., Ranger, A. M., Burkly, L. C., Johnston, G. I., Otoul, C., Stach, C. M., Zamacona, M. K., Dörner, T., Urowitz, M. B., et al. (2017) · Annals of the Rheumatic Diseases · doi:10.1136/annrheumdis-2017-211388 · Cited by 107 · see citing works
Systems vaccinology: learning to compute the behavior of vaccine induced immunity
Nakaya, H. I., Li, S., & Pulendran, B. (2011) · WIREs Systems Biology and Medicine · doi:10.1002/wsbm.163 · Cited by 106 · see citing works
Banchereau, R., Jordán-Villegas, A., Ardura, M. I., Mejías, A., Baldwin, N. E., Xu, H., Saye, E. J., Rosselló-Urgell, J., Nguyen, P., Blankenship, D., et al. (2012) · PLoS ONE · doi:10.1371/journal.pone.0034390 · Cited by 106 · see citing works
Self-citationOral Neutrophil Transcriptome Changes Result in a Pro-Survival Phenotype in Periodontal Diseases
Lakschevitz, F. S., Aboodi, G. M., & Glogauer, M. (2013) · PLoS ONE · doi:10.1371/journal.pone.0068983 · Cited by 106 · see citing works
Vanwolleghem, T., Hou, J., van Oord, G., Andeweg, A. C., Osterhaus, A. D. M. E., Pas, S. D., Janssen, H. L. A., & Boonstra, A. (2015) · Hepatology · doi:10.1002/hep.27805 · Cited by 110 · see citing works
Tran, T. M., Jones, M. B., Ongoïba, A., Bijker, E. M., Schats, R., Venepally, P., Skinner, J., Doumbo, S., Quinten, E., Visser, L. G., et al. (2016) · Scientific Reports · doi:10.1038/srep31291 · Cited by 105 · see citing works
Self-citationBlankley, S., Graham, C. M., Turner, J., Berry, M. P. R., Bloom, C. I., Xu, Z., Pascual, V., Banchereau, J., Chaussabel, D., Breen, R. A. M., et al. (2016) · PLoS ONE · doi:10.1371/journal.pone.0162220 · Cited by 105 · see citing works
Self-citationEvidence for additive and interaction effects of host genotype and infection in malaria
Idaghdour, Y., Quinlan, J., Goulet, J.-P., Berghout, J., Gbeha, E., Bruat, V., de Malliard, T., Grenier, J., Gomez, S., Gros, P., et al. (2012) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1204945109 · Cited by 104 · see citing works
Transcriptomic analysis of the woodchuck model of chronic hepatitis B
Fletcher, S. P., Chin, D. J., Ji, Y., Iniguez, L. A., Taillon, B. E., Swinney, D. C., Ravindran, P., Cheng, D. T., Bitter, H., Lopatin, U. A., et al. (2012) · Hepatology · doi:10.1002/hep.25730 · Cited by 100 · see citing works
- Authors
- Chaussabel, D., Quinn, C., Shen, J., Patel, P., Glaser, C., Baldwin, N., Stichweh, D., Blankenship, D., Li, L., Munagala, I., Bennett, L., Allantaz, F., Mejias, A., Ardura, M., Kaizer, E., Monnet, L., Allman, W., Randall, H., Johnson, D., Lanier, A., Punaro, M., Wittkowski, K. M., White, P., Fay, J., Klintmalm, G., Ramilo, O., Palucka, A. K., Banchereau, J., & Pascual, V.
- Affiliations
- National Institute of Allergy and Infectious Diseases (US)
- Baylor University (US)
- Baylor Scott & White Health (US)
- Children's Medical Center (US)
- Rockefeller University (US)
- Corresponding author
- Chaussabel, Damien
- Banchereau, Jacques
- ORCID
- Venue
- Immunity
- Publisher
- Elsevier BV
- Published
- 2008-07
- Volume
- 29
- Issue
- 1
- Pages
- 150-164
- ISSN
- 1074-7613 (ISSN-L)
- PMC
- PMC2727981
- OpenAlex
- W2150932450
- Cited by
- 649
- References
- 49
- Citations by year
- 2026: 21 · 2025: 18 · 2024: 25 · 2023: 30 · 2022: 26 · 2021: 50 · 2020: 40 · 2019: 42 · 2018: 42 · 2017: 32 · 2016: 46 · 2015: 47 · 2014: 37 · 2013: 52 · 2012: 41
- FWCI
- 13.70
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- Locations
- Immunity (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- U.S. Public Health Service (U19 AIO57234-02, R01 I068842)
- National Cancer Institute (P01CA084512, R01CA078846)
- National Institute of Allergy and Infectious Diseases (U19AI057234, R01AI068842)
- National Institute of Arthritis and Musculoskeletal and Skin Diseases (R01AR050770, P50AR055503, P50AR054083)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Gene expression and cancer classification
- Health Sciences › Medicine › Rheumatology › Systemic Lupus Erythematosus Research
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Bioinformatics and Genomic Networks
- Keywords
- systemic lupus erythematosus, transcriptional modules, gene expression profiling, microarray data analysis, biomarker discovery, immune system, blood transcriptome
- MeSH terms
- Adolescent, Child, Female, Humans, Lupus Erythematosus, Systemic, Male, Disease Progression, Computational Biology, Oligonucleotide Array Sequence Analysis, Gene Expression Profiling, Genomics
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