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counterproductive. We present several examples where   issues), the Genome Aggregation Database (http://gno
              individual differences have historically presented chal-  mad.broadinstitute.org/), the government’s new Cancer
              lenges to HPO research and application, but where,   Moonshot initiative (https://www.cancer.gov/research
              with a P2 approach, such differences might be leveraged   key-initiatives/moonshot-cancer-initiative), the Human
              to enable new opportunities to approach the goal of in-  Behaviour Change Project (https://www.ucl.ac.uk/health
              dividually optimized human performance.            -psychology/research/HBCP), and  other equally ambi-
                                                                 tious projects.
              Finally, we end with a few questions likely to be of
              increasing importance if the notion of P2 continues   In this new digital ecology, significant advances, if suc-
              to evolve and mature. Acknowledging that P2 is still   cessfully leveraged, could enable exciting advances to-
              mainly conceptual, it will necessarily  have to tackle   ward P2 to accelerate discovery of new HPO tools and
              many technical and cultural challenges to realize its po-  methods  as  well  as  to  tailor  current  approaches  for
              tential, much like the PMI. In particular, a key question   individuals to truly realize their optimal performance
              is how do we conduct rigorous, sufficiently powered,   for different missions and contexts. Today, most HPO
              but still practical HPO research that can lead to action-  tactics have had to rely generally on a “one size fits
              able P2 recommendations for individual warfighters   all” approach to identifying best nutrition practices,
              while avoiding being driven by trends or fads and be-  conducting mental skills training, dealing with envi-
              coming “HPO by anecdote”?                          ronmental exposures, guiding physical training, and
                                                                 other efforts to improve or sustain performance. This
                                                                 is particularly true within the military, where numbers
              From Precision Medicine to Precision               of people and sizes of organizations have traditionally
              Performance?                                       made truly optimizing an individual’s performance an
                                                                 impractical task at best. Acknowledging those few ex-
                 “We must stop making the measurable             ceptions, such as with elite athletes in training for the
                 important, and start making the important       Olympics and within Special Operations, it is generally
                 measurable.”                                    still true that recommendations are not necessarily tai-
                             —Former US Secretary of Defense     lored to an individual’s particular, and important, dif-
                                         Robert McNamara         ferences, including their genome sequence, RNA and
                                                                 protein expression, microbiome composition, health
              According to many researchers involved with the PMI,   history, lifestyle behaviors, diet, and/or social support
              the path to developing truly individualized care will be   and environment. Naturally, one has to ask how im-
              realized by collecting, analyzing, and, most importantly   portant each of these differences may be for optimizing
              perhaps, integrating data from a wide range of sources:   an individual’s performance. However, it is increasingly
              genomics, proteomics, metabolomics, the microbiome,   clear  that we might, perhaps  for the  first time, really
              environmental and social backgrounds, personal and   begin to answer that question, enabled, like the PMI, by
              family behaviors, as well as more traditional clinical   technological advances in genetic and microbiome se-
              and medical tests and records. By developing models   quencing, an explosion of wearable and social sensors
              based on an integrated approach, PMI’s goal is to iden-  that capture many different kinds of performance data,
              tify and deliver the most effective therapeutic treatment   and new capabilities for storing, sharing, and analyzing
              for an individual with a specific disease at a specific   these data across many different levels (“from genes to
              time. Notably, although the PMI emphasizes a role for   groups”). This willl help guide HPO approaches  that
              basic scientific discovery to inform the development of   may truly incorporate and fully exploit the most impor-
              individualized care, much of the PMI’s approach is only   tant individual performance differences.
              now possible because of advances in technology—in
              particular, enormous increases in computational power,
              new  data  storage  and  collaborative  tools,  as  well  as   Why Might Precision Performance Matter?
              the ability to capture multiple kinds of individual and
              group data at higher frequencies and with greater fidel-  “Remember Orgel’s Third Law: Biology
              ity. These are the same sorts of technological advances   is always more complicated than you can
              that have led to the launch of large-scale efforts to col-  imagine, even after accounting for Orgel’s
              lect and integrate different data to make new progress   Third Law.”
              on  old  problems.  These  include  the  Kavli  HUMAN                       —Patricia Churchland
              Study (http://kavlihumanproject.org), the Social Science
              Genetic Association Consortium (http://www.thessgac.  We have all seen differences among individuals—from
              org),  the  International  HapMap  Program  (a genetics   the natural athlete who seamlessly masters any sport to
              program taken down in June 2016 because of  security   the natural linguist who picks up multiple languages in



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