Investigator Initiated Research in Computational Genomics and Data Science (R01 Clinical Trial Not Allowed) (PAR-21-254) is a National Institutes of Health funding announcement that has awarded 4 projects, $11M in total. This specific announcement may be closed or reissued, but its review criteria — and the applications that won — are the durable lesson. Here is what reviewers score, and what funded applications looked like.
The scored review criteria for PAR-21-254, as published in the funding announcement.
Section V. Application Review Information 1. Criteria Note: Effective for due dates on or after January 25, 2023, the Data Sharing Plan and Genomic Data Sharing Plan (GDS) as part of the Resource Sharing Plan will not be evaluated at time of review. Only the review criteria described below will be considered in the review process. Applications submitted to the NIH in support of the NIH mission are evaluated for scientific and technical merit through the NIH peer review system. Overall Impact Reviewers will provide an overall impact score to reflect their assessment of the likelihood for the project to exert a sustained, powerful influence on the research field(s) involved, in consideration of the following review criteria and additional review criteria (as applicable for the project proposed). Scored Review Criteria Reviewers will consider each of the review criteria below in the determination of scientific merit, and give a separate score for each. An application does not need to be strong in all categories to be judged likely to have major scientific impact. For example, a project that by its nature is not innovative may be essential to advance a field. Significance Does the project address an important problem or a critical barrier to progress in the field? Is the prior research that serves as the key support for the proposed project rigorous? If the aims of the project are achieved, how will scientific knowledge, technical capability, and/or clinical practice be improved? How will successful completion of the aims change the concepts, methods, technologies, treatments, services, or preventative interventions that drive this field? If the application is focused on refinement or hardening of existing genomics software and tools, are the existing software and tools of high value to the biomedical community? Will the proposed refinements represent substantial advances over the existing tools? Investigator(s) Are the PD(s)/PI(s), collaborators, and other researchers well suited to the project? If Early Stage Investigators or those in the early stages of independent careers, do they have appropriate experience and training? If established, have they demonstrated an ongoing record of accomplishments that have advanced their field(s)? If the project is collaborative or multi-PD/PI, do the investigators have complementary and integrated expertise; are their leadership approach, governance and organizational structure appropriate for the project? Innovation Does the application challenge and seek to shift current research or clinical practice paradigms by utilizing novel theoretical concepts, approaches or methodologies, instrumentation, or interventions? Are the concepts, approaches or methodologies, instrumentation, or interventions novel to one field of research or novel in a broad sense? Is a refinement, improvement, or new application of theoretical concepts, approaches or methodologies, instrumentation, or interventions proposed? Is the amount of innovation proposed appropriate given the type of project (e.g., methods development, methods refinement and hardening) and the approaches proposed? If the application focuses on refinement or hardening of existing software and tools, are the approaches anticipated to lead to significant gains in reproducibility, usability, portability, performance, or other highly-impactful improvements? Will the proposed activity allow the existing tools to be better used to advance scientific knowledge or clinical practice? Approach Are the overall strategy, methodology, and analyses well-reasoned and appropriate to accomplish the specific aims of the project? Have the investigators included plans to address weaknesses in the rigor of prior research that serves as the key support for the proposed project? Have the investigators presented strategies to ensure a robust and unbiased approach, as appropriate for the work proposed? Are potential problems, alternative strategies, and benchmarks for success presented? If the project is in the early stages of development, will the strategy establish feasibility and will particularly risky aspects be managed? Have the investigators presented adequate plans to address relevant biological variables, such as sex, for studies in vertebrate animals or human subjects? If the project involves human subjects and/or NIH-defined clinical research, are the plans to address 1) the protection of human subjects from research risks, and 2) inclusion (or exclusion) of individuals on the basis of sex/gender, race, and ethnicity, as well as the inclusion or exclusion of individuals of all ages (including children and older adults), justified in terms of the scientific goals and research strategy proposed? Does the application adequately address robust software development approaches and considerations of reproducibility, ease of integration into existing pipelines, portability, and other elements that enhance re-use of software, where applicable? Does the application demonstrate commitment to sharing and disseminating newly developed software and tools with the community in well-documented, robust and readily usable formats, where applicable? Does the application adequately address capabilities to handle scale of data at the appropriate level? Environment Will the scientific environment in which the work will be done contribute to the probability of success? Are the institutional support, equipment and other physical resources available to the investigators adequate for the project proposed? Will the project benefit from unique features of the scientific environment, subject populations, or collaborative arrangements? Additional Review Criteria As applicable for the project proposed, reviewers will evaluate the following additional items while determining scientific and technical merit, and in providing an overall impact score, but will not give separate scores for these items. Protections for Human Subjects For research that involves human subjects but does not involve one of the categories of research that are exempt under 45 CFR Part 46, the committee will evaluate the justification for involvement of human subjects and the proposed protections from research risk relating to their participation according to the following five review criteria: 1) risk to subjects, 2) adequacy of protection against risks, 3) potential benefits to the subjects and others, 4) importance of the knowledge to be gained, and 5) data and safety monitoring for clinical trials. For research that involves human subjects and meets the criteria for one or more of the categories of research that are exempt under 45 CFR Part 46, the committee will evaluate: 1) the justification for the exemption, 2) human subjects involvement and characteristics, and 3) sources of materials. For additional information on review of the Human Subjects section, please refer to the Guidelines for the Review of Human Subjects. Inclusion of Women, Minorities, and Individuals Across the Lifespan When the proposed project involves human subjects and/or NIH-defined clinical research, the committee will evaluate the proposed plans for the inclusion (or exclusion) of individuals on the basis of sex/gender, race, and ethnicity, as well as the inclusion (or exclusion) of individuals of all ages (including children and older adults) to determine if it is justified in terms of the scientific goals and research strategy proposed. For additional information on review of the Inclusion section, please refer to the Guidelines for the Review of Inclusion in Clinical Research. Vertebrate Animals The committee will evaluate the involvement of live vertebrate animals as part of the scientific assessment according to the following criteria: (1) description of proposed procedures involving animals, including species, strains, ages, sex, and total number to be used; (2) justifications for the use of animals versus alternative models and for the appropriateness of the species proposed; (3) interventions to minimize discomfort, distress, pain and injury; and (4) justification for euthanasia method if NOT consistent with the AVMA Guidelines for the Euthanasia of Animals. Reviewers will assess the use of chimpanzees as they would any other application proposing the use of vertebrate animals. For additional information on review of the Vertebrate Animals section, please refer to the Worksheet for Review of the Vertebrate Animal Section. Biohazards Reviewers will assess whether materials or procedures proposed are potentially hazardous to research personnel and/or the environment, and if needed, determine whether adequate protection is proposed. Resubmissions For Resubmissions, the committee will evaluate the application as now presented, taking into consideration the responses to comments from the previous scientific review group and changes made to the project. Renewals For Renewals, the committee will consider the progress made in the last funding period. Revisions For Revisions, the committee will consider the appropriateness of the proposed expansion of the scope of the project. If the Revision application relates to a specific line of investigation presented in the original application that was not recommended for approval by the committee, then the committee will consider whether the responses to comments from the previous scientific review group are adequate and whether substantial changes are clearly evident. Additional Review Considerations Note: Effective for due dates on or after January 25, 2023, the Data Sharing Plan and Genomic Data Sharing Plan (GDS) as part of the Resource Sharing Plan will not be evaluated at time of review. As applicable for the project proposed, reviewers will consider each of the following items, but will not give scores for these items, and should not consider them in providing an overall impact score. Applications from Foreign Organizations Reviewers will assess whether the project presents special opportunities for furthering research programs through the use of unusual talent, resources, populations, or environmental conditions that exist in other countries and either are not readily available in the United States or augment existing U.S. resources. Select Agent Research Reviewers will assess the information provided in this section of the application, including 1) the Select Agent(s) to be used in the proposed research, 2) the registration status of all entities where Select Agent(s) will be used, 3) the procedures that will be used to monitor possession use and transfer of Select Agent(s), and 4) plans for appropriate biosafety, biocontainment, and security of the Select Agent(s). Resource Sharing Plans Reviewers will comment on whether the following Resource Sharing Plans, or the rationale for not sharing the following types of resources, are reasonable: (1) Data Sharing Plan; (2) Sharing Model Organisms; and (3) Genomic Data Sharing Plan (GDS). Authentication of Key Biological and/or Chemical Resources: For projects involving key biological and/or chemical resources, reviewers will comment on the brief plans proposed for identifying and ensuring the validity of those resources. Budget and Period of Support Reviewers will consider whether the budget and the requested period of support are fully justified and reasonable in relation to the proposed research. 2. Review and Selection Process Applications will be evaluated for scientific and technical merit by (an) appropriate Scientific Review Group(s) convened by the Center for Scientific Review, in accordance with NIH peer review policy and procedures, using the stated review criteria. Assignment to a Scientific Review Group will be shown in the eRA Commons. As part of the scientific peer review, all applications: May undergo a selection process in which only those applications deemed to have the highest scientific and technical merit (generally the top half of applications under review) will be discussed and assigned an overall impact score. Will receive a written critique. Applications will be assigned to the appropriate NIH Institute or Center. Applications will compete for available funds with all other recommended applications . Following initial peer review, recommended applications will receive a second level of review by the National Advisory Council on Human Genome Research. The following will be considered in making funding decisions: Scientific and technical merit of the proposed project as determined by scientific peer review. Availability of funds. Relevance of the proposed project to program priorities. Expansion of the community of genomic researchers to include new investigators and early-stage investigators, and experienced investigators who are new to this field. Expansion of the community of genomic researchers to include investigators of diverse backgrounds, including groups generally underrepresented in the biomedical sciences. Broad relevance to many diseases and research questions. Adequacy of plans for sharing software, code, and data. Balance among topics in the set of awards chosen 3. Anticipated Announcement and Award Dates After the peer review of the application is completed, the PD/PI will be able to access his or her Summary Statement (written critique) via the eRA Commons. Refer to Part 1 for dates for peer review, advisory council review, and earliest start date. Information regarding the disposition of applications is available in the NIH Grants Policy Statement.
Source: the official PAR-21-254 announcement.
Other Eligible Applicants include the following: Alaska Native and Native Hawaiian Serving Institutions; Asian American Native American Pacific Islander Serving Institutions (AANAPISISs); Eligible Agencies of the Federal Government; Faith-based or Community-based Organizations; Hispanic-serving Institutions; Historically Black Colleges and Universities (HBCUs); Indian/Native American Tribal Governments (Other than Federally Recognized); Non-domestic (non-U.S.) Entities (Foreign Organizations); Regional Organizations; Tribally Controlled Colleges and Universities (TCCUs) ; U.S. Territory or…
Real funded projects under PAR-21-254 (public records). Study how they framed the work — then write your own.
BOSTON MEDICAL CENTER · FY2025
Project Summary / Abstract Emerging spatial subcellular transcriptomics technologies represent a major advancement in biological research, offering to study the relationship of gene expression and tissue architecture at unprecedented resolution and scale. These technologies promise to transform fields across the biomedical research by…
MASSACHUSETTS GENERAL HOSPITAL · FY2025
PROJECT SUMMARY ABSTRACT Genome-wide association studies (GWAS) have been remarkably successful at mapping genomic loci for complex human diseases. However, most studies use case-control designs based on disease occurrence at a specific time point, such as diagnosis. overlooking genetic factors that influence the course of disease over…
FRED HUTCHINSON CANCER CENTER · FY2025
Project Summary This project aims to develop a suite of advanced yet practical statistical tools with user-friendly interfaces to enhance the reliability and power of single-cell and spatial omics data analysis through experimental-data- based in silico data generation. Aim 1 focuses on developing statistical methods to generate in…
JOHNS HOPKINS UNIVERSITY · FY2025
PROJECT SUMMARY Next-generation sequencing is ubiquitous in the study of biology and disease. Analyzing a sequencing dataset involves taking DNA fragments and determining where each originated with respect to a reference genome, or with respect to a large collection of sequences like a pangenomic or taxonomic database. These databases…
PAR-21-254 may be closed, but similar opportunities open regularly. Get matched to open grants you qualify for, then let AI draft a first proposal — informed by what past winners wrote and the criteria reviewers score.
Last updated 2026-08-16.