AoU_CLAD_ROA-OTA-23-003 Appendix D - Data Tier Alignment.docx.pdf
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- Research Opportunity Announcement (ROA): All of Us Center for Linkage and Acquisition of Data (CLAD)
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- OTA-23-003
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APPENDIX D: ALIGNMENT OF DATA LINKAGES WITH DATA TIERS AND
INFORMED CONSENT
The All of Us Research Program can only pursue data linkages that align with the informed consent that program participants agree to. The primary consent to participate in the program is broad and should cover most data linkages. The consent informs prospective participants that we will add passive data about their health from sources other than the data they provide to the All of Us Research Program. The consent informs participants that linkages may be done based on where they live and work, or based on data that identifies them. Participants are provided with examples. The consent also informs participants that the Institutional Review Board will review and approve each data linkage.
All of Us currently makes participant data available to researchers on the RW through the following three tiers:
a) Public Tier: aggregate data and summary statistics;
b) Registered Tier: participant-level data subject to a high degree of privacy-preserving obfuscation and transformation; and
c) Controlled Tier: participant-level data with additional data types and fewer such transformations.
Use of any tier falls under a non-human subjects research (non-HSR) designation, in which participant identities may not “readily be ascertained by the investigator or associated with the information”(45 CFR 46.102, pre-2018 Common Rule).
The DRC has privacy experts that work to ensure that each tier maintains its non-HSR status and that the risks of re-identification are kept sufficiently low. The following table indicates what data types can currently be made available through the Registered and Controlled Tiers based on the assessments they have conducted to date and as approved by the All of Us Research Program Committee on Access, Privacy, and Security (CAPS). Information on the current data dictionaries can be found on the RW User Support website. More information on the RW data tiers can be found on the Research Hub.
Based on these determinations, there are data types that cannot currently be made available under any existing tiers. Consequently, the awardee will need to develop data de-identification, degradation, or obfuscation methods to ensure that linked data can be incorporated, as appropriate, into one or more tiers. Note, the All of Us Research Program is currently investigating an additional tier that may allow for inclusion of additional data types.
Data Element Registered Tier Controlled Tier
Explicit identifiers Suppress Suppress
Free text fields in survey and unstructured clinical documents
Suppress Suppress
Dates (of events) Random shift As Collected (unshifted) https://support.researchallofus.org/hc/en-us/articles/360033200232-Data-dictionaries-for-Curated-Data-Repository-CDR-https://www.researchallofus.org/data-tools/data-access/
Backward by a random number between 1 to 365
Date of Birth Random shift Backward by a random number between 1 to 365
Generalize to year of birth
Date of Death Random shift Backward by a random number between 1 to 365
As Collected (unshifted)
Data of participants age >89 Suppress As Collected
Geolocation Generalize to U.S. state Generalize the first three digits of zip code. In cases of less than 20,000 of participants in a 3-digit zip code area, those participants will be aggregated into another nearby local 3-digit zip code
Marital status As Collected As Collected
Living situation PPI (survey): Where are you currently living?
Suppress As Collected
Own or rent As Collected As Collected
Self-identified race and ethnicity (broad categories) e.g.: Asian, White, Black, MENA, etc.
Generalize As Collected
Self-identified race and ethnicity (subcategories) e.g.: Hmong, Filipino, Caribbean
Suppress Suppress
Sex assigned at birth (PPI)* Generalize As Collected
Gender identity (PPI) Generalize As Collected
Sexual orientation (PPI) Generalize As Collected
Race and Ethnicity (EHR) Suppress Value from EHR is suppressed to harmonize with PPI data
As Collected
Sex/Gender (EHR) Suppress Value from EHR is suppressed to harmonize with PPI data
As Collected
ICD codes indicative of suppressed sex/gender
Suppress As Collected
Educational attainment level Generalize As Collected
Employment status Generalize As Collected
Annual household income As Collected As Collected
Death cause i.e., Death cause noted in the EHR, including relevant diagnosis codes
Suppress As Collected
Diagnosis codes subject to public knowledge
Suppress As Collected
ICD Codes indicative of motor vehicle accidents
ICD9 E80*-E84*, ICD10 V*
Suppress Suppress
Active duty military status Suppress As Collected
Born in U.S. or not As Collected As Collected
Genomic data Includes program-generated Whole Genome Sequencing and Array data
Suppress As Collected
Note: ‘As Collected’ indicates that there will be no change to the data for the purpose of privacy protection *Free text responses will be suppressed.
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