Faculty

Madhavi Ganapathiraju, PhD

Directory Listing Information
Ganapathiraju, Madhavi
Translational Systems Biology, Protein-Protein Interaction Prediction, Machine Learning, and Genome Sequence Analysis.
Assistant Professor whose current research focus is in the area of computational molecular and systems biology, translational bioinformatics and biomedical text mining, using signal processing and machine learning.
Associate Professor, Department of Biomedical Informatics
Associate Professor, Intelligent Systems, Intelligent Systems Program
Associate Professor, Computational Biology, Department of Computational Biology
University of Pittsburgh School of Medicine
Publications: 

Roth A, Subramanian S, Ganapathiraju MK. Towards extracting supporting information about predicted protein-protein interactions. IEEE/ACM Trans Comput Biol Bioinform. 2018 Jul-Aug;15(4):1239-1246. doi: 10.1109/TCBB.2015.2505278. Epub 2015 Dec 7. PubMed PMID: 26672046.

Sundaravadivel P, Mohanty SP, Kougianos E, Yanambaka VP, Ganapathiraju MK. Smart-walk: An intelligent physiological monitoring system for smart families. 2018 IEEE International Conference on Consumer Electronics (ICCE). 2018 Jan 12-14, Las Vegas, NV. 1-4. doi: 10.1109/ICCE.2018.8326065.

Sundaravadivel P, Kesavan K, Kesavan L, Mohanty SP, Kougianos E, Ganapathiraju M. Smart-log: An automated, predictive nutrition monitoring system for infants through the IoT. 2018 IEEE International Conference on Consumer Electronics (ICCE). 2018 Jan 12-14, Las Vegas, NV. 1-4. doi: 10.1109/ICCE.2018.8326068.

Chattopadhyay A, Ganapathiraju MK. Demonstration Study: A Protocol to Combine Online Tools and Databases for Identifying Potentially Repurposable Drugs. Data. 2017 May 24;2(2).

Liu X, Yagi H, Saeed S, Bais AS, Gabriel GC, Chen Z, Peterson KA, Li Y, Schwartz MC, Reynolds WT, Saydmohammed M, Gibbs B, Wu Y, Devine W, Chatterjee B, Klena NT, Kostka D, de Mesy Bentley KL, Ganapathiraju MK, Dexheimer P, Leatherbury L, Khalifa O, Bhagat A, Zahid M, Pu W, Watkins S, Grossfeld P, Murray SA, Porter GA Jr, Tsang M, Martin LJ, Benson DW, Aronow BJ, Lo CW. The complex genetics of hypoplastic left heart syndrome. Nat Genet. 2017 Jul;49(7):1152-1159. doi: 10.1038/ng.3870. Epub 2017 May 22. PubMed PMID: 28530678.

Malavia TA, Chaparala S, Wood J, Chowdari K, Prasad KM, McClain L, Jegga AG, Ganapathiraju MK, Nimgaonkar VL. Generating Testable Hypotheses for Schizophrenia and Rheumatoid Arthritis Pathogenesis by Integrating Epidemiological, Genomic and Protein Interaction Data. NPJ Schizophr. 2017 Feb 24;3:11. doi: 10.1038/s41537-017-0010-z. eCollection 2017. PubMed PMID: 28560257. PMCID: PMC5441529.

Subramanian S, Ganapathiraju MK. Antibody Exchange: Information extraction of biological antibody donation and a web-portal to find donors and seekers. Data (Basel). 2017 Dec;2(4). pii: 38. doi: 10.3390/data2040038. Epub 2017 Nov 21. PubMed PMID: 30498741. PMCID: PMC6258257

Ganapathiraju MK, Karunakaran KB, Correa-Menendez J. Predicted protein interactions of IFITMs may shed light on mechanisms of Zika virus-induced microcephaly and host invasion. Version 2. F1000 Res. 2016 Aug 5 [revised 2017 Nov 21];5:1919. doi: 10.12688/f1000research9364.2. eCollection 2016. PubMed PMID: 2933329. PMCID: PMC5747333.

Ganapathiraju M, Chaparala S. Schizophrenia interactome: fully-labeled interactome network. NPJ Schizophr. 2016 Aug 24;2:16025. doi: 10.1038/npjschz.2016.25. PubMed PMID: 27602386. PMCID: PMC5007984.

Ganapathiraju MK, Thahir M, Handen A, Sarkar SN, Sweet RA, Nimgaonkar VL, Loscher CE, Bauer EM, Chaparala S: Schizophrenia interactome with 504 novel protein–protein interactions. NPJ Schizophr. 2016 Apr 27;2:16012. doi: 10.1038/npjschz.2016.12. eCollection 2016. PubMed PMID: 27336055. PMCID: PMC4898894.

Subramanian S, Chaparala S, Avali V, Ganapathiraju MK. A pilot study on the prevalence of DNA palindromes in breast cancer genomes. BMC Med Genomics. 2016 Dec;9(Suppl 3):73. doi: 10.1186/s12920-016-0232-3. PubMed PMID 28117658. PMCID: PMC5260791.

Embar V, Handen A, Ganapathiraju MK. Is the average shortest path length of gene set a reflection of their biological relatedness? J Bioinform Comput Biol. 2016 Dec;14(6):1660002. doi: 10.1142/S0129720016600027. PubMed PMID: 28073302. PMCID: PMC5726383.

Li Y, Klena NT, Gabriel GC, Liu X, Kim AJ, Lemke K, Chen Y, Chatterjee B, Devine W, Damerla RR, Chang C, Yagi H, San Agustin JT, Thahir M, Anderton S, Lawhead C, Vescovi A, Pratt H, Morgan J, Haynes L, Smith CL, Eppig JT, Reinholdt L, Francis R, Leatherbury L, Ganapathiraju MK, Tobita K, Pazour GJ, Lo CW. Global genetic analysis in mice unveils central role for cilia in congenital heart disease. Nature. 2015 May 28;521(7553):520-4. doi: 10.1038/nature14269. Epub 2015 Mar 25.  PubMed PMID: 25807483. PMCID: PMC4617540.

Handen A, Ganapthiraju MK. LENS: web-based lens for enrichment and network studies of human proteins. BMC Med Genomics. 2015;8(Suppl 4):S2. doi:10.1186/1755-8794-8-S4-S2. Epub 2015 Dec 9. PubMed PMID: 26680011. PMCID: PMC4682415.

Gupta A, Wang H, Ganapathiraju M. Learning structure in gene expression data using deep architectures, with an application to gene clustering. 2015 IEEE International Conference on Bioinformatics and Biomedicine (BIBM). Washington, DC pp. 1328-1335. doi: 10.1109/BIBM.2015.7359871.

Zhu J, Zhang Y, Ghosh A, Cuevas RA, Forero A, Dhar J, Ibsen MS, Schmid-Burgk JL, Schmidt T, Ganapathiraju MK, Fujita T, Hartmann R, Barik S, Hornung V, Coyne CB, Sarkar SN. Antiviral Activity of Human OASL Protein Is Mediated by Enhancing Signaling of the RIG-I RNA Sensor. Immunity. 2014 Jun 19; 40(6): 936–48. doi: 10.1016/j.immuni.2014.05.007. Epub 2014 Jun 12. PubMed PMID: 24931123. PMCID: PMC4101812.

Kuppuswamy U, Ananthasubramanian S, Wang Y, Balakrishnan N, Ganapathiraju MK. Predicting gene ontology annotations of orphan GWAS genes using protein-protein interactions. Algorithms Mol Biol. 2014 Apr 3;9(1):10. doi: 10.1186/1748-7188-9-10. PubMed PMID: 24708602. PMCID: PMC4124845.

Ganapathiraju MK, Orii N. Research prioritization through prediction of future impact on biomedical science: a position paper on inference-analytics. Gigascience. 2013 Aug 30;2(1):11. doi: 10.1186/2047-217X-2-11. PubMed PMID: 24001106. PMCID: PMC3844564

Giorgio E, Rolyan H, Kropp L, Chakka AB, Yatsenko S, Gregorio ED, Lacerenza D, Vaula G, Talarico F, Mandich P, Toro C, Pierre EE, Labauge P, Capellari S, Cortelli P, Vairo FP, Miguel D, Stubbolo D, Marques LC, Gahl W, Boespflug-Tanguy O, Melberg A, Hassin-Baer S, Cohen OS, Pjontek R, Grau A, Klopstock T, Fogel B, Meijer I, Rouleau G, Bouchard JP, Ganapathiraju M, Vanderver A, Dahl N, Hobson G, Brusco A, Brussino A, Padiath QS. Analysis of LMNB1 Duplications in Autosomal Dominant Leukodystrophy Provides Insights into Duplication Mechanisms and Allele-Specific Expression. Hum Mutat. 2013 Aug;34(8):1160-71. doi: 10.1002/humu.22348. Epub 2013 May 28. Erratum in: Hum Mutat. 2014 Jan;35(1):149. PubMed PMID: 23649844. PMCID: PMC3714349.

Thahir M, Sharma T, Ganapathiraju MK. An efficient heuristic method for active feature acquisition and its application to protein-protein interaction prediction. BMC Proc. 2012 Nov 13;6 Suppl 7:S2. doi: 10.1186/1753-6561-6-S7-S2. Epub 2012 Nov 13. PubMed PMID: 23173746. PMCID: PMC3504800.

Ananthasubramanian S, Metri R, Khetan A, Gupta A, Handen A, Chandra N, Ganapathiraju M. Mycobacterium tuberculosis and Clostridium difficille interactomes: demonstration of rapid development of computational system for bacterial interactome prediction. Microb Inform Exp. 2012 Mar 21;2:4. doi: 10.1186/2042-5783-2-4. PubMed PMID: 22587966. PMCID: PMC3353838.

Orii N, Ganapathiraju MK. Wiki-Pi: a web server of annotated human protein-protein interactions to aid in discovery of protein function. PLoS ONE. 7(11): e49029. doi:10.1371/journal.pone.0049029. Epub 2012 Nov 28. PubMed PMID: 23209562. PMCID: PMC3509123.

Orii N, Ganapathiraju MK. Wiki-Pi: A Web-Server of Annotated Human Protein-Protein Interactions to Aid in Discovery of Protein Function. PLoS ONE. 2012 Nov 28;7(11): e49029. doi: 10.1371/journal.pone.0049029. Epub 2012 Nov 28. PubMed PMID: 23209562. PMCID: PMC3509123.

Mohamed TP, Carbonell JG, Ganapathiraju MK. Active learning for human protein-protein interaction prediction. BMC Bioinformatics. 2010 Jan 18;11 Suppl 1:S57. doi: 10.1186/1471-2105-1-S1-S57. PubMed PMID: 20122232. PMCID: PMC3009530.

Osmanbeyoglu HU, Wehner JA, Carbonell JG, Ganapathiraju MK. Active machine learning for transmembrane helix prediction. BMC Bioinformatics. 2010 Jan 18;11 Suppl 1:S58. doi: 10.1186/1471-2105-11-S1-S58. PubMed PMID: 20122233. PMCID: PMC3009531.

Ganapathiraju M, Balakrishnan N, Reddy R, Klein-Seetharaman J. Transmembrane helix prediction using amino acid properties and latent semantic analysis. BMC Bioinformatics. 2008;9 Suppl 1:S4. doi: 10.1186/1471-2105-9-S1-S4. PubMed PMID: 18315857. PMCID: PMC2259405.

Gregory Cooper, MD, PhD

Directory Listing Information
Cooper, Gregory F.
Dr. Cooper’s research interest is in application of decision theory, probability theory, and artificial intelligence to address biomedical informatics research questions, with a focus on causal modeling and discovery in medicine and biology, data mining of medical databases, application of Bayesian statistics in medicine, and biosurveillance.
Dr. Cooper is the Vice chair of the Department of Biomedical Informatics and Professor of Biomedical Informatics, Computational Biology, Computer Science, Information Science, and Intelligent Systems.
Professor, Department of Biomedical Informatics and of Intelligent Systems
Vice Chairman, Department of Biomedical Informatics
University of Pittsburgh School of Medicine
Professor of Pharmaceutical Sciences, School of Pharmacy
Publications: 

Xue Y, Cooper GF, Cai C, Lu S, Hu B, Ma X, Lu X. Tumor-specific causal inference discovers distinct disease mechanisms underlying cancer subtypes. Scientific Reports, (2019) doi:10.1038/s41598-019-48318-7

Cai C, Cooper GF, Lu KN, Ma X, Xu S, Zhao Z, Chen X, Xue Y, Lee AV, Clark N, Chen V, Lu S, Chen L, Hochheiser HS, Jiang X, Wang QJ, Lu X.  Systematic discovery of the functional impact of somatic genome alterations in individual tumors through tumor-specific causal inference. PLoS Computational Biology. Published online July 5, 2019. doi: 10.137/journal,pcbi.1007088.  PMID: 31276486

Seymour CW, Kennedy JN, Wang S, Chang CH, Elliott CF, Xu Z, Berry S, Clermont G, Cooper G, Gomez H, Huang DT, Kellum JA, Mi Q, Opal SM, Talisa V, van der Poll T, Visweswaran S, Vodovotz Y, Weiss JC, Yealy DM, Yende S, Angus DC. Derivation, Validation, and Potential Treatment Implications of Novel Clinical Phenotypes for Sepsis. Journal of the American Medical Association ( 2019). doi:10.1001/jama.2019.5791. PMID: 31104070 PMCID: PMC6537818

King A, Cooper GF, Clermont G, Hochheiser H, Hauskrecht M, Sittig DF, Visweswaran S. Using machine learning to selectively highlight patient information. Journal of Biomedical Informatics.  2019; Oct 29;100:103327. DOI: 1016/j.jbi.2019.103329. 

Jabbari F, Viswewaran S, Cooper GF. Instance-Specific Bayesian Network Structure Learning. Proceedings of the International Conference on Probabilistic Graphical Models (2018) Sep;72:169-180.  PMID: 30775723. PMCID: PMC6376975.

Cai C, Cooper GF, Lu KN, Ma X, Xu S, Zhao Z, Chen Z, Xue Y, Lee AV, Clark N, Chen V, Lu S, Chen L, Yu L, Hochheiser HS, Jiang X, Wang QJ, Lu X. Systematic discovery of the functional impact of somatic genome alterations in individual tumors through tumor-specific causal inference. bioRxiv (2018). doi: http://dx.doi.org/10.1101/329375.

Ding MQ, Chen L, Cooper GF, Young JD, Lu X. Precision Oncology Beyond Targeted Therapy: Combining Omics Data with Machine Learning Matches the Majority of Cancer Cells to Effective Therapeutics. Mol Cancer Res. 2018 Feb;16(2):269-278. doi: 10.1158/1541-7786.MCR-17-0378. Epub 2017 Nov 13. PMID: 29133589. PMCID: PMC5821274.

King AJ, Cooper GF, Hochheiser H, Clermont G, Hausrecht M, Visweswaran S. Using Machine Learning to Predict the Information Seeking Behavior of Clinicians Using an Electronic Medical Record System. AMIA Annual Symp Proc. 2018 Dec 5;2018:673-682. eCollection 2018. PubMed PMID: 30815109. PMCID: PMC6371238.

Millett NE, Aronis JM, Wagner MM, Tsui F, Ye Y, Ferrar JP, Huag PJ, Gesteland PH, Cooper GF. The design and evaluation of a Bayesian System for detecting and characterizing outbreaks of influenza. Online Journal of Public Health Informatics, 11(2) (2019). Doi: https://doi.org/10.1101/435727.

King AJ, Hochheiser H, Visweswaran S, Clermont G, Cooper GF. Eye-tracking for Clinical Decision Support: A Method to Capture Automatically What Physicians Are Viewing in the EMR. AMIA Jt Summits Transl Sci Proc. 2017 Jul 26;2017:512-521. eCollection 2017. PMID: 28815151. PMCID: PMC5543363.

Ferraro JP, Ye Y, Gesteland PH, Haug PJ, Tsui F-C, Cooper GF, Van Bree R, Ginter T, Nowalk AJ, Wagner MM. The effects of natural language processing on cross-institutional portability of influenza case detection for disease surveillance. Appl Clin Inform. 2017 May 31;8(2):560-580. doi:10.4338/ACI-2016-12-RA-0211. PubMed PMID: 28561130.

Ye Y, Wagner MM, Cooper GF, Ferraro JP, Su H, Gesteland PH, Haug PJ, Millett NE, Aronis JM, Nowalk AJ, Ruiz VM, López Pineda A, Shi L, Van Bree R, Ginter T, Tsui F. A study of the transferability of influenza case detection systems between two large healthcare systems. PLoS One. 2017 Apr 5;12(4):e0174970. doi: 10.1371/journal.pone.0174970. eCollection 2017. PMID: 28380048. PMCID: PMC5381795.

Jabbari F, Naeini MP, Cooper GF. Obtaining Accurate Probabilistic Causal Inference by Post-Processing Calibration. arXiv (2017). https://arxiv.org/pdf/1712.08626v1.

Cooper G, Cai C, Lu X. Tumor-specific Causal Inference (TCI): A Bayesian Method for Identifying Causative Genome Alterations within Individual Tumors. bioRxiv (2017). Doi: https://doi.org/10.1101/225631.

Tsui F, Ye Y, Ruiz V, Cooper GF, Wagner MM. Automated influenza case detection for public health surveillance and clinical diagnosis using dynamic influenza prevalence method. J Public Health (Oxf). 2017 Oct 20:1-8. doi: 10.1093/pubmed/fdx141. [Epub ahead of print]. PMID: 29059331.

Lu S, Cai C, Yan G, Zhou Z, Wan Y, Chen V, Chen L, Cooper GF, Obeid LM, Hannun YA, Lee AV, Lu X. Signal-Oriented Pathway Analyses Reveal a Signaling Complex as a Synthetic Lethal Target for p53 Mutations. Cancer Res. 206 Dec 1:76(23):6785-6794. doi: 10.1158/0008-5472.CAN-16-1740. Epub 2016 Oct 10. PMID: 27758891. PMCID: PMC5165695.

Naeini Pakdaman M, Cooper GF. Binary classifier calibration using an ensemble of linear trend estimation. In: Proceedings of the 2016 SIAM International Conference on Data Mining (2016) May;2016:261-269. doi: 10:1137/1.9781611974348.30.  PMID: 28357159 PMCID: PMC5367639

Hill SM, et al. Inferring causal molecular networks: Empirical assessment through a community-based effort. Nature Methods (2016) Apr; 13(4):310-318. doi: 10.1038/nmeth.3773. PMID: 26901648 PMCID: PMC4854847

Naeini Pakdaman M, Cooper GF. Binary classifier calibration using an ensemble of near isotonic regression models. In: Proceedings of the IEEE International Conference on Data Mining (2016) Dec;2016:360-369.  doi: 10.1109/ICDM.2016.0047  PMID: 28316511 PMCID: PMC5351887

Hauskrecht M, Batal I, Hong C, Nguyen Q, Cooper GF, Visweswaran S, Clermont G. Outlier-based detection of unusual patient-management actions: An ICU study. Journal of Biomedical Informatics (2016) Oct 5  pii: S1532-0464(16)30135-6. doi: http://dx.doi.org/10.1016/j.jbi.2016.10.002. PMID: 27720983. PMCID: PMC5207478.

Cooper GF, Bahar I, Becich MJ, Benos PV, Berg J, Espino JU, Jacobson RC, Kienholz M, Lee AV, Lu X, Scheines R, Center for Causal Discovery team. The Center for causal discovery of biomedical knowledge from Big Data. J Am Med Inform Assoc. 2015 Nov;22(6): 1132-6. doi: 10.1093/jamia/ocv059. Epub 2015 Jul 2.  PMID: 26138794. PMCID: PMC5009908.

Visweswaran S, Ferreira A, Cooper GF. Personalized modeling for prediction with decision-path models. PLoS One. 2015 Jun 22;10(6):e0131022 PMID: 26098570 PMCID: PMC4476684.

Cooper GF, Villamarin R, Rich Tsui FC, Millett N, Espino JU, Wagner MM. A method for detecting and characterizing outbreaks of infectious disease from clinical reports. J Biomed Inform. 2015 Feb; 53:15-26.  doi: 10.1016/j.jbi.2014.08.011. Epub 2014 Aug 30.  PMID: 25181466. PMCID: PMC4441330.

López Pineda A, Ye Y, Visweswaran S, Cooper GF, Wagner MM, Tsui FR. Comparison of Machine Learning Classifiers for Influenza Detection from Emergency Department Free-text Reports. J Biomed Inform. 2015 Dec;58:60-69. doi: 10.1016/j.jbi.2015.08.019. Epub 2015 Sep 16. PMID: 26385375. PMCID: PMC4684714.

Sverchkov Y, Cooper GF. A Bayesian approach for identifying multivariate differences between groups. In: Proceedings of the International Symposium on Intelligent Data Analysis (2015). Adv Intell Data Anal. 2015 Oct;9385:275-285. Epub 2015 Nov 22.  PMCID: 27069983 PMCID: PMC4825814

King AJ, Cooper GF, Hochheiser H, Clermont G. Development and preliminary evaluation of a prototype of a learning electronic medical record system. AMIA Annu Symp Proc. 2015 Nov 5;2015:1967-75. eCollection 2015. PMID: 26958296 PMCID: PMC4765593.

Balasubramanian JB, Cooper GF, Visweswaran SGopalakrishnan V. Selective Model Averaging with Bayesian Rule Learning for Predictive Biomedicine. Proceedings of the AMIA 2014 Joint Summits in Translational Science (In Press); April 2014; San Francisco, CA, USA2014.

Jiang X, Cai B, Xue D, Lu X, Cooper GF, Neapolitan RE. A comparative analysis of methods for predicting clinical outcomes using high-dimensional genomic datasets. J Am Med Inform Assoc. 2014 Oct;21(e2):e312-9. doi: 10.1136/amiajnl-2013-002358. Epub 2014 Apr 15. PMID: 24737607. PMCID: PMC4173174.

Pineda AL, Tsui FC, Visweswaran S, Cooper GF. (2013). Detection of Patients with Influenza Syndrome Using Machine-Learning Models Learned from Emergency Department Reports. Online Journal of Public Health Informatics, 5(1), e41.

Montefusco DJ, Chen L, Matmati N, Lu S, Newcomb B, Cooper GF, Hannun YA, Lu X. Distinct signaling roles of ceramide species in yeast revealed through systematic perturbation and systems biology analyses. Sci Signal. 2013 Oct 29;6(299): rs14. doi: 10.1126/scisignal.2004515. PMID: 24170935. PMC3974757.

M. Wagner, Cooper G, Tsui F, Espino JU, Harkema H, Levander J, Villamarin R, Millett N, Brown ST, Gallaggher A "A Decision-Theoretic Model of Disease Surveillance and Control and a Prototype Implementation for the Disease Influenza," Data Engineering Workshops (ICDEW), 2012 IEEE 28th International Conference on, Arlington, VA, 2012, pp. 49-54.
doi: 10.1109/ICDEW.2012.32

Sverchkov Y, Jiang X, Cooper GF.  Spatial cluster detection using dynamic programming. BMC Medical Informatics & Decision Making 12:22(2012).  Doi:10.1186/1472-6947-12-22.  PMID: 22443103. PMC: PMC3403878.

Sverchkov Y, Visweswaran S, Clermont G, Hauskrecht M, Cooper GF. A multivariate probabilistic method for comparing two clinical datasets. In: Proceedings of the ACM International Health Informatics Symposium (2012) 795-800.

Jiang X, Barmada MM, Cooper GF, Becich MJ. A Bayesian method for evaluating and discovering disease loci associations. PLoS ONE. 2011;6(8):e22075. doi: 101371/journal.pone.0022075. Epub 2011 Aug 10. PMID: 21853025. PMCID: PMC3154195.

Jiang X, Cooper GF. A Bayesian spatio-temporal method for disease outbreak detection. Journal of the American Medical Informatics Association 17 (2010) 462-471. PMID: 20595315PMC2995651.

Jiang X, Neapolitan RE, Barmada M, Visweswaran S, Cooper GF. A fast algorithm for learning epistatic genomic relationships. In: Proceedings of the Annual Symposium of the American Medical Informatics Association (2010) 341-345. PMID: 21346997. PMC3041370.

Jiang X, Cooper GF.  A real-time temporal Bayesian architecture for event surveillance and its application to patient-specific multiple disease outbreak detection. Data Mining and Knowledge Discovery (2010). DOI: 10.1007/s10618-009-0151-4.  

Jiang X, Neill DB, Cooper GF. On the robustness of Bayesian network based spatial event surveillance. International Journal of Approximate Reasoning, 51 (2010) p 224-239.  http://dx.doi.org/10.1016/j.ijar.2009.01.001.

Jiang X, Cooper G. Joint SNP analysis using a breast cancer GWAS data set. In: Proceedings of Cancer Informatics Workshop. Cancer Informatics Workshop; 2010; Cambridge UK 2010.

Jiang X, Neill DB, Cooper GF.  A Bayesian network model for spatial event surveillance. International Journal of Approximate Reasoning (2010) 51:224-239.  doi: ttp://dx.doi.org/10.1016/j.ijar.2009.01.001.

Jiang X, Wallstrom G, Cooper GF, Wagner MM. Bayesian prediction of an epidemic curve. J Biomed Inform. 2009 Feb; 42(1):90-9. doi: 10.1016/j.jbi.2008.05.013. Epub 2008 Jun 13.  PMID: 18593605.  

Jiang X, Neill DB, Cooper GF.  Generalized AMOC curves for evaluation and improvement of event surveillance. In: Proceedings of the Annual Symposium of the American Medical Informatics Association (2009) 281-285. PMID: 20351865. PMC2815453.

Neill DB, Cooper GF, Das K, Jiang X, Schneider J. Bayesian Networks Scan Statistics for Multivariate Pattern Detection. In: Glaz J, Pozdnyakov V, Wallenstein S, editors. Scan Statistics - Methods and Applications. Birkhauser, 2009.

Jiang X, Cooper GF. A temporal method for outbreak detection using a Bayesian networks. In: Proceedings of the International Symposium on Disease Surveillance. 5(2) 105, 2008.

Jiang X, Cooper GF. Modeling the Temporal Trend of the Daily Severity of an Outbreak using Bayesian Networks. In: Holmes DE, Jain LC, editors. Innovations in Bayesian Networks of Studies in Computational Intelligence. NY: Springer-Verlag, 2008.

Jiang X, Cooper GF. A recursive algorithm for spatial cluster detection. In: Proceedings of the Fall Symposium of the American Medical Informatics Association (2007) 369-373. PMID:  18693860PMC2655859.

Cooper GF.  A diagnostic method that uses causal knowledge and linear programming in the application of Bayes' formula. Computer Methods and Programs in Biomedicine 22 (1986) 223–237. PMID: 3519071

 

Michael J. Becich, MD, PhD

Directory Listing Information
Becich, Michael J.
bioinformatics; biological markers; computational biology; computer communication networks; computer-assisted instruction; diagnostic imaging; gene expression regulation, neoplastic; imaging informatics; informatics; laboratories, hospital; medical informatics; next generation sequencing; pathology; translational research; personalized medicine
Dr. Becich is a Professor of Biomedical Informatics, Pathology, Clinical/Translational Sciences, Information Sciences/Telecommunications. He is the Chair of the Department of Biomedical Informatics and Associate Vice-Chancellor for the Health Sciences.
Room 521
5607 Baum Boulevard
Pittsburgh
PA
15206-3701
412-648-9244
412-624-5310
412-606-6453
http://www.dbmi.pitt.edu/person/michael-j-becich-md-phd
Chairman and Distinguished University Professor, Department of Biomedical Informatics
Professor of Pathology, Information Sciences, Telecommunications and Clinical/Translational Sciences
Associate Vice Chancellor for Informatics in the Health Sciences
Director, Center for Commercial Application (CCA) of Healthcare Data
Associate Director for Cancer Institute (UPCI)
Associate Director, Clinical and Translational Science Institute (CTSI)
University of Pittsburgh School of Medicine
Publications: 

Amin W, Linkov F, Landsittel DP, Silverstein JC, Bashara W, Gaudioso C, Feldman MD, Pass HI, Melamed J, Friedberg JS, Becich MJ. Factors influencing malignant mesothelioma survival: a retrospective review of the National Mesothelioma Virtual Bank cohort. F1000Res. 2018 Aug 3;7:1184. doi: 10.12688/f1000research.15512.3. PubMed PMID: 30410729; PubMed Central PMCID: PMC6198263.3.

Luthra S, Chandran U, Diergaarde B, Becich M, Lee AV, Neumann CA. Expression of reactive species related genes is associated with patient survival in luminal B breast cancer. Free Radic Biol Med. 2018 Mar 12. pii: S0891-5849(18)30114-X. doi: 10.1016/j.freeradbiomed.2018.03.011. [Epub ahead of print]. PMID: 2954507.

Linkov F, Silverstein JC, Davis M, Crocker B, Hao D, Schneider A, Schwenk M, Winters S, Zelnis J, Lee AV, Becich MJ. Integration of Cancer Registry Data into the Text Information Extractio System: Leveraging the Structured Data Import Tool. J Pathol Inform. 2018 Dec 24;9:47. doi: 10.4103/jpi.jpi_38_18. eCollection 2018. PMID: 30662793. PMCID: PMC6319041.

Culbertson A, Goel S, Madden MB, Safaeinili N, Jackson KL, Carton T, Waitman R, Liu M, Krishnamurthy A, Hall L, Cappella N, Visweswaran S, Becich MJ, Applegate R, Bernstam E, Rothman R, Matheny M, Lipori G, Bian J, Hogan W, Bell D, Martin A, Grannis S, Klann J, Sutphen R, O’Hara AB, Kho A. The Building Blocks of Interoperability. A Multisite Analysis of Patient Demographic Attributes Available for Matching. Appl Clin Inform. 2017 Apr 5;8(2):322-336. doi: 10.4338/ACI-2016-11-RA-0196. PMID: 28378025.

King AJ, Fisher AM, Becich MJ, Boone DN. Computer Science, Biology and Biomedical Informatics academy: Outcomes from 5 years of Immersing High-school Students into Informatics Research. J Pathol Inform. 2017 Feb 28;8:2. doi: 10.4103/2153-3539.201110. eCollection 2017. PMID: 28400991 PMC ID: 5359992.

De Rienzo A, Cook RW, Wilkinson J, Gustafson CE, Amin W, Johnson CE, Oelschlager KM, Maetzold DJ, Stone JF, Feldman MD, Becich MJ, Yeap BY, Richards WG, Bueno R. Validation of a Gene Expression Test for Mesothelioma Prognosis in Formalin-Fixed Paraffin-Embedded Tissues. J Mol Diagn. 2017 Jan;19(1):65-71. doi: 10.1016/j.jmoldx.2016.07.011. Epub 2016 Nov 15. Pub Med PMID: 27863259. PMCID: PMC5225306.

Uppal R, Mandava G, Romagnoli KM, King AJ, Draper AJ, Handen AL, Fisher AM, Becich MJ, Dutta-Moscato J. How can we improve Science, Technology, Engineering, and Math education to encourage careers in Biomedical and Pathology Informatics? J Pathol Inform. 2016 Jan 29;7:2. doi: 10.4103/2153-3539.175375. eCollection 2016. PMID: 26955500. PMCID: PMC4763503.

Jacobson RS, Becich MJ, Bollag RJ, Chavan G, Dhir R, Corrigan J, Feldman M, Ganguly A, Gaudioso C, Legowski E, Maihle N, Mitchell K, Murphy M, Sakthivel M, Tseytlin E, Weaver J. A Federated Network for Translational Cancer Research Using Clinical Data and Biospecimens. Cancer Res. 2015;75(24):5194-201.doi: 10.1158/0008-5472.CAN-15-1973. Review. PMID: 26670560 PMCID: PMC4683415.

Cooper GF, Bahar I, Becich MJ, Benos PV, Berg J, Espino JU, Jacobson RC, Kienholz M, Lee AV, Lu X, Scheines R, Center for Causal Discovery team. The Center for causal discovery of biomedical knowledge from Big Data. J Am Med Inform Assoc. 2015 Nov;22(6): 1132-6. doi: 10.1093/jamia/ocv059. Epub 2015 Jul 2.  PMID: 26138794. PMCID: PMC5009908.

Strange C, Senior RM, Sciurba F, O'Neal S, Morris A, Wisniewski SR, Bowler R, Hochheiser HSBecich MJ, Zhang Y, Leader JK, Methé BA, Kaminski N, Sandhaus RA; GRADS Alpha-1 Study Group. Rationale and Design of the Genomic Research in Alpha-1 Antitrypsin Deficiency and Sarcoidosis Study. Alpha-1 Protocol.  Ann Am Thorac Soc. 2015 Oct; 12(10): 1551-60. doi: 10.1513/AnnalsATS.201503-143OC. PMID: 26153726. PMCID: PMC4627425.

Amin W, Tsui FC, Borromeo C, Chang CH, Espino JU, Ford D, Hwang W, Kapoor W, Lehmann H, Martich GD, Morton S, Paranjape A, Shirey W, Sorensen A, Becich MJ, Hess R. PaTH: towards a learning health system in the Mid-Atlantic region. J Am Med Inform Assoc. 2014;21(4):63-6 doi: 10.1136/amiajnl-2014-002759. Epub 2014 May 12. PMID: 24821745. PMCID: PMC4078296.

Amin W, Srinivasan M, Song SY, Parwani AV, Becich MJUse of automated image analysis in evaluation of mesothelioma Tissue Microarray (TMA) from National Mesothelioma Virtual Bank. Pathol Res Pract. 2014 Feb;210(2):79-82. doi: 10.1016/j.prp.2013.09.002. Epub 2013 Nov 14. PMID: 24359722.

Risinger JI, Allard J, Chandran U, Day R, Chandramouli GV, Miller C, Zahn C, Oliver J, Litzi T, Marcus C, Dubil E, Byrd K, Cassablanca Y, Becich M, Berchuck A, Darcy KM, Hamilton CA, Conrads TP, Maxwell GL. Gene expression analysis of early stage endometrial cancers reveals unique transcripts associated with grade and histology but not depth of invasion. Front Oncol. 2013 Jun 17;3:139. doi: 10.3389/fonc.2013.00139. Print 2013. PMID: 23785665. PMCID: PMC3683664.

Park S, Parwani AV, Aller RD, Banach L, Becich MJ, Borkenfeld S, Carter AB, Friedman BA, Rojo MG, Georgiou A, Kayser G, Kayser K, Legg M, Naugler C, Sawai T, Weiner H, Winsten D, Pantanowitz L. The history of pathology informatics: A global perspective. J Pathol Inform. 2013 May 30;4:7. doi: 10.4103/2153-3539.112689. Print 2013. PMID: 23869286. PMCID: PMC3714902.

Amin W, Parwani A, Melamed J, Flores R, Pennathur A, Valdivieso F, Whelan N, Landreneau R, Luketich J, Feldman M, Pass H, Becich MJNational Mesothelioma Virtual Bank: A Platform for Collaborative Research and Mesothelioma Biobanking Resource to Support Translational Research. Lung Cancer International, Volume 2013, Article ID 765748.

Gullapalli RR, Desai KV, Santana-Santos L, Kant JA, Becich MJNext generation sequencing in clinical medicine: Challenges and lessons for pathology and biomedical informatics. J Pathol Inform. 2012;3:40. doi: 10.4103/2153-3539.103013. Epub 2012 Oct 31. PMID:  23248761

Jiang X, Barmada MM, Cooper GF, Becich MJ. A Bayesian method for evaluating and discovering disease loci associations. PLoS ONE. 2011;6(8):e22075. doi: 101371/journal.pone.0022075. Epub 2011 Aug 10. PMID: 21853025. PMCID: PMC3154195.

Jiang X, Barmada MM, Becich MJ. Evaluating de novo locus-disease discoveries in GWAS using the signal-to-noise ratio. AMIA Annu Symp Proc. 2011;2011:617-24. Epub 2011 Oct 22. PMID: 22195117. PMCID: PMC3243170.

Bartholow TL, Chandran UR, Becich MJ, Parwani AV. Immunohistochemical profiles of claudin-3 in primary and metastatic prostatic adenocarcinoma. Diagn Pathol. 2011 Jan 21;6:12. PMID: 21255442. PMCID: PMC3033791. doi: 10.1186/1746-1596-6-12

Amin W, Singh H, Pople AK, Winters S, Dhir R, Parwani AV, Becich MJ. A decade of experience in the development and implementation of tissue banking informatics tools for intra and inter-institutional translational research. Journal of Pathology Informatics. 2010 Aug 10; 1.12. PMID: 20922029. PMCID: PMC2941965. doi: 10.4103/2153-3539.68314

Amin W, Parwani A, Schmandt L, Mohanty S, Farhat G, Pople A, Winters S, Whelan N, Schneider A, Milnes J, Valdivieso F, Feldman M, Pass H, Dhir R, Melamed J, Becich M. National Mesothelioma Virtual Bank: a standard based biospecimen and clinical data resource to enhance translational research. BMC cancer. 2008 Aug; 8(1): 236. PMID: 18700971. PMCID: PMC2533341

Yin M, Bastacky S, Chandran U, Becich MJ, Dhir R. Prevalence of incidental prostate cancer in the general population: a study of healthy organ donors. The Journal of Urology. 2008 Mar;179(3):892-5; discussion 895. PMID: 18207193 DOI: 10.1016/j.juro.2007.10.057

Mohanty S, Mistry A, Amin W, Parwani A, Pople A, Schmandt L, Winters S, Milliken E, Kim P, Whelan N, Farhat G, Melamed J, Taioli E, Dhir R, Pass H, Becich M. The development and deployment of Common Data Elements for tissue banks for translational research in cancer - an emerging standard based approach for the Mesothelioma Virtual Tissue Bank. BMC cancer 2008 Apr; 8(8): 91. PMID: 18397527. PMCID: PMC2329649

Chandran UR, Ma C, Dhir R, Bisceglia M, Lyons-Weiler J, Liang W, Michalopoulos GK, Becich MJ, Monzon FA. Gene expression profiles of metastatic prostate cancer reveals disregulation of specific molecular pathways. BMC Cancer. 2007;7(0):64. PMID: 17430594 PMCID: PMC1865555

Chandran UR, Dhir R, Ma C, Michalopoulos G, Becich M, Gilbertson J. (2005). Differences in gene expression in prostate cancer, normal appearing prostate tissue adjacent to cancer and prostate tissue from cancer free organ donors. BMC Cancer, 5, 45. http://doi.org/10.1186/1471-2407-5-45 PMID: 15892885 PMCID: PMC1173092

Varambally S, Yu J, Laxman B, Rhodes DR, Mehra R, Tomlins SA, Shah RB, Chandran U, Monzon FA, Becich MJ, Wei JT, Pienta KJ, Ghosh D, Rubin MA, Chinnaiyan AM. Integrative genomic and proteomic analysis of prostate cancer reveals signatures of metastatic progression. Cancer cell. 2005 Nov;8(5):393-406. PMID: 16286247

^