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H.R. 7907: AI-Ready Bio-Data Standards Act

This bill, titled the AI-Ready Bio-Data Standards Act, aims to ensure that biological datasets generated through federally funded research are suitable for use in artificial intelligence (AI) applications. Below is a summary of the primary components and provisions of the bill.

Purpose

The main goal of the bill is to direct the Director of the National Institute of Standards and Technology (NIST) to create definitions, standards, resources, and frameworks to make biological datasets "AI-ready." This means these datasets must be formatted and structured in a way that they can be effectively used to train AI models.

Establishment of Standards

Within two years of the enactment of the bill, the Director is required to:

  • Establish definitions for key terms such as "artificial intelligence-ready," "biomanufacturing," "biotechnology," and "qualified federally funded research."
  • Define what it means for a dataset to be "artificial intelligence-ready," ensuring that the datasets support advancements in AI and biotechnology.
  • Set standards for making biological datasets suitable for AI applications.
  • Create resources and frameworks that assist federal departments and researchers in developing AI-ready biological datasets.
  • Ensure that these standards do not impose excessive burdens on the recipients of federal research funding.

Annual Reviews and Updates

The Director will also conduct annual reviews of the established definitions and standards to determine if updates are necessary. This will ensure that the definitions and standards remain relevant and effective over time.

Collaboration and Consultation

To develop these definitions and standards, the Director will consult with:

  • Various federal departments, including Agriculture, Defense, and Energy.
  • Private sector entities in the biotechnology field.
  • Academia and relevant scientific communities.

Advisory Group

An advisory group will be established within 180 days of the bill's enactment. This group will:

  • Provide recommendations regarding the definitions and standards.
  • Review and give feedback on requests for assistance related to data standards.
  • Consist of members from various sectors, including federal agencies, academia, and the private sector.

Information Gathering

The Director is tasked with creating an inventory within one year of existing biotechnology standards and biological datasets that have been generated with federal funding. This inventory will be made public.

Testing and Evaluation

Within two years after enactment, the Director must conduct a test and evaluation of the definitions and standards using biological datasets generated through federally funded research. This will help assess:

  • The clarity and applicability of the defined standards.
  • Any potential burdens imposed on the recipients of federal funding.

Oversight Mechanisms

The Director will set up oversight mechanisms for managing the established standards, including:

  • A public database for AI-ready biological datasets.
  • A repository for publicly accessible data standards.

Reporting Requirements

The Director is required to submit various reports to Congress on the progress and implementation of the bill’s provisions, including an initial report one year after enactment and annual reports thereafter.

Sunset Clause

The provisions of this bill will remain in effect for ten years after its enactment, after which they will be re-evaluated.

Definitions

This bill includes specific definitions for important terms to ensure clarity regarding biological data and datasets as they relate to AI applications.

Relevant Companies

  • AMGN - Amgen Inc.: A biotechnology company that may be involved in creating datasets relevant to AI applications in drug development and research.
  • REGN - Regeneron Pharmaceuticals, Inc.: This company may be affected as it utilizes large biological datasets for research and development, thus requiring compliance with new standards.
  • ILMN - Illumina, Inc.: A company that provides genomic sequencing technologies; they may need to align their data products with new AI-ready standards.

This is an AI-generated summary of the bill text. There may be mistakes.

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Sponsors

3 bill sponsors

Actions

2 actions

Date Action
Mar. 12, 2026 Introduced in House
Mar. 12, 2026 Referred to the House Committee on Science, Space, and Technology.

Corporate Lobbying

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* Note that there can be significant delays in lobbying disclosures, and our data may be incomplete.

Potentially Relevant Congressional Stock Trades

Estimated excess return of the underlying stock since the transaction
Politician Stock Transaction Filed Traded
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Ro Khanna D / House
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AMGN AMGEN INC. CMN
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Jun 09, 2026 May 27, 2026 -
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Ro Khanna D / House
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AMGN AMGEN INC., CMN
Sale $15,001 - $50,000
Jun 09, 2026 May 15, 2026 -
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Gilbert Ray Cisneros, Jr. D / House
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REGN REGENERON PHARMACEUTICALS, INC. - COMMON STOCK
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Jun 08, 2026 May 15, 2026 -12.41%
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Ro Khanna D / House
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REGN REGENERON PHARMACEUTICAL INC CMN
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Ro Khanna D / House
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REGN REGENERON PHARMACEUTICAL INC CMN
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Ro Khanna D / House
AMGN logo
AMGN AMGEN INC. CMN
Purchase $15,001 - $50,000
Jun 09, 2026 May 01, 2026 -
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Ro Khanna D / House
AMGN logo
AMGN AMGEN INC. CMN
Sale $15,001 - $50,000
May 11, 2026 Apr 24, 2026 -0.98%
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Maria Elvira Salazar R / House
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AMGN AMGEN INC. - COMMON STOCK
Sale $15,001 - $50,000
May 08, 2026 Apr 17, 2026 -4.67%
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Ro Khanna D / House
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REGN REGENERON PHARMACEUTICAL INC. CMN
Purchase $1,001 - $15,000
May 11, 2026 Apr 13, 2026 -25.85%
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Ro Khanna D / House
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AMGN ■AMGEN INC CMN
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Apr 07, 2026 Mar 30, 2026 -15.79%
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Maria Elvira Salazar R / House
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AMGN AMGEN INC. - COMMON STOCK
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Apr 21, 2026 Mar 24, 2026 -11.44%
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David Taylor R / House
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AMGN AMGEN INC. - COMMON STOCK
Sale $1,001 - $15,000
Mar 06, 2026 Feb 26, 2026 -14.10%
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Ro Khanna D / House
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AMGN AMGEN INC. CMN
Purchase $15,001 - $50,000
Mar 09, 2026 Feb 24, 2026 -15.26%
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Julia Letlow R / House
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REGN REGENERON PHARMACEUTICALS, INC. - COMMON STOCK
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Mar 12, 2026 Feb 12, 2026 -30.48%
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Gilbert Ray Cisneros, Jr. D / House
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ILMN ILLUMINA, INC. - COMMON STOCK
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Mar 09, 2026 Feb 10, 2026 +28.46%
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Ro Khanna D / House
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REGN REGENERON PHARMACEUTICAL INC CM
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Feb 06, 2026 Jan 29, 2026 -24.90%
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Ro Khanna D / House
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ILMN _ILLUMINA, INC CMN
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Feb 06, 2026 Jan 29, 2026 +1.25%
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David Taylor R / House
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AMGN AMGEN INC. - COMMON STOCK
Sale $1,001 - $15,000
Feb 02, 2026 Jan 29, 2026 -3.45%
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Ro Khanna D / House
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REGN REGENERON PHARMACEUTICAL INC CMN
Purchase $1,001 - $15,000
Feb 06, 2026 Jan 23, 2026 -26.09%
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Ro Khanna D / House
AMGN logo
AMGN AMGEN INC. CMN
Sale $15,001 - $50,000
Feb 06, 2026 Jan 23, 2026 -4.74%
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David Taylor R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Purchase $1,001 - $15,000
Feb 02, 2026 Jan 16, 2026 +0.11%
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David Taylor R / House
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AMGN AMGEN INC. - COMMON STOCK
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Dec 05, 2025 Dec 03, 2025 -5.81%
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David Taylor R / House
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AMGN AMGEN INC. - COMMON STOCK
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Dec 05, 2025 Dec 03, 2025 -5.81%
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Gilbert Ray Cisneros, Jr. D / House
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REGN REGENERON PHARMACEUTICALS, INC. - COMMON STOCK
Purchase $1,001 - $15,000
Dec 15, 2025 Nov 18, 2025 -27.68%
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Ro Khanna D / House
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REGN REGENERON PHARMACEUTICAL INC CMN
Purchase $1,001 - $15,000
Dec 08, 2025 Nov 03, 2025 -12.92%
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Lisa C. McClain R / House
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ILMN ILLUMINA, INC. - COMMON STOCK
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Lisa C. McClain R / House
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ILMN ILLUMINA, INC. - COMMON STOCK
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Nov 21, 2025 Oct 30, 2025 +54.36%
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Lisa C. McClain R / House
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ILMN ILLUMINA, INC. - COMMON STOCK
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Nov 21, 2025 Oct 30, 2025 +54.36%
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Marjorie Taylor Greene R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Purchase $1,001 - $15,000
Oct 28, 2025 Oct 24, 2025 +11.99%
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Ro Khanna D / House
REGN logo
REGN REGENERON PHARMACEUTICAL INC CMN
Sale $1,001 - $15,000
Oct 03, 2025 Sep 29, 2025 -2.25%
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Ro Khanna D / House
AMGN logo
AMGN AMGEN INC. CMN
Sale $1,001 - $15,000
Oct 03, 2025 Sep 29, 2025 +17.65%
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Lisa C. McClain R / House
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AMGN AMGEN INC. - COMMON STOCK
Sale $1,001 - $15,000
Oct 22, 2025 Sep 25, 2025 +18.33%
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Marjorie Taylor Greene R / House
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AMGN AMGEN INC. - COMMON STOCK
Purchase $1,001 - $15,000
Sep 27, 2025 Sep 11, 2025 +12.61%
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Sheldon Whitehouse D / Senate
AMGN logo
AMGN Amgen Inc
Sale (Full) $1,001 - $15,000
Oct 03, 2025 Sep 04, 2025 +12.28%
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Ro Khanna D / House
REGN logo
REGN REGENERON PHARMACEUTICAL INC CMN
Purchase $1,001 - $15,000
Sep 09, 2025 Aug 26, 2025 -10.48%
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Ro Khanna D / House
REGN logo
REGN REGENERON PHARMACEUTICAL INC CMN
Purchase $1,001 - $15,000
Sep 09, 2025 Aug 26, 2025 -10.48%
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Ro Khanna D / House
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REGN REGENERON PHARMACEUTICAL INC CMN
Purchase $1,001 - $15,000
Sep 09, 2025 Aug 04, 2025 -10.09%
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Ro Khanna D / House
REGN logo
REGN REGENERON PHARMACEUTICAL INC CMN
Purchase $1,001 - $15,000
Sep 09, 2025 Aug 04, 2025 -10.09%
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Ro Khanna D / House
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REGN REGENERON PHARMACEUTICAL INC CMN
Sale $1,001 - $15,000
Aug 07, 2025 Jul 25, 2025 -7.39%
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Ro Khanna D / House
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REGN REGENERON PHARMACEUTICAL INC CMN
Sale $1,001 - $15,000
Aug 07, 2025 Jul 25, 2025 -7.39%
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Ro Khanna D / House
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REGN REGENERON PHARMACEUTICAL INC CMN
Sale $1,001 - $15,000
Aug 07, 2025 Jul 01, 2025 -5.30%
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Ro Khanna D / House
REGN logo
REGN REGENERON PHARMACEUTICAL INC CMN
Sale $1,001 - $15,000
Aug 07, 2025 Jul 01, 2025 -5.30%
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Lisa C. McClain R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Purchase $1,001 - $15,000
Aug 13, 2025 Jun 24, 2025 +5.88%
Congress pfp
Lisa C. McClain R / House
ILMN logo
ILMN ILLUMINA, INC. - COMMON STOCK
Purchase $1,001 - $15,000
Aug 13, 2025 Jun 09, 2025 +66.70%
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Cliff Bentz R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Purchase $1,001 - $15,000
Jul 09, 2025 Jun 06, 2025 -1.71%
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Ro Khanna D / House
REGN logo
REGN REGENERON PHARMACEUTICAL INC CMN
Sale $1,001 - $15,000
Jun 10, 2025 May 28, 2025 -22.46%
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Ro Khanna D / House
REGN logo
REGN REGENERON PHARMACEUTICAL INC CMN
Purchase $1,001 - $15,000
Jun 10, 2025 May 19, 2025 -21.76%
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Robert Bresnahan R / House
REGN logo
REGN REGENERON PHARMACEUTICALS, INC. - COMMON STOCK
Purchase $1,001 - $15,000
Jun 09, 2025 May 15, 2025 -20.66%
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Marjorie Taylor Greene R / House
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AMGN AMGEN INC. - COMMON STOCK
Purchase $1,001 - $15,000
May 19, 2025 May 14, 2025 +8.93%
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Jefferson Shreve R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Sale $15,001 - $50,000
Jun 22, 2025 May 12, 2025 +1.80%
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Marjorie Taylor Greene R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Purchase $1,001 - $15,000
May 06, 2025 May 05, 2025 -5.04%
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Jared Moskowitz D / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Purchase $1,001 - $15,000
May 09, 2025 Apr 16, 2025 -15.67%
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Jared Moskowitz D / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Purchase $1,001 - $15,000
May 09, 2025 Apr 16, 2025 -15.67%
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Ro Khanna D / House
REGN logo
REGN REGENERON PHARMACEUTICAL INC CMN
Sale $1,001 - $15,000
May 12, 2025 Apr 15, 2025 -27.94%
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Tommy Tuberville R / Senate
AMGN logo
AMGN Amgen Inc
Sale (Full) $15,001 - $50,000
May 15, 2025 Apr 15, 2025 -17.95%
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Jefferson Shreve R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Purchase $15,001 - $50,000
May 08, 2025 Apr 11, 2025 -15.03%
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Byron Donalds R / House
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REGN REGENERON PHARMACEUTICALS, INC. - COMMON STOCK
Sale $1,001 - $15,000
May 24, 2025 Apr 10, 2025 -29.06%
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Byron Donalds R / House
REGN logo
REGN REGENERON PHARMACEUTICALS, INC. - COMMON STOCK
Sale $1,001 - $15,000
May 24, 2025 Apr 10, 2025 -29.06%
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Ro Khanna D / House
REGN logo
REGN REGENERON PHARMACEUTICAL INC -CMN
Purchase $1,001 - $15,000
May 12, 2025 Apr 09, 2025 -30.15%
Congress pfp
Ro Khanna D / House
AMGN logo
AMGN AMGEN INC. CMN
Purchase $1,001 - $15,000
May 12, 2025 Apr 09, 2025 -14.82%
Congress pfp
Robert Bresnahan R / House
REGN logo
REGN REGENERON PHARMACEUTICALS, INC. - COMMON STOCK
Sale $1,001 - $15,000
May 08, 2025 Apr 08, 2025 -39.01%
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Robert Bresnahan R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Sale $1,001 - $15,000
May 08, 2025 Apr 08, 2025 -22.79%
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Jefferson Shreve R / House
REGN logo
REGN REGENERON PHARMACEUTICALS, INC. - COMMON STOCK
Sale $15,001 - $50,000
May 08, 2025 Apr 07, 2025 -39.89%
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Thomas H. Kean, Jr. R / House
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ILMN ILLUMINA, INC. - COMMON STOCK
Purchase $1,001 - $15,000
May 15, 2025 Apr 01, 2025 +74.21%
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Julie Johnson D / House
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REGN REGENERON PHARMACEUTICALS, INC. - COMMON STOCK
Sale $1,001 - $15,000
May 14, 2025 Apr 01, 2025 -32.67%
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Thomas H. Kean, Jr. R / House
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ILMN ILLUMINA, INC. - COMMON STOCK
Purchase $1,001 - $15,000
Apr 18, 2025 Apr 01, 2025 +74.21%
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Ro Khanna D / House
REGN logo
REGN REGENERON PHARMACEUTICAL INC CMN
Sale $1,001 - $15,000
Mar 06, 2025 Feb 25, 2025 -39.92%
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Ro Khanna D / House
ILMN logo
ILMN ILLUMINA, INC CMN
Sale $1,001 - $15,000
Mar 06, 2025 Feb 25, 2025 +44.17%
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Robert Bresnahan R / House
REGN logo
REGN REGENERON PHARMACEUTICALS, INC. - COMMON STOCK
Sale $1,001 - $15,000
Mar 27, 2025 Feb 25, 2025 -39.92%
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Jefferson Shreve R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Purchase $15,001 - $50,000
Mar 09, 2025 Feb 24, 2025 -9.70%
Congress pfp
Ro Khanna D / House
REGN logo
REGN REGENERON PHARMACEUTICAL INC CMN
Sale $1,001 - $15,000
Mar 06, 2025 Feb 19, 2025 -31.41%
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Ro Khanna D / House
AMGN logo
AMGN AMGEN INC. CMN
Sale $1,001 - $15,000
Mar 06, 2025 Feb 19, 2025 -0.49%
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Julie Johnson D / House
REGN logo
REGN REGENERON PHARMACEUTICALS, INC. - COMMON STOCK
Sale $1,001 - $15,000
Mar 12, 2025 Feb 12, 2025 -30.40%
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Daniel Meuser R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Sale $1,001 - $15,000
Aug 20, 2025 Feb 11, 2025 -2.99%
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Josh Gottheimer D / House
REGN logo
REGN REGENERON PHARMACEUTICALS, INC. - COMMON STOCK
Sale $1,001 - $15,000
Feb 10, 2025 Jan 24, 2025 -31.11%
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Ro Khanna D / House
AMGN logo
AMGN AMGEN INC. CMN
Purchase $1,001 - $15,000
Feb 06, 2025 Jan 22, 2025 +7.38%
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Ro Khanna D / House
REGN logo
REGN REGENERON PHARMACEUTICAL INC CMN
Purchase $1,001 - $15,000
Feb 06, 2025 Jan 17, 2025 -34.01%
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Julie Johnson D / House
REGN logo
REGN REGENERON PHARMACEUTICALS, INC. - COMMON STOCK
Purchase $1,001 - $15,000
Feb 12, 2025 Jan 15, 2025 -37.81%
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Emily Randall D / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Sale $1,001 - $15,000
Feb 11, 2025 Jan 06, 2025 +12.58%
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Virginia Foxx R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Purchase $1,001 - $15,000
Jan 06, 2025 Dec 06, 2024 +8.05%
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Josh Gottheimer D / House
REGN logo
REGN REGENERON PHARMACEUTICALS, INC. - COMMON STOCK
Sale $1,001 - $15,000
Dec 05, 2024 Nov 29, 2024 -41.36%
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Julia Letlow R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Sale $1,001 - $15,000
Jan 13, 2026 Nov 19, 2024 +1.00%
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Josh Gottheimer D / House
REGN logo
REGN REGENERON PHARMACEUTICALS, INC. - COMMON STOCK
Sale $1,001 - $15,000
Dec 05, 2024 Nov 19, 2024 -43.18%
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Ro Khanna D / House
AMGN logo
AMGN AMGEN INC. CMN
Sale $15,001 - $50,000
Dec 05, 2024 Nov 15, 2024 -1.61%
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Jonathan L. Jackson D / House
REGN logo
REGN REGENERON PHARMACEUTICALS, INC. - COMMON STOCK
Sale $15,001 - $50,000
Dec 12, 2024 Nov 13, 2024 -47.86%
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Ro Khanna D / House
REGN logo
REGN REGENERON PHARMACEUTICAL INC CMN
Sale $1,001 - $15,000
Dec 05, 2024 Nov 12, 2024 -49.47%
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Ro Khanna D / House
AMGN logo
AMGN AMGEN INC. CMN
Purchase $1,001 - $15,000
Dec 05, 2024 Nov 12, 2024 -5.62%
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Jonathan L. Jackson D / House
REGN logo
REGN REGENERON PHARMACEUTICALS, INC. - COMMON STOCK
Sale $1,001 - $15,000
Dec 12, 2024 Nov 01, 2024 -57.11%
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Josh Gottheimer D / House
REGN logo
REGN REGENERON PHARMACEUTICALS, INC. - COMMON STOCK
Sale $1,001 - $15,000
Nov 06, 2024 Oct 23, 2024 -63.13%
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Julia Letlow R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Purchase $1,001 - $15,000
Jan 13, 2026 Oct 23, 2024 -15.76%
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Greg Landsman D / House
REGN logo
REGN REGENERON PHARMACEUTICALS, INC. - COMMON STOCK
Sale $1,001 - $15,000
Nov 14, 2024 Oct 15, 2024 -67.54%
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Ro Khanna D / House
AMGN logo
AMGN AMGEN INC. CMN
Purchase $1,001 - $15,000
Nov 08, 2024 Oct 14, 2024 -17.75%
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Ro Khanna D / House
AMGN logo
AMGN AMGEN INC. CMN
Purchase $1,001 - $15,000
Nov 08, 2024 Oct 11, 2024 -20.03%
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Sheldon Whitehouse D / Senate
AMGN logo
AMGN Amgen Inc
Sale (Partial) $1,001 - $15,000
Oct 10, 2024 Sep 17, 2024 -25.21%
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Ro Khanna D / House
AMGN logo
AMGN AMGEN INC. CMN
Purchase $1,001 - $15,000
Oct 04, 2024 Sep 09, 2024 -26.99%
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Michael C. Burgess R / House
ILMN logo
ILMN ILLUMINA, INC. - COMMON STOCK
Sale $15,001 - $50,000
Sep 24, 2024 Sep 03, 2024 -10.14%
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Michael C. Burgess R / House
ILMN logo
ILMN ILLUMINA, INC. - COMMON STOCK
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Oct 01, 2024 Aug 30, 2024 -8.50%
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Scott Franklin R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Purchase $50,001 - $100,000
Aug 20, 2024 Aug 07, 2024 -29.62%
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Scott Franklin R / House
AMGN logo
AMGN C�������: OUR BROKER PURCHASED SHARES OF 29 STOCKS IN MY SPOUSE'S ROTH IRA ON 8/7/24 IN ORDER TO REBALANCE THE PORTFOLIO IN ACCORDANCE WITH THE FIRM'S INVESTMENT STRATEGY FOR ACCOUNTS THAT SIZE. HE FAILED TO NOTIFY ME OF THESE TRANSACTIONS AND IT WASN'T DISCOVERED UNTIL I WAS ATTEMPTING TO RECONCILE OUR INVESTMENT HOLDINGS FOR MY 2024 FINANCIAL DISCLOSURE. SP AMGEN INC. - COMMON STOCK
Purchase $1,001 - $15,000
Jul 03, 2025 Aug 07, 2024 -29.62%
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Scott Franklin R / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Purchase $1,001 - $15,000
Aug 20, 2024 Aug 02, 2024 -33.03%
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Ro Khanna D / House
REGN logo
REGN REGENERON PHARMACEUTICAL INC CMN
Sale $1,001 - $15,000
Sep 06, 2024 Aug 02, 2024 -82.45%
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Ro Khanna D / House
AMGN logo
AMGN AMGEN INC. CMN
Sale $15,001 - $50,000
Sep 06, 2024 Aug 02, 2024 -33.03%
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Ro Khanna D / House
REGN logo
REGN REGENERON PHARMACEUTICAL INC CMN
Sale $1,001 - $15,000
Sep 06, 2024 Aug 02, 2024 -82.45%
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Ro Khanna D / House
AMGN logo
AMGN AMGEN INC. CMN
Sale $15,001 - $50,000
Sep 06, 2024 Aug 02, 2024 -33.03%
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Ro Khanna D / House
ILMN logo
ILMN ILLUMINA, INC CMN
Sale $1,001 - $15,000
Aug 07, 2024 Jul 02, 2024 +18.19%
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Ro Khanna D / House
AMGN logo
AMGN AMGEN INC. CMN
Purchase $1,001 - $15,000
Aug 07, 2024 Jul 02, 2024 -21.07%
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Kathy E. Manning D / House
AMGN logo
AMGN AMGEN INC. - COMMON STOCK
Purchase $1,001 - $15,000
Aug 16, 2024 Jul 02, 2024 -21.07%
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Josh Gottheimer D / House
REGN logo
REGN REGENERON PHARMACEUTICALS, INC. - COMMON STOCK
Sale $1,001 - $15,000
Aug 15, 2024 Jul 01, 2024 -77.94%