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Publications

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    • All HBS Web  (134)
      • Faculty Publications  (26)

      GenomicsRemove Genomics →

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      • 2023
      • Working Paper

      Black-box Training Data Identification in GANs via Detector Networks

      By: Lukman Olagoke, Salil Vadhan and Seth Neel
      Since their inception Generative Adversarial Networks (GANs) have been popular generative models across images, audio, video, and tabular data. In this paper we study whether given access to a trained GAN, as well as fresh samples from the underlying distribution, if... View Details
      Keywords: Cybersecurity; Copyright; AI and Machine Learning; Analytics and Data Science
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      Olagoke, Lukman, Salil Vadhan, and Seth Neel. "Black-box Training Data Identification in GANs via Detector Networks." Working Paper, October 2023.
      • 2023
      • Working Paper

      PRIMO: Private Regression in Multiple Outcomes

      By: Seth Neel
      We introduce a new differentially private regression setting we call Private Regression in Multiple Outcomes (PRIMO), inspired the common situation where a data analyst wants to perform a set of l regressions while preserving privacy, where the covariates... View Details
      Keywords: Analytics and Data Science; Mathematical Methods
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      Neel, Seth. "PRIMO: Private Regression in Multiple Outcomes." Working Paper, March 2023.
      • September 15, 2021
      • Article

      Improving Deconvolution Methods in Biology Through Open Innovation Competitions: An Application to the Connectivity Map

      By: Andrea Blasco, Ted Natoli, Michael G. Endres, Rinat A. Sergeev, Steven Randazzo, Jin Hyun Paik, N.J. Maximilian Macaluso, Rajiv Narayan, Xiaodong Lu, David Peck, Karim R. Lakhani and Aravind Subramanian
      A recurring problem in biomedical research is how to isolate signals of distinct populations (cell types, tissues, and genes) from composite measures obtained by a single analyte or sensor. Existing computational deconvolution approaches work well in many specific... View Details
      Keywords: Deconvolution; Methods; Open Innovation Competition; Genomics; Research; Innovation and Invention
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      Blasco, Andrea, Ted Natoli, Michael G. Endres, Rinat A. Sergeev, Steven Randazzo, Jin Hyun Paik, N.J. Maximilian Macaluso, Rajiv Narayan, Xiaodong Lu, David Peck, Karim R. Lakhani, and Aravind Subramanian. "Improving Deconvolution Methods in Biology Through Open Innovation Competitions: An Application to the Connectivity Map." Bioinformatics 37, no. 18 (September 15, 2021).
      • October 2020
      • Case

      Genomics in the Family Office

      By: Lauren Cohen, Ronnie Stangler and Spencer C. N. Hagist
      Alice Anane is the member of a large, wealthy family that collectively operates a multi-pronged family business in Israel. Upon discovering partway into her pregnancy that the rapidly degenerative brain disease her father succumbed to now threatens her and potentially... View Details
      Keywords: Family Business; Health Disorders; Strategic Planning; Corporate Governance
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      Cohen, Lauren, Ronnie Stangler, and Spencer C. N. Hagist. "Genomics in the Family Office." Harvard Business School Case 221-035, October 2020.
      • September 2019 (Revised August 2020)
      • Case

      Engineering an Inclusive Bioeconomy

      By: Tarun Khanna, Raffaella Sadun and Susie L. Ma
      In 2019, entrepreneur Juan Carlos Castilla-Rubio was developing a project he hoped could generate and share wealth from the natural resources of the Amazon without destroying those resources. His idea, called Earth Bank of Codes (EBC), would create a library of the... View Details
      Keywords: Decision Making; Development Economics; Entrepreneurship; Innovation and Invention; Intellectual Property; Emerging Markets; Market Design; Marketplace Matching; Science; Genetics; Natural Environment; Environmental Sustainability; Climate Change; Social Enterprise; Strategy; Strategic Planning; Information Technology; Ownership; Social Psychology; Trust; Society; Biotechnology Industry; South America; Amazon Basin
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      Khanna, Tarun, Raffaella Sadun, and Susie L. Ma. "Engineering an Inclusive Bioeconomy." Harvard Business School Case 720-356, September 2019. (Revised August 2020.)
      • September 2017 (Revised February 2023)
      • Case

      Intermountain Healthcare: Pursuing Precision Medicine

      By: Richard G. Hamermesh, Kathy E. Giusti, Robert S. Huckman and Julia Kelley
      Headquartered in Salt Lake City, Intermountain Healthcare operates 23 hospitals and hundreds of clinics in Utah and Idaho and provides insurance to approximately 850,000 patients through its insurance arm, SelectHealth. In 2013, Intermountain, known for its commitment... View Details
      Keywords: Precision Medicine; Healthcare; Innovation; Cancer; Cancer Research; Health Care; Technology; Health Care and Treatment; Innovation Leadership; Disruptive Innovation; Entrepreneurship; Decision Choices and Conditions; Health Industry; Insurance Industry; Utah; United States; North America
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      Hamermesh, Richard G., Kathy E. Giusti, Robert S. Huckman, and Julia Kelley. "Intermountain Healthcare: Pursuing Precision Medicine." Harvard Business School Case 818-018, September 2017. (Revised February 2023.)
      • Article

      One Obstacle to Curing Cancer: Patient Data Isn't Shared

      By: Richard G. Hamermesh and Kathy Giusti
      Precision Medicine requires large datasets to identify the mutations that lead to various cancers. Currently, genomic information is hoarded in fragmented silos within numerous academic medical centers, pharmaceutical companies, and some disease-based foundations. For... View Details
      Keywords: Healthcare; Technological And Scientific Innovation; Cancer Care In The U.S.; Cancer Treatment; Precision Medicine; Personalized Medicine; Data Sharing; Technological Innovation; Analytics and Data Science; Health Disorders; Medical Specialties; Research and Development; Customization and Personalization; Health Industry; United States
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      Hamermesh, Richard G., and Kathy Giusti. "One Obstacle to Curing Cancer: Patient Data Isn't Shared." Harvard Business Review (website) (November 28, 2016).
      • Article

      The Impact of Personal Genomics on Risk Perceptions and Medical Decision-Making

      By: Joshua Lev Krieger, Fiona Murray, J. Scott Roberts and Robert C. Green
      Keywords: Medicine; Psychology; Economics; Policy
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      Krieger, Joshua Lev, Fiona Murray, J. Scott Roberts, and Robert C. Green. "The Impact of Personal Genomics on Risk Perceptions and Medical Decision-Making." Nature Biotechnology 34, no. 9 (September 2016): 912–918.
      • November 2015
      • Teaching Note

      GenapSys: Business Models for the Genome

      By: Joseph B. Fuller and Matthew G. Preble
      Teaching note to support "GenapSys: Business Models for the Genome." View Details
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      Fuller, Joseph B., and Matthew G. Preble. "GenapSys: Business Models for the Genome." Harvard Business School Teaching Note 816-035, November 2015.
      • February 2014
      • Case

      BGI: Data-driven Research

      By: Willy Shih and Sen Chai
      BGI has the largest installed gene-sequencing capacity in the world, and to Zhang Gengyun, general manager of the Life Sciences Division, this represented an opportunity to apply his training as a plant breeder and his early career work as a biochemist to improving... View Details
      Keywords: Genomics; Gene Sequencing; Life Sciences; Plant Breeding; Human Genome Program; Beijing Genomics Institute; BGI; Rice Genome; Technological Innovation; Innovation Strategy; Research; Research and Development; Science; Genetics; Science-Based Business; Strategy; Commercialization; Corporate Strategy; Information Technology; Applications and Software; Agriculture and Agribusiness Industry; Biotechnology Industry; Food and Beverage Industry; China; United States
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      Shih, Willy, and Sen Chai. "BGI: Data-driven Research." Harvard Business School Case 614-056, February 2014.
      • January 2014 (Revised June 2014)
      • Case

      23andMe: Genetic Testing for Consumers (A)

      By: John A. Quelch and Margaret L. Rodriguez
      On November 22, 2013, the direct-to-consumer genetic testing provider, 23andMe, received a letter from the U.S. Food and Drug Administration (FDA) ordering the company to halt the sale and promotion of its genetic testing kit. The FDA stated that the product was... View Details
      Keywords: Public Health; Genome Testing; Health Care; Ancestry; 23andMe; Marketing; Product Launch; Health; Health Care and Treatment; Health Testing and Trials; Genetics; Strategy; Health Industry; United States
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      Quelch, John A., and Margaret L. Rodriguez. "23andMe: Genetic Testing for Consumers (A)." Harvard Business School Case 514-086, January 2014. (Revised June 2014.)
      • January 2014 (Revised December 2014)
      • Case

      GenapSys: Business Models for the Genome

      By: Richard G. Hamermesh, Joseph B. Fuller and Matthew Preble

      GenapSys, a California-based startup, was soon to release a new DNA sequencer that the company's founder, Hesaam Esfandyarpour, believed was truly revolutionary. The sequencer would be substantially less expensive—potentially costing just a few thousand dollars—and... View Details

      Keywords: DNA Sequencing; Life Sciences; Business Model; Innovation & Entrepreneurship; Health Care and Treatment; Genetics; Business Strategy; Biotechnology Industry; Pharmaceutical Industry; Technology Industry; Health Industry; Medical Devices and Supplies Industry; United States
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      Hamermesh, Richard G., Joseph B. Fuller, and Matthew Preble. "GenapSys: Business Models for the Genome." Harvard Business School Case 814-050, January 2014. (Revised December 2014.)
      • July 2013
      • Case

      Novozymes: Establishing the Cellulosic Ethanol Value Chain

      By: Willy Shih and Sen Chai

      As the world's largest producer of industrial enzymes, Novozymes had invested heavily for many years to bio-engineer enzymes that could break down cellulose into fermentable sugar. In 2010, the company had launched what it thought would become a breakthrough product... View Details

      Keywords: System Complexity; Industrial Enzymes; Ethanol; Collulosic Ethanol; Fermentation; Genomics; Genetic Engineering; Value Chain; Assembling Value Chain; Energy Sources; Renewable Energy; Collaborative Innovation and Invention; Innovation and Management; Innovation Strategy; Technological Innovation; Management; Growth and Development Strategy; Industry Growth; Production; Research; Research and Development; Science; Genetics; Natural Environment; Environmental Sustainability; Science-Based Business; Business Strategy; Commercialization; Vertical Integration; Agriculture and Agribusiness Industry; Biotechnology Industry; Energy Industry; Denmark; United States
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      Shih, Willy, and Sen Chai. "Novozymes: Establishing the Cellulosic Ethanol Value Chain." Harvard Business School Case 614-001, July 2013.
      • Article

      Beyond Magic Bullets: True Innovation in Health Care

      By: Vaibhav A. Narayan, Marco Mohwinckel, Gary Pisano, Michael Yang and Husseini Manji
      The molecular medicine revolution—based on advances in fields such as genomics and network modeling in the decade since the human genome sequence was completed—has changed the way we think about, study, and approach the development of novel therapies. However, these... View Details
      Keywords: Integration; Business Model; Organizational Structure; Health Care and Treatment; Innovation and Invention; Pharmaceutical Industry
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      Narayan, Vaibhav A., Marco Mohwinckel, Gary Pisano, Michael Yang, and Husseini Manji. "Beyond Magic Bullets: True Innovation in Health Care." Nature Reviews: Drug Discovery 12, no. 2 (February 2013): 85–86.
      • December 2012
      • Teaching Note

      Gene Patents (A) (TN)

      By: Richard G. Hamermesh and Matthew Preble
      This is the teaching note for case Gene Patents (A). In March 2010, U.S. District Court Judge Robert Sweet overturned 30 years of legal precedent and ruled that unaltered human genes could not be patented. This case reviews patent law and how it relates to our... View Details
      Keywords: Biotech; Human Genome; Patents; Genetics; Biotechnology Industry; United States
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      Hamermesh, Richard G., and Matthew Preble. "Gene Patents (A) (TN)." Harvard Business School Teaching Note 813-099, December 2012.
      • October 2011
      • Case

      Gene Sequencing: Staking a Position in an Expanding Industry

      By: Richard G. Hamermesh, Mara Aspinall and Phillip Andrews
      Towards the end of 2010, companies in the gene sequencing industry were pushing aggressive R&D programs to develop technologies and products in the race to sequence the entire human genome at a cost of $1,000. It remained to be seen when the "$1,000 genome" would... View Details
      Keywords: Genetics; Business Growth and Maturation; Business Plan; Competition; Venture Capital; Biotechnology Industry
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      Hamermesh, Richard G., Mara Aspinall, and Phillip Andrews. "Gene Sequencing: Staking a Position in an Expanding Industry." Harvard Business School Case 812-004, October 2011.
      • October 2008
      • Case

      Diagnostic Genomics

      By: Regina E. Herzlinger and Mark P. Allyn
      Should this gene detection firm enter the business of providing tests for the detection of genetic diseases? If so, how should it prioritize the tests it could develop? View Details
      Keywords: Health Testing and Trials; Market Entry and Exit; Product Development; Genetics; Strategy; Health Industry; Medical Devices and Supplies Industry
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      Herzlinger, Regina E., and Mark P. Allyn. "Diagnostic Genomics." Harvard Business School Case 309-040, October 2008.
      • June 2005 (Revised July 2006)
      • Background Note

      Note on the Convergence Between Genomics & Information Technology

      By: David B. Yoffie, Dharmesh M Mehta and Rachel Sha
      Focuses on the convergence between the genomics and semiconductor industries, in particular organ printing, DNA computing, biomolecular sensory networks, and DNA microarrays. Explains what this newly converged world looks like based on current research and findings in... View Details
      Keywords: Genetics; Information Technology; Business Model; Disruptive Innovation; Biotechnology Industry; Information Technology Industry; Semiconductor Industry; Medical Devices and Supplies Industry
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      Yoffie, David B., Dharmesh M Mehta, and Rachel Sha. "Note on the Convergence Between Genomics & Information Technology." Harvard Business School Background Note 705-500, June 2005. (Revised July 2006.)
      • June 2003 (Revised March 2008)
      • Case

      Schering-Plough and Genome Therapeutics: Discovering an Asthma Gene

      By: Regina E. Herzlinger and Marc Aquino
      Personalized medicine requires the identification of mutated genes. Schering-Plough's search for the one related to asthma requires finding families with the disease. Examines the industry that helps conduct such research, including contract research organizations. View Details
      Keywords: Health Disorders; Research and Development; Genetics; Biotechnology Industry; Pharmaceutical Industry
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      Herzlinger, Regina E., and Marc Aquino. "Schering-Plough and Genome Therapeutics: Discovering an Asthma Gene." Harvard Business School Case 303-044, June 2003. (Revised March 2008.)
      • April 2002
      • Case

      In vivo to in vitro to in silico: Coping with Tidal Waves of Data at Biogen

      By: Juan Enriquez-Cabot, Gary P. Pisano and Gaye Bok
      Biogen is a successful biotech company facing a critical juncture. CEO John Mullen ponders how technological changes introduced into the research function will shape larger corporate decisions. This world in which biotechnology companies operated had changed... View Details
      Keywords: Change; Decisions; Product Development; Research and Development; Expansion; Technology; Biotechnology Industry
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      Enriquez-Cabot, Juan, Gary P. Pisano, and Gaye Bok. "In vivo to in vitro to in silico: Coping with Tidal Waves of Data at Biogen." Harvard Business School Case 602-122, April 2002.
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