Scuola superiore sant'anna
Full Professor
Francesca Chiaromonte
- PROFILE
- SELECTED PUBLICATIONS
- PUBLICATIONS
- RESEARCH
- LESSONS AND CONFERENCES
I am a statistician developing methods for the analysis of large, high-dimensional and complex data, and applying such methods in several scientific fields – including contemporary “Omics” sciences, Meteorology and Economics.
I received a Laurea (cum laude) in Statistic and Economic Sciences from the University of Rome La Sapienza (Rome, IT), where I worked with Giovanni Dosi on a thesis titled Processes of Microeconomic Innovation and Macroeconomic Dynamics, and a Ph.D. in Statistics from the University of Minnesota (Minneapolis, MN, USA), where I worked with R. Dennis Cook on a thesis titled A Reduction Paradigm for Multivariate Laws.
At the Sant’Anna School of Advanced Studies I am a faculty in the Institute of Economics, the scientific coordinator of EMbeDS (a MIUR-funded Department of Excellence for Economics and Management in the era of Data Science), and the internal referent for a novel PhD in Data Science -- established as a consortium with the Scuola Normale Superiore, the University of Pisa, the CNR and the IMT of Lucca. At Penn State (University Park, PA, USA) I work in the Department of Statistics, have a courtesy affiliation with the Department of Public Health Sciences, and I am active in the Institute for Genome Sciences (one of the Huck Institutes of the Life Sciences), the Center for Computational Biology and Bioinformatics and the Center for Medical Genomics. In 2019, I have been named the Dorothy Foehr Huck and J. Lloyd Huck Chair in Statistics for the Life Sciences.
Other academic institutions where I entertain collaborations and spent time over the years include the MOX laboratory of the Politecnico di Milano (Milan, IT), the Istituto di Analisi dei Sistemi e Informatica of the CNR (Rome, IT), the Institute for Pure and Applied Mathematics of UCLA (Los Angeles, CA, USA), the Courant Institute of Mathematical Sciences and the Department of Biology of NYU (New York, NY, USA), the International Institute for Applied Systems Analysis (Laxenburg, AT), and the Santa Fe Institute (Santa Fe NM, USA).
[LAST UPDATED AUG 2019]
Below are my main peer-reviewed publications sorted by area [LAST UPDATED OCT 2019]:
Methodology in Statistics and Bioinformatics
- Cremona M.A., Xu H., Makova K.M., Reimherr M., Chiaromonte F., Madrigal P. (2019) Functional data analysis for computational biology. Bioinformatics. doi.org/10.1093/bioinformatics/btz045
- Yao W., Nandy D., Lindsay B.G., Chiaromonte F. (2018). Covariate Information Matrix for Sufficient Dimension Reduction. Journal of the American Statistical Association. doi.org/10.1080/01621459.2018.1515080
- Cremona M.A., Pini A., Cumbo F., Makova K.D., Chiaromonte F. and Vantini S. (2018) IWTomics: testing high-resolution sequence-based “Omics” data at multiple locations and scales. Bioinformatics. doi.org/10.1093/bioinformatics/bty090
- Liu Y., Chiaromonte F. and Li B. (2017) Structured Ordinary Least Squares: a sufficient dimension reduction approach for regressions with partitioned predictors and heterogeneous units. Biometrics. doi:10.1111/biom.12579. R-package in CRAN.
- Bartolucci F., Chiaromonte F., Kuruppumullage Don P. and Lindsay B.G. (2016) Composite likelihood inference in a discrete latent variable model for two-way “clustering-by-segmentation” problems. Journal of Computational and Graphical Statistics. doi: 10.1080/ 10618600.2016.1172018.
- Liu Y., Chiaromonte F., Ross H., Malhotra R., Elleder D. and Poss M. (2015) Error correction and statistical analyses for intra-host comparisons of feline immunodeficiency virus diversity from high-throughput sequencing data. BMC Bioinformatics. 16(202). DOI: 10.1186/s12859-015-0607-z.
- Goldstein J., Haran M., Simeonov I., Fricks J. and Chiaromonte F. (2015). An attraction-repulsion point process model for respiratory syncytial virus infections. Biometrics. 71(2), 376–385 (student paper competition winner, Graybill/ENVR 2014 conference).
- Chiaromonte F. and Makova K.D. (2014). Using statistics to shed light on the dynamics of the human genome: a review. Advances in Complex Data Modeling and Computational Methods to Statistics, Contributions in Statistics. A. Paganoni and P. Secchi (eds), Springer Intl Publishing, SW. 69-85.
- Kuruppumullage Don P., Lindsay B. and Chiaromonte F. (2014). Model-based block clustering with EM algorithm (reviewed; 2014 student paper award finalist, ASA Nonparametric Statistics Section).
- Lee K.Y., Li B. and Chiaromonte F. (2013) A general theory of nonlinear sufficient dimension reduction: formulation and estimation. Annals of Statistics. 41(1), 221-249. doi:10.1214/12-AOS1071
- Chiaromonte F. and Taylor J. (2010) Information Based Agglomerative Segmentation in Metric Spaces. Journal of the Indian Society of Agricultural Statistics, 64(1), 33-44.
- Cook R.D., Li B. and Chiaromonte F. (2010) Envelope models for parsimonious and efficient multivariate linear regression. Discussion paper. Statistica Sinica, 20(3), 927-910 (including comments and rejoinder).
- Kosakovsky Pond S., Wadhawan S., Chiaromonte F., Ananda G., Chung W.Y., Taylor J., Nekrutenko A. and The Galaxy Team. (2009) Windshield splatter analysis with the Galaxy metagenomic pipeline. Genome Research, 19, 2144-2153.
- Tyekucheva S. and Chiaromonte F. (2008) Augmenting the bootstrap to analyze high dimensional genomic data. Invited discussion article Test, 17, 1-18 (article), 47-55 (rejoinder).
- Cook R.D., Li B. and Chiaromonte F. (2007) Dimension reduction in regression without matrix inversion. Biometrika, 94, 569-584.
- Taylor J., Tyekucheva S., King D.C., Hardison R., Miller W. and Chiaromonte F. (2006) ESPERR: Learning strong and weak signals in genomic sequence alignments to identify functional elements. Genome Research, 16, 1596-1604.
- Li B., Zha H. and Chiaromonte F. (2005) Contour regression: a general approach to dimension reduction. Annals of Statistics, 33(4), 1580-1616.
- Kolbe D., Taylor J., Elnitski L., Eswara P., Li J., Miller W., Hardison R.C. and Chiaromonte F. (2004) Regulatory potential scores from genome-wide 3-way alignments of human, mouse and rat. Genome Research, 14, 700-707.
- Li B., Cook R.D. and Chiaromonte F. (2004) Dimension reduction for the conditional mean in regressions with categorical predictors. Annals of Statistics, 30, 1636-1668.
- Li B., Zha H. and Chiaromonte F. (2004) Linear contour learning: a method for supervised dimension reduction. Proceedings of the 20th Conference on Uncertainty in Artificial Intelligence. ACM International Conference Proceeding Series. 349-356.
- Chiaromonte F., Bing Yap V. and Miller W. (2002) Scoring pairwise genomic sequence alignments. Proceedings of the Pacific Symposium on Biocomputing 2002.
- Chiaromonte F., Martinelli J.A. (2002) Dimension reduction strategies for analyzing global gene expression data with a response. Mathematical Biosciences, 176 (1),123-144.
- Chiaromonte F., Cook R.D. and Li B. (2002) Sufficient dimension reduction in regressions with categorical predictors. Annals of Statistics, 30(2). 475-497
- Chiaromonte F. and Cook R.D. (2002) Sufficient dimension-reduction and graphics in regression. Annals of the Institute of Statistical Mathematics, 54(4) 768-795.
- Chiaromonte F. (2001). Graphics and sufficient dimension reduction with continuous and categorical predictors. Modelli Complessi e Metodi Computazionali Intensivi per la Stima e la Previsione, C. Provasi (ed), Cleup, Padova ITALY. 39-44.
- Chiaromonte F. (1998). On multivariate structures and exhaustive reductions. Computing Science and Statistics, 30, S. Weisberg (ed), Interface Foundation of North America, Fairfax Station VA, 204-213.
- Chiaromonte F. (1997). A reduction paradigm for multivariate laws. L1 Statistical Procedures and Related Topics, Y. Dodge (ed), Institute of Mathematical Statistics Monograph Series, Hayward CA, 229-240.
Applications in “Omics” and Biomedical Sciences
- Cechova M., Harris R.S., Tomaszkiewicz M., Arbeithuber B., Chiaromonte F., Makova K.D. (2019) High satellite repeat turnover in great apes studied with short- and long-read technologies. Molecular Biology and Evolution. To appear. (preliminary BioRxiv doi.org/10.1101/470054)
- Guiblet W.M., Cremona M.A., Cechova M., Harris R.S., Kejnovská I., Kejnovsky E., Eckert K., Chiaromonte F., Makova K.D.(2018). Long-read sequencing technology indicates genome-wide effects of non-B DNA on polymerization speed and error rate. Genome Research 28(12), 1767-1778. doi.org/10.1101/gr.241257.118
- Craig S., Blankenberg D., Parodi A., Paul I.M., Birch L.L., Savage J.S., Marini M.E., Stokes J.L., Nekrutenko A., Reimherr M., Chiaromonte F., Makova K.D. (2018). Child weight gain trajectories linked to oral microbiota composition. Scientific Reports 8(1), 14030. doi.org/10.1038/s41598-018-31866-9
- Pangenomics Consortium (2016). Computational pan-genomics: status, promises and challenges. Briefings in Bioinformatics 19(1), 118-135. doi.org/10.1093/bib/bbw089
- Campos-Sanchez R., Cremona M., Pini A., Chiaromonte F. and Makova K.D. (2016) Integration and fixation preferences of human and mouse endogenous retroviruses uncovered with Functional Data Analysis. PLoS Computational Biology, 12(6): e1004956. doi: 10.1371/journal.pcbi.1004956
- Rebolledo-Jaramilloa B., Shu-Wei M., Stoler N., McElhoec J.A., Dickins B., Blankenberg D., Korneliussen T.S., Chiaromonte F., Nielsen R., Holland M.M., Paul I., Nekrutenko A. and Makova K.D. (2014). Maternal age effect and severe germ-line bottleneck in the inheritance of human mitochondrial DNA. Proceedings of the National Academy of Sciences USA, 111(43), 15474–15479. doi: 10.1073/pnas.1409328111
- Campos-Sanchez R., Kapusta A., Feschotte C., Chiaromonte F. and Makova K.D. (2014). Genomic landscape of human, bat and ex vivo DNA transposon integration. Molecular Biology and Evolution, 31(7), 1816–1832 doi:10.1093/molbev/msu138
- Kuruppumullage Don P., Andanda G., Chiaromonte F. and Makova K.D. (2013) Segmenting the human genome based on states of neutral genetic divergence. Proceedings of the National Academy of Sciences USA, 110(36), 14699–14704. doi:10.1073/pnas.1221792110
- Ananda G., Walsh E., Jacob K.D., Krasilnikova M., Eckert K.A., Chiaromonte F., Makova K.D. (2012) Distinct mutational behaviors distinguish simple tandem repeats from microsatellites in the human genome. Genome Biology and Evolution, 5(3), 606–620. doi: 10.1093/gbe/evs116
- Wagstaff B.J., Hedges D.J., Derbes R.S., Campos Sanchez R., Chiaromonte F., Makova K.D. and Roy-Engel A.M. (2012) Rescuing Alu: recovery of new inserts shows LINE-1 preserves Alu activity through A-tail expansion. PLoS Genetics, 8(8) e1002842.
- Fungtammasan A., Walsh E., Chiaromonte F., Eckert K.A., Makova K.D. (2012) A Genome-Wide Analysis of Common Fragile Sites: What Features determine chromosomal instability in the human genome? Genome Research, 22, 993-1005.
- Kelkar Y.D., Eckert K.A. Chiaromonte F. and Makova K.D. (2011) A matter of life and death: how microsatellites emerge in and vanish from the human genome. Genome Research, 21(12), 2038-2048. PMID:21994250
- Wu W., Cheng Y., Keller C.A., Kumar S.A., Ernst J., Mishra T., Morrissey C., Dorman C.M., Chen K.B., Drautz D., Giardine B., Shibata Y., Song L., Crawford G.E., Furey T.S., Kellis M., Miller W., Taylor J., Schuster S.C., Zhang Y., Chiaromonte F., Blobel G.L., Weiss M.J. and Hardison R.C. (2011) Dynamics of the Epigenetic Landscape During Erythroid Differentiation after GATA1 Restoration. Genome Research, 21(10), 1659-1671. PMID:21795386
- Ananda G., Chiaromonte F. and Makova K.D. (2011) A genome-wide view of mutation rate co-variation using multivariate analyses. Genome Biology, 12(3):R27. doi:10.1186/gb-2011-12-3-r27. PMID:21426544
- Simeonov I., Gong X., Kim O., Poss M., Chiaromonte F. and Fricks J. (2010) Exploratory spatial analysis of in vitro Respiratory Syncytial Virus co-infections. Viruses, 2(12), 2782-2802; doi:10.3390/v2122782
- Kelkar Y.D., Strubczewski N., Hile S.E., Chiaromonte F., Eckert K.A. and Makova K.D. (2010) What Is a Microsatellite: A Computational and Experimental Definition Based upon Repeat Mutational Behavior at A/T and GT/AC Repeats. Genome Biology and Evolution, 2, 620-635. doi: 10.1093/gbe/evq046
- Schuster S., Miller W. et al. (2010) Complete Khoisan and Bantu genomes from southern Africa. Nature, 463, 943-947.
- Cheng Y., Wu W., Kumar S.A., Yu D., Deng W., Tripic T., King D.C., Chen K.B., Zhang Y., Drautz D., Giardine B., Schuster S.C., Miller W., Chiaromonte F., Zhang Yu, Blobel G.A., Weiss M.J. and Hardison R.C. (2009) Erythroid GATA1 function revealed by genome-wide analysis of transcription factor occupancy, histone modifications and mRNA expression. Genome Research, 19, 2172-2184.
- Roy S., Lavine J., Chiaromonte F., Terwee J., VandeWoude S., Bjornstad O. and Poss M. (2009) Multivariate statistical analyses demonstrate unique host immune responses to single and dual lentiviral infection. PLoS ONE, 4(10) e7359. doi:10.1371/journal.pone.0007359
- Zhang Y., Wu W., Cheng Y., King D.C., Harris R.S., Taylor J., Chiaromonte F. and Hardison R.C. (2009) Primary sequence and epigenetic determinants of in vivo occupancy of genomic DNA by GATA1. Nucleic Acids Research. doi: 10.1093/nar/gkp747
- Kvikstad E.M., Chiaromonte F. and Makova K.D. (2009) Ride the wavelet: a multi-scale analysis of genomic context flanking small insertions and deletions. Genome Research, 19, 1153-1164.
- Cheng Y., King D.C., Dore L.C., Zhang X., Zhou Y., Zhang Y., Dorman C., Abebe D., Kumar S., Chiaromonte F., Miller W., Green R.D., Weiss M.J. and Hardison R.C. (2008) Transcriptional enhancement by GATA1-occupied DNA segments is strongly associated with evolutionary constraint on the binding site motif. Genome Research, 18, 1896-1905.
- Kelkar Y., Tyekucheva S., Chiaromonte F. and Makova K. (2008) The genome-wide determinants of microsatellite evolution. Genome Research, 18, 30-38.
- Tyekucheva S., Makova K., Karro J. Hardison R.C., Miller W. and Chiaromonte F. (2008) Human-macaque comparisons illuminate variation in neutral substitution rates. Genome Biology, 9(4): R76. Highly accessed article.
- Gutiérrez R.A., Lejay L., Chiaromonte F., Shasha D.E. and Coruzzi G.M. (2007) Qualitative network models and genome-wide expression data define carbon/nitrogen-responsive molecular machines in Arabidopsis. Genome Biology, 8(1): R7.
- King D.C., Taylor J., Zhang Y., Cheng Y., Lawson H.A., Martin J., ENCODE groups for Transcriptional Regulation and Multispecies Alignment, Chiaromonte F., Miller W. and Hardison R.C. (2007) Finding cis-regulatory modules using comparative genomics: some lessons from ENCODE data. Genome Research, 17, 775-786.
- Kvikstad E.M., Tyekucheva S., Chiaromonte F. and Makova K.D. (2007) A macaque’s-eye view of human insertions and deletions: differences in mechanisms. PLoS Computational Biology, 3(9) e176, 1772-1782.
- Wang H., Zhang Y., Petrykowska H., Cheng Y., Zhou Y., King D., Kasturi J., Taylor J., Chiaromonte F., Miller W., Welch J., Weiss M. and Hardison R. (2006) Experimental validation of predicted mammalian erythroid cis-regulatory modules. Genome Research, 16, 1480-1492.
- Carrel L., Park C., Tyekucheva S., Dunn J., Chiaromonte F. and Makova K.D. (2006) Genomic environment predicts expression patterns on the human inactive X chromosome. PLoS Genetics, 2(9) e151, 1477-1486.
- Taylor J., Tyekucheva S., Zody M., Chiaromonte F. and Makova K. (2006) Strong and weak male mutation bias at different sites in the primate genomes: insights from the human-chimpanzee comparison. Molecular Biology and Evolution, 23(3), 565-573.
- King D.C., Taylor J., Elnitski L., Chiaromonte F., Miller W. and Hardison R.C. (2005) Evaluation of regulatory potential and conservation scores for detecting cis-regulatory modules in aligned mammalian genome sequences. Genome Research, 15, 1051-1060.
- Gibbs R. et al., Rat Genome Sequencing Project Consortium. (2004) Genome sequence of the brown Norway rat yields insights into mammalian evolution. Nature,428,493-521.
- Hillier L. et al. International Chicken Genome Sequencing Consortium (2004). Sequence and comparative analysis of the chicken genome provide unique perspectives on vertebrate evolution. Nature, 432, 695–716.
- Makova K.D., Yang S. and Chiaromonte F. (2004) Insertions and deletions are male-biased too: a whole-genome analysis in rodents. Genome Research, 14, 567-573.
- Yang S., Smit A.F., Schwartz S., Chiaromonte F., Roskin K. M., Haussler D., Miller W. and Hardison R.C. (2004) Patterns of insertions and their covariation with substitutions in the rat, mouse and human genomes. Genome Research, 14, 517-527.
- Hardison R.C., Chiaromonte F., Kolbe D., Wang H., Petrykowska H., Elnitski L., Yang S., Giardine B., Zhang Y., Riemer C., Schwartz S., Haussler D., Roskin K., Weber R., Diekhans M., Kent W.J., Weiss M.J., Welch J. and Miller W. (2003) Global prediction and tests for erythroid regulatory regions. Cold Spring Harbor Symposia in Quantitative Biology: The Genome of Homo Sapiens, 68, 335-345.
- Chiaromonte F., Weber R. J., Roskin K.M., Diekhans M., Kent W.J. and Haussler D. (2003) The share of human genomic DNA under selection estimated from human-mouse genomic alignments. Cold Spring Harbor Symposia in Quantitative Biology: The Genome of Homo Sapiens, 68, 245-255.
- Elnitski L., Hardison R., Li J., Yang S., Kolbe D., Eswara P., O’Connor M., Schwartz S., Miller W. and Chiaromonte F. (2003) Distinguishing regulatory DNA from neutral sites. Genome Research, 13, 64-72.
- Hardison R., Roskin K.M., Yang S., Diekhans M., Kent J.W., Weber R., Elnitski L., Li J., O’Connor M., Kolbe D., Schwartz S., Furey T.S., Whelan S., Goldman N., Smit A., Miller W., Chiaromonte F. and Haussler D. (2003) Co-variation in frequencies of substitution, deletion, transposition and recombination during eutherian evolution. Genome Research, 13, 13-26.
- Chiaromonte F., Miller W. and Bouhassira E. (2003) Gene length and proximity to neighbors affect genome-wide expression levels. Genome Research, 13, 2602-2608.
- Waterston, R. et al., International Mouse Genome Sequencing consortium (2002) Initial sequencing and comparative analysis of the mouse genome. Nature. 420, 520-562.
- Chiaromonte F., Yang S., Elnitski L., Bing Yap V., Miller W. and Hardison R. (2001). Association between divergence and interspersed repeats in mammalian noncoding genomic DNA. Proceedings of the National Academy of Sciences USA, 98(25), 14503-14508.
Meteorology, Climate and Economics applications
- Coronese M., Lamperti F., Keller K., Chiaromonte F. and Roventini A. (2019) Evidence of sharp increase in the economic damages of natural disasters (2019). Proceedings of the National Academy of Sciences USA 116 (43) 21450-21455. doi.org/10.1073/pnas.1907826116
- Kuruppumullage Don P., Evans J.L., Chiaromonte F. and Kowaleski A.M. (2016) Mixture-Based Path Clustering for Synthesis of ECMWF Ensemble Forecasts of Tropical Cyclone Evolution. Monthly Weather Review. doi: 10.1175/MWR-D-15-0214.1
- Veren D., Evans J.L., Jones S. and Chiaromonte F. (2009) Novel Metrics for Evaluation of Ensemble Forecasts of Tropical Cyclone Structure. Monthly Weather Review, 137(9), 2830–2850.
- Evans J.L., Arnott J. and Chiaromonte F. (2006) Evaluation of operational model cyclone structure forecasts during extratropical transition. Monthly Weather Review, 134, 3054-3072.
- Arnott J., Evans J.L. and Chiaromonte F. (2004) Characterization of extratropical transition using cluster analysis. Monthly Weather Review, 132(12), 2916–2937.
- Chiaromonte F. and Dosi G. (1993). Heterogeneity, competition, and macro-economic dynamics. Structural Change and Economic Dynamics, 4(1), 39-63.
- Chiaromonte F. and Dosi G. (1993). The microfoundations of competitiveness and their macro-economic implications. Technology and the Wealth of Nations; The Dynamics of Constructed Advantage, C. Freeman, D. Foray (eds). Pinter, London UK, New York NY, 107-134.
- Chiaromonte F., Dosi G., Orsenigo L. (1993). Innovative learning and institutions in the process of developments: on the microfoundations of growth regimes. Learning and Technological Change, R. Thompson (ed). MacMillan, London UK, 117-149.
Other scientific fields
- Cesari P., Chiaromonte F. and Newell K.M. (2007) Support Vector Machines Categorize the Scaling of Human Grip Configurations. Behavior Research Methods, 39(4), 1001-1007.
Contributo su Rivista
- Comande', Giovanni; Nanni, Mirco; Andrienko, Gennady; Barabási, Albert-László; Boldrini, Chiara; Bonchi, Francesco; Cattuto, Ciro; Chiaromonte, Francesca; Conti, Marco; Coté, Mark; Dignum, Frank; Dignum, Virginia; Domingo-Ferrer, Josep; Ferragina, Paolo; Giannotti, Fosca; Guidotti, Riccardo; Helbing, Dirk; Kaski, Kimmo; Kertesz, Janos; Lehmann, Sune; Lepri, Bruno; Lukowicz, Paul; Matwin, Stan; Megías Jiménez, David; Monreale, Anna; Morik, Katharina; Oliver, Nuria; Passarella, Andrea; Passerini, Andrea; Pedreschi, Dino; Pentland, Alex; Pianesi, Fabio; Pratesi, Francesca; Rinzivillo, Salvatore; Ruggieri, Salvatore; Siebes, Arno; Trasarti, Roberto; van den Hoven, Jeroen; Vespignani, Alessandro
Give more data, awareness and control to individual citizens, and they will help COVID-19 containment
61-66 TRANSACTIONS ON DATA PRIVACY (2020)
Volume nr. : Volume 13
Issue nr. : 1 - Coronese, M.; Lamperti, F.; Keller, K.; Chiaromonte, F.; Roventini, A.
Reply to Geiger and Stomper: On capital intensity and observed increases in the economic damages of extreme natural disasters
6314-6315 PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2020)
Volume nr. : 117
Issue nr. : 1 - Cremona, Marzia; Xu, Hongyan; Makova, Kateryna; Reimherr, Matthew; Chiaromonte, Francesca; Madrigal, Pedro
Functional data analysis for computational biology
2 BIOINFORMATICS (2019)
Issue nr. : 1 - Yao, Weixin; Nandy, Debmalya; Lindsay, Bruce G.; Chiaromonte, Francesca
Covariate Information Matrix for Sufficient Dimension Reduction
1-28 JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION (2019)
Issue nr. : 1 - Coronese, M.; Lamperti, F.; Keller, K.; Chiaromonte, F.; Roventini, A.
Evidence for sharp increase in the economic damages of extreme natural disasters
21450-21455 PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2019)
Volume nr. : 116
Issue nr. : 1 - Marschall, Tobias; Marz, Manja; Abeel, Thomas; Dijkstra, Louis; Dutilh, Bas E.; Ghaffaari, Ali; Kersey, Paul; Kloosterman, Wigard P.; Mäkinen, Veli; Novak, Adam M.; Paten, Benedict; Porubsky, David; Rivals, Eric; Alkan, Can; Baaijens, Jasmijn A.; De Bakker, Paul I. W.; Boeva, Valentina; Bonnal, Raoul J. P.; Chiaromonte, Francesca; Chikhi, Rayan; Ciccarelli, Francesca D.; Cijvat, Robin; Datema, Erwin; Van Duijn, Cornelia M.; Eichler, Evan E.; Ernst, Corinna; Eskin, Eleazar; Garrison, Erik; El-Kebir, Mohammed; Klau, Gunnar W.; Korbel, Jan O.; Lameijer, Eric-Wubbo; Langmead, Benjamin; Martin, Marcel; Medvedev, Paul; Mu, John C.; Neerincx, Pieter; Ouwens, Klaasjan; Peterlongo, Pierre; Pisanti, Nadia; Rahmann, Sven; Raphael, Ben; Reinert, Knut; de Ridder, Dick; de Ridder, Jeroen; Schlesner, Matthias; Schulz-Trieglaff, Ole; Sanders, Ashley D.; Sheikhizadeh, Siavash; Shneider, Carl; Smit, Sandra; Valenzuela, Daniel; Wang, Jiayin; Wessels, Lodewyk; Zhang, Ying; Guryev, Victor; Vandin, Fabio; Ye, Kai; Schönhuth, Alexander
Computational pan-genomics: Status, promises and challenges
118-135 BRIEFINGS IN BIOINFORMATICS (2018)
Volume nr. : 19
Issue nr. : 1 - Cremona, Marzia A; Pini, Alessia; Cumbo, Fabio; Makova, Kateryna D; Chiaromonte, Francesca; Vantini, Simone
IWTomics: Testing high-resolution sequence-based 'Omics' data at multiple locations and scales
2289-2291 BIOINFORMATICS (2018)
Volume nr. : 34
Issue nr. : 1 - Guiblet, Wilfried M.; Cremona, Marzia A.; Cechova, Monika; Harris, Robert S.; Kejnovská, Iva; Kejnovsky, Eduard; Eckert, Kristin; Chiaromonte, Francesca; Makova, Kateryna D.
Long-read sequencing technology indicates genome-wide effects of non-B DNA on polymerization speed and error rate
1767-1778 GENOME RESEARCH (2018)
Volume nr. : 28
Issue nr. : 1 - Craig, Sarah J. C.; Blankenberg, Daniel; Parodi, Alice Carla Luisa; Paul, Ian M.; Birch, Leann L.; Savage, Jennifer S.; Marini, Michele E.; Stokes, Jennifer L.; Nekrutenko, Anton; Reimherr, Matthew; Chiaromonte, Francesca; Makova, Kateryna D.
Child Weight Gain Trajectories Linked To Oral Microbiota Composition
14 SCIENTIFIC REPORTS (2018)
Volume nr. : 8
Issue nr. : 1 - Liu, Yang; Chiaromonte, Francesca; Li, Bing
Structured Ordinary Least Squares: A Sufficient Dimension Reduction approach for regressions with partitioned predictors and heterogeneous units
529-539 BIOMETRICS (2017)
Volume nr. : 73
Issue nr. : 1 - Don, Prabhani Kuruppumullage; Evans, Jenni L; Chiaromonte, Francesca; Kowaleski, Alex M.
Mixture-based path clustering for synthesis of ECMWF ensemble forecasts of tropical cyclone evolution
3301-3320 MONTHLY WEATHER REVIEW (2016)
Volume nr. : 144
Issue nr. : 1 - Bartolucci, Francesco; Chiaromonte, Francesca; Don, Prabhani Kuruppumullage; Lindsay, Bruce G.
Composite likelihood inference in a discrete latent variable model for two-way “clustering-by-segmentation” problems
1-43 JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS (2016)
Issue nr. : 1 - Campos-Sánchez, Rebeca; Cremona, Marzia A.; Pini, Alessia; Chiaromonte, Francesca; Makova, Kateryna D.
Integration and Fixation Preferences of Human and Mouse Endogenous Retroviruses Uncovered with Functional Data Analysis
41 PLOS COMPUTATIONAL BIOLOGY (2016)
Volume nr. : 12
Issue nr. : 1 - Goldstein J; Haran M.;Simeonov I.;Fricks J; CHIAROMONTE, FRANCESCA
An attraction- repulsion point process model for respiratory syncytial virus infections
376-385 BIOMETRICS (2015)
Issue nr. : 1 - Liu, Yang; Chiaromonte, Francesca; Ross, Howard; Malhotra, Raunaq; Elleder, Daniel; Poss, Mary
Error correction and statistical analyses for intra-host comparisons of feline immunodeficiency virus diversity from high-throughput sequencing data
14 BMC BIOINFORMATICS (2015)
Volume nr. : 16
Issue nr. : 1 - Rebolledo-Jaramilloa B.; Shu-Wei M.;Stoler N.; McElhoec J.A.; Dickins B.; Blankenberg D; Korneliussen T.S.;CHIAROMONTE, FRANCESCA; Nielsen R;Holland M.M; Paul I,;Nekrutenko A; Makova K.D
Maternal age effect and severe germ-line bottleneck in the inheritance of human mitochondrial DNA
15474-15479 PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2014)
Issue nr. : 1 - Lee K.Y.; Li, B; CHIAROMONTE, FRANCESCA
A general theory of nonlinear sufficient dimension reduction: formulation and estimation
221-249 ANNALS OF STATISTICS (2013)
Issue nr. : 1 - Kuruppumullage Don P; Andanda G; Chiaromonte F; Makova KD
Segmenting the human genome based on states of neutral genetic divergence.
14699-14704 PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2013)
Issue nr. : 1 - Ananda G; Walsh E; Jacob KD; Krasilnikova M; Eckert KA; Chiaromonte F; Makova KD
Distinct mutational behaviors distinguish simple tandem repeats from microsatellites in the human genome
606-620 GENOME BIOLOGY AND EVOLUTION (2013)
Issue nr. : 1 - Fungtammasan A.; Walsh E.; CHIAROMONTE, FRANCESCA; Eckert K.A.;Makova K.D
A Genome-Wide Analysis of Common Fragile Sites: What Features determine chromosomal instability in the human genome?
993-1005 GENOME RESEARCH (2012)
Issue nr. : 1 - Fungtammasan A; Walsh E; Chiaromonte F; Eckert KA; Makova KD
Genome-Wide Analysis of Common Fragile Sites: What Features determine chromosomal instability in the human genome?
993-1005 GENOME RESEARCH (2012)
Issue nr. : 1 - Wagstaff BJ; Hedges DJ; Derbes RS; Campos Sanchez R; Chiaromonte F; Makova KD; Roy-Engel AM
Rescuing Alu: recovery of new inserts shows LINE-1 preserves Alu activity through A-tail expansion
PLOS GENETICS (2012)
Issue nr. : 1 - Kelkar YD; Eckert KA; Chiaromonte F; Makova KD
A matter of life and death: how microsatellites emerge in and vanish from the human genome
2038-2048 GENOME RESEARCH (2011)
Issue nr. : 1 - Wu W; Cheng Y; Keller CA; Kumar SA; Ernst J; Mishra T; Morrissey C; Dorman CM; Chen KB; Drautz D; Giardine B; Shibata Y; Song L; Crawford GE; Furey TS; Kellis M; Miller W; Taylor J.; Schuster SC; Zhang Y; Chiaromonte F; Blobel GL; Weiss MJ; Hardison RC
Dynamics of the Epigenetic Landscape During Erythroid Differentiation after GATA1 Restoration
1659-1671 GENOME RESEARCH (2011)
Issue nr. : 1 - Ananda G; Chiaromonte F; Makova KD
A genome-wide view of mutation rate co-variation using multivariate analyses
GENOME BIOLOGY (2011)
Issue nr. : 1 - Cook RD; Li B; Chiaromonte F
Envelope models for parsimonious and efficient multivariate linear regression
927-960 STATISTICA SINICA (2010)
Issue nr. : 1 - Chiaromonte F; Taylor J
Information Based Agglomerative Segmentation in Metric Spaces
33-44 JOURNAL OF THE INDIAN SOCIETY OF AGRICULTURAL STATISTICS (2010)
Issue nr. : 1 - Kelkar YD; Strubczewski N; Hile SE; Chiaromonte F; Eckert KA; Makova KD
What Is a Microsatellite: A Computational and Experimental Definition Based upon Repeat Mutational Behavior at A/T and GT/AC Repeats
620-635 GENOME BIOLOGY AND EVOLUTION (2010)
Issue nr. : 1 - Simeonov I; Gong X; Kim O; Poss M; Chiaromonte F; Fricks J
Exploratory spatial analysis of in vitro Respiratory Syncytial Virus co-infections
2782-2802 VIRUSES (2010)
Issue nr. : 1 - Stephan Schuster; Webb Miller; Aakrosh Ratan; Lynn Tomsho; Belinda Giardine; Lindsay Kasson; Robert Harris; Desiree Petersen; Fangqing Zhao; Ji Qi; Can Alkan; Jeffrey Kidd; Yazhou Sun; Daniela Drautz; Pascal Bouffard; Donna Muzny; Jeffrey Reid; Lynne Nazareth; Qingyu Wang; Richard Burhans; Cathy Riemer; Nicola Wittekindt; Priya Moorjani; Elizabeth Tindall; Charles Danko; Wee Siang Teo; Anne Buboltz; Zhenhai Zhang; Qianyi Ma; Arno Oosthuysen; Abraham Steenkamp; Hermann Oostuisen; Philippus Venter; John Gajewski; Yu Zhang; Franklin Pugh; Kateryna Makova; Anton Nekrutenko; Elaine Mardis; Nick Patterson; Tom Pringle; Chiaromonte F; James Mullikin; Evan Eichler; Ross Hardison; Richard Gibbs; Timothy Harkins; Vanessa M Hayes
Complete Khoisan and Bantu genomes from southern Africa
943-947 NATURE (2010)
Issue nr. : 1 - Cheng Y; Wu W; Kumar SA; Yu D; Deng W; Tripic T; King DC; Chen KB; Zhang Y; Drautz D; Giardine B; Schuster SC; Miller W; Chiaromonte F; Zhang Yu; Blobel GA; Weiss MJ; Hardison RC
Erythroid GATA1 function revealed by genome-wide analysis of transcription factor occupancy, histone modifications and mRNA expression
2172-2184 GENOME RESEARCH (2009)
Issue nr. : 1 - Kvikstad EM; Chiaromonte F; Makova KD
Ride the wavelet: a multi-scale analysis of genomic context flanking small insertions and deletions
1153-1164 GENOME RESEARCH (2009)
Issue nr. : 1 - Veren D; Evans JL; Jones S; Chiaromonte F
Novel Metrics for Evaluation of Ensemble Forecasts of Tropical Cyclone Structure
3054-3072 MONTHLY WEATHER REVIEW (2009)
Issue nr. : 1 - Kosakovsky Pond S; Wadhawan S; Chiaromonte F; Ananda G; Chung WY; Taylor J; Nekrutenko A; the Galaxy Team
Windshield splatter analysis with the Galaxy metagenomic pipeline
2144-2153 GENOME RESEARCH (2009)
Issue nr. : 1 - Roy S; Lavine J; Chiaromonte F; Terwee J; VandeWoude S; Bjornstad O; Poss M
Multivariate statistical analyses demonstrate unique host immune responses to single and dual lentiviral infection
PLOS ONE (2009)
Issue nr. : 1 - Zhang Y; Wu W; Cheng Y; King DC; Harris RS; Taylor J; Chiaromonte F; Hardison RC
Primary sequence and epigenetic determinants of in vivo occupancy of genomic DNA by GATA1
7024-7038 NUCLEIC ACIDS RESEARCH (2009)
Issue nr. : 1 - Tyekucheva S; Chiaromonte F
Augmenting the bootstrap to analyze high dimensional genomic data
1-18 TEST (2008)
Issue nr. : 1 - Cheng Y.; King D.C.; Dore L.C.; Zhang X.; Zhou Y.; Zhang Y; Dorman C; Abebe D; Kumar S; Chiaromonte F; Miller W; Green RD; Weiss MJ; Hardison RC
Transcriptional enhancement by GATA1-occupied DNA segments is strongly associated with evolutionary constraint on the binding site motif
1896-1905 GENOME RESEARCH (2008)
Issue nr. : 1 - Kelkar Y; Tyekucheva S; Chiaromonte F; Makova KD
The genome-wide determinants of microsatellite evolution
30-38 GENOME RESEARCH (2008)
Issue nr. : 1 - Tyekucheva S; Makova KD; Karro J; Hardison RC; Miller W; Chiaromonte F
Human-macaque comparisons illuminate variation in neutral substitution rates
GENOME BIOLOGY (2008)
Issue nr. : 1 - King DC; Taylor J; Zhang Y; Cheng Y; Lawson HA; Martin J; ENCODE groups for Transcriptional Regulation and Multispecies Alignment; Chiaromonte F; Miller W; Hardison RC
Finding cis-regulatory modules using comparative genomics: some lessons from ENCODE data
775-786 GENOME RESEARCH (2007)
Issue nr. : 1 - Cook RD; Li B; Chiaromonte F
Dimension reduction in regression without matrix inversion
569-584 BIOMETRIKA (2007)
Issue nr. : 1 - Cesari P; Chiaromonte F; Newell KM
Support Vector Machines Categorize the Scaling of Human Grip Configurations
1001-1007 BEHAVIOR RESEARCH METHODS (2007)
Issue nr. : 1 - Kvikstad EM; Tyekucheva S; Chiaromonte F; Makova KD
A macaque’s-eye view of human insertions and deletions: differences in mechanisms
1772-1782 PLOS COMPUTATIONAL BIOLOGY (2007)
Issue nr. : 1 - Gutiérrez RA; Lejay L; Chiaromonte F; Shasha DE; Coruzzi GM
Qualitative network models and genome-wide expression data define carbon/nitrogen-responsive molecular machines in Arabidopsis
GENOME BIOLOGY (2007)
Issue nr. : 1 - Taylor J; Tyekucheva S; Zody M; Chiaromonte F; Makova KD
Strong and weak male mutation bias at different sites in the primate genomes: insights from the human-chimpanzee comparison
565-573 MOLECULAR BIOLOGY AND EVOLUTION (2006)
Issue nr. : 1 - Evans JL; Arnott J; Chiaromonte F
Evaluation of operational model cyclone structure forecasts during extratropical transition
3054-3072 MONTHLY WEATHER REVIEW (2006)
Issue nr. : 1 - Wang H; Zhang Y; Petrykowska H; Cheng Y; Zhou Y; King D; Kasturi J; Taylor J; Chiaromonte F; Miller W; Welch J; Weiss MJ; Hardison RC
Experimental validation of predicted mammalian erythroid cis-regulatory modules
12 GENOME RESEARCH (2006)
Issue nr. : 1 - Taylor J; Tyekucheva S; King DC; Hardison RC; Miller W; Chiaromonte F
ESPERR: Learning strong and weak signals in genomic sequence alignments to identify functional elements
1596-1604 GENOME RESEARCH (2006)
Issue nr. : 1 - Carrel L; Park C; Tyekucheva S; Dunn J; Chiaromonte F; Makova KD
Genomic environment predicts expression patterns on the human inactive X chromosome
1477-1486 PLOS GENETICS (2006)
Issue nr. : 1 - Li B; Zha H; Chiaromonte F
Contour regression: a general approach to dimension reduction
1580-1616 ANNALS OF STATISTICS (2005)
Issue nr. : 1 - King DC; Taylor J; Elnitski L; Chiaromonte F; Miller W; Hardison RC
Evaluation of regulatory potential and conservation scores for detecting cis-regulatory modules in aligned mammalian genome sequences
1051-1060 GENOME RESEARCH (2005)
Issue nr. : 1 - Li B; Cook RD; Chiaromonte F
Dimension reduction for the conditional mean in regressions with categorical predictors
1636-1668 ANNALS OF STATISTICS (2004)
Issue nr. : 1 - Makova KD; Yang S; Chiaromonte F
Insertions and deletions are male-biased too: a whole-genome analysis in rodents
567-573 GENOME RESEARCH (2004)
Issue nr. : 1 - Yang S; Smit AF; Schwartz S; Chiaromonte F; Roskin KM; Haussler D; Miller W; Hardison RC
Patterns of insertions and their covariation with substitutions in the rat, mouse and human genomes
517-527 GENOME RESEARCH (2004)
Issue nr. : 1 - Arnott J; Evans JL; Chiaromonte F
Characterization of extratropical transition using cluster analysis
2916-2937 MONTHLY WEATHER REVIEW (2004)
Issue nr. : 1 - Kolbe D; Taylor J; Elnitski L; Eswara P; Li J; Miller W; Hardison RC; Chiaromonte F
Regulatory potential scores from genome-wide 3-way alignments of human, mouse and rat
700-707 GENOME RESEARCH (2004)
Issue nr. : 1 - Gibbs R et al; Rat Genome Sequencing Project Consortium including; Chiaromonte F
Genome sequence of the brown Norway rat yields insights into mammalian evolution
493-521 NATURE (2004)
Issue nr. : 1 - Hillier L et al; International Chicken Genome Sequencing Consortium including; Chiaromonte F
Sequence and comparative analysis of the chicken genome provide unique perspectives on vertebrate evolution
695-716 NATURE (2004)
Issue nr. : 1 - Chiaromonte F; Miller W; Bouhassira E
Gene length and proximity to neighbors affect genome-wide expression levels
2602-2608 GENOME RESEARCH (2003)
Issue nr. : 1 - Elnitski L; Hardison RC; Li J; Yang S; Kolbe D; Eswara P; O’Connor M; Schwartz S; Miller W; Chiaromonte F
Distinguishing regulatory DNA from neutral sites
64-72 GENOME RESEARCH (2003)
Issue nr. : 1 - Hardison RC; Roskin KM; Yang S; Diekhans M; Kent WJ; Weber R; Elnitski L; Li J; O’Connor M; Kolbe D; Schwartz S; Furey TS; Whelan S; Goldman N; Smit A; Miller W; Chiaromonte F; Haussler D
Co-variation in frequencies of substitution, deletion, transposition and recombination during eutherian evolution
13-26 GENOME RESEARCH (2003)
Issue nr. : 1 - Chiaromonte F; Cook RD; Li B
Sufficient dimension reduction in regressions with categorical predictors
475-497 ANNALS OF STATISTICS (2002)
Issue nr. : 1 - Chiaromonte F; Cook RD
Sufficient dimension-reduction and graphics in regression
768-795 ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS (2002)
Issue nr. : 1 - Chiaromonte F; Martinelli JA
Dimension reduction strategies for analyzing global gene expression data with a response
123-144 MATHEMATICAL BIOSCIENCES (2002)
Issue nr. : 1 - Waterston R et al; International Mouse Genome Sequencing consortium including; Chiaromonte F
Initial sequencing and comparative analysis of the mouse genome
520-562 NATURE (2002)
Issue nr. : 1 - Chiaromonte F; Yang S; Elnitski L; Bing Yap V; Miller W; Hardison RC
Association between divergence and interspersed repeats in mammalian noncoding genomic DNA
14503-14508 PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2001)
Issue nr. : 1 - Chiaromonte, Francesca; Dosi, Giovanni
Heterogeneity, competition, and macro-economic dynamics
39-63 STRUCTURAL CHANGE AND ECONOMIC DYNAMICS (1993)
Issue nr. : 1
My interests as a statistician include methods to analyze high-dimensional, complex and potentially under-sampled regression and classification problems (in particular dimension reduction and feature selection methods); computational techniques for the empirical assessment of significance (e.g., re-sampling, perturbation and permutation schemes); latent structure and Markov modeling approaches; and functional data analysis methods.
Most of my applied research occurs at the interface between Statistics and contemporary “Omics” sciences. This work comprises interdisciplinary collaborations with biologists and computer scientists in which large genomic, epigenomic, transcriptomic, metagenomic (microbiomes) and metabolomic data sets are analyzed to investigate various aspects of genome dynamics, evolution and function – and to characterize human diseases.
In other interdisciplinary collaborations, I work on Meteorology applications where clustering and re-sampling techniques are used to improve forecast and delineate structure and lifecycle of tropical storms; on statistical analyses of the socioeconomic impacts of climate change; and on statistical methods for inference and emulation of agent-based models in Economics.
Over the years, my research has been supported by several awards from U.S. funding agencies such as the NIH (National Institutes of Health) and the NSF (National Science Foundation).
Since 2016, I am a Fellow of the American Statistical Association “for outstanding collaborative work in high throughput biology, contributions to methodology in statistics and bioinformatics, commitment to interdisciplinary research, and leadership in developing training programs at the interface of statistics, computation and the life sciences.”
[LAST UPDATED AUG 2019]
Below is a selection of representative invited lectures I gave at international conferences and universities (out of ~80) [LAST UPDATED AUG 2019]:
- “Cook's Distance and Beyond” Conference. Minneapolis, MN. 03/2019. Information Matrices and Group Structures in Sufficient Dimension Reduction.
- 4th ISNPS Conference (special invited speaker). Salerno, ITALY. 06/2018. Information Matrices and Group Structures in Sufficient Dimension Reduction.
- SIAM Workshop on Dimensionality Reduction (plenary speaker). Pittsburgh, PA. 07/2017. Sufficient Dimension Reduction for large regression problems: basic notions and approaches to leverage known structure across predictors and observations.
- EcoSta 2017. Hong Kong, CHINA. 06/2017. Structured Sufficient Dimension Reduction and its Applications.
- IWSM 2016 Conference (plenary speaker). Rennes, FRANCE. 07/2016. Functional Data Analysis at the boundary of “Omics”.
- 3rd ISNPS Conference. Avignon, FRANCE. 06/2016. Structured Sufficient Dimension Reduction and its applications.
- ISNPS Meeting 2015. Graz, AUSTRIA. 07/2015. Exploiting structure to reduce and integrate high-dimensional, under-sampled “Omics” data.
- 7th ERCIM Conference. Pisa, ITALY. 12/2014. Exploiting structure to reduce and integrate high dimensional, under sampled “Omics” data.
- SCO 2013 Conference, Politecnico di Milano. Milan, ITALY. 09/2013. Common fragile sites, microsatellites and genome dynamics: old and new statistics for human genomic data.
- Yale University, Department of Biostatistics. New Haven CT, USA. 11/2013. Segmenting the human genome based on states of neutral genetic divergence.
- 1st ISNPS Conference. Chalkidiki, GREECE. 06/2012. Statistical characterizations of genome dynamics.
- University of Minnesota, 40th Anniversary Reunion of the School of Statistics. Minneapolis MN, USA. 05/2011. A Statistician’s travels in Omics-land.
- IPAM Program on Mathematical and Computational Approaches in High-Throughput Genomics, UCLA. Los Angeles, CA. 10/2011. Genome-wide statistical analyses of mutagenic processes and their interactions.
- ITA 2009 Conference, UCSD. San Diego, CA. 02/2009. The words to predict it: finding patterns in high-dimensional comparative genomics spaces.
- UC Berkeley, Department of Statistics. Berkeley CA. 02/2009. Neyman Seminar. Strategies to analyze high-dimensional and under-sampled genomics data.
INFO:
- Council of the Institute of Economics