Antimicrobial resistance

Addressing global public health challenges, by developing a quantum computing solution to improve current AI models, predict more quickly and accurately patterns of resistance and identifying new chemical compounds with low resistance on more targeted bacteria.

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Curated by OQI

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Outline of the use case

CONTRIBUTORS

University of Copenhagen Alphanosos
GARDP

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IMPACT/ CONTEXT

WHO declared antimicrobial resistance (AMR) as one of the top ten threats to global public health.  

Low- and middle- income countries, and certain population groups such as children and the elderly, are hit the hardest by AMR. AMR also has an economic cost, as it affects productivity and economic growth. The World Bank estimates that if AMR is unchecked, by 2030, an additional 24.1 million people could be forced into extreme poverty.

Despite the significant economic, environmental, and societal costs, the development of new antimicrobials has not kept pace with the emergence of resistance, leaving healthcare providers with fewer options for treating infections. No new classes of antibiotics have been discovered in the past decades. 

 

HOW QUANTUM COULD HELP

An approach to AMR research is to identify new drugs that have more targeted action to specific diseases and that are efficient against any known resistance mechanism. Machine learning methods are used to find new and efficient combination of compounds. Such predictive models learn relationships between large chemical diversity found in libraries of chemical compounds and experimental in vitro observations, and then predict novel mixes with improved efficacies (in terms of targeted disease treatment and resistance).

A quantum computing solution, based on quantum machine learning, could potentially be developed as an alternative or complement to classical machine learning algorithms for the prediction of patterns of resistance and of new chemical compounds with low resistance on more targeted bacteria. The key goal would be to obtain higher-quality mixes with fewer experimentation-learning cycles, as the number of cycles involves expensive on-demand experiments.

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OQI Partners are institutions that benefit from peer recognition for their scientific contributions or impact expertise.

Requirements:

  1. Either have served as OQI’s spearheading partners during its incubation phase or have consistently engaged resources to OQI’s work as OQI members for at least a year
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Description:

The Open Quantum Institute (OQI) is a multilateral governance initiative that promotes global and inclusive access to quantum computing and the development of applications for the benefit of humanity. As a novel science diplomacy instrument, it brings together research, diplomacy, private sector and philanthropy stakeholders. OQI is hosted by CERN during its pilot phase (2024-2026).

 

Mission:

Accelerating applications for humanity: Realising the full potential of quantum computing to have the widest possible societal impact by accelerating the development of use cases geared towards achieving the United Nations’ Sustainable Development Goals (SDGs) and succeeding framework , thanks to the combined forces of researchers, developers and entrepreneurs from academia and private sector as well as the United Nations, and large NGOs
Access for all: Providing global, inclusive and equitable access to a pool of public and private quantum computers and simulators available via the cloud
Advancing capacity building: Developing educational tools to enable everyone around the world to contribute to the development of quantum computing and make the most of the technology
Activating multilateral governance for the SDGs: Providing a neutral forum to help shape multilateral governance of quantum computing for the SDGs

 

Values:

Inclusivity, global scope
  • Enable people from all countries, regardless of whether they have any quantum computing capability of their own, to benefit from and to participate in the development of (i) quantum computing applications that address global challenges, in particular those that are closely related to their own specific challenges, and (ii) the multilateral governance of quantum computing for the SDGs
Openness
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  • Make openly available the results – outcomes of joint activities related to the OQI mission conducted by the OQI community – to society via open repositories and/or through the use of open licences
Focus on impact
  • Ensure that applications are developed for their quantum computing potential to tackle real-world problems that will benefit humanity
  • Consider and balance their ethical, legal, and societal implications
Independence
  • Enable everyone to participate free from individual, national, corporate or any other agendas
  • Develop applications with a technology neutral approach.
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  • Foster a community of diverse expertise, backgrounds and geographies, enabled by international cooperation and diplomacy

 

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