Adapting Iron-Related Biological Mechanisms for Industrial and Environmental Applications

Publication ID: 24-11857532_0007_PTD
Published: October 28, 2025
Category:New Applications & Use Cases

Legal Citation

pr1or.art Inc., “Adapting Iron-Related Biological Mechanisms for Industrial and Environmental Applications,” Published Technical Disclosure No. 24-11857532_0007_PTD, Published October 28, 2025, available at https://archive.pr1or.art/24-11857532_0007_PTD
This technical disclosure describes improvements that would be readily apparent to a Person Having Ordinary Skill In The Art (PHOSITA) when considered in combination with the foundational architecture disclosed in U.S. Patent No. 11,857,532.

Summary of the Inventive Concept

This inventive concept leverages the understanding of iron-related biological mechanisms in Friedreich ataxia to develop innovative solutions for various industries, including agriculture, energy storage, corrosion detection, wind energy, and water quality monitoring.

Background and Problem Solved

The original patent focused on treating and predicting therapeutic responses in Friedreich ataxia patients. However, the underlying biological mechanisms related to iron content and cellular responses have broader implications. This inventive concept addresses the limitations of the original patent by applying these mechanisms to entirely new fields, providing novel solutions to pressing industrial and environmental challenges.

Detailed Description of the Inventive Concept

The new claims describe systems and methods that utilize iron content measurements and predictive models trained on Friedreich ataxia patient data to optimize crop yields, energy storage, corrosion detection, wind turbine efficiency, and water quality monitoring. These applications exploit the understanding of iron's role in cellular responses, allowing for more accurate predictions and improved outcomes in these diverse fields.

Novelty and Inventive Step

The inventive concept's novelty lies in the unexpected application of iron-related biological mechanisms to industrial and environmental contexts, which is non-obvious compared to the original patent's focus on therapeutic responses in Friedreich ataxia patients.

Alternative Embodiments and Variations

Alternative embodiments may include using different types of sensors or predictive models, integrating with existing systems, or applying the concept to other industries, such as manufacturing or construction.

Potential Commercial Applications and Market

This inventive concept has significant commercial potential, as it addresses pressing challenges in various industries, including agriculture, energy, and environmental monitoring. The target market includes companies and organizations operating in these sectors, as well as government agencies and research institutions.

Field of Art

Biomedical engineering, cellular biology, and data-driven predictive modeling with a focus on iron metabolism and cellular mechanisms

Person of Ordinary Skill (PHOSITA) Profile

A researcher or engineer with expertise in cellular biology, data analysis, interdisciplinary technology transfer, and experience applying biological mechanisms to practical engineering challenges

Obviousness Rationale

A PHOSITA would recognize that the fundamental insights about iron content measurement and predictive modeling from the Friedreich ataxia patent could be systematically applied to various industrial and environmental domains. The core technical principle of measuring iron content and developing predictive models represents a generalizable approach that can be readily translated across different technical contexts. The PTD demonstrates a straightforward extension of the source patent's core methodological insights by replacing the medical diagnostic context with industrial monitoring and optimization scenarios.

Obvious Combinations & Variations

Source Patent Element
Measuring total cellular iron content in peripheral blood mononuclear cells
PTD Variation
Measuring iron content in soil samples, battery cells, industrial fluids, wind turbine components, and water samples
Obviousness Reasoning
A PHOSITA would recognize that iron content measurement techniques are transferable across different material systems using standard sensor technologies and that predictive modeling approaches can be adapted to various domains with minimal technical complexity
Source Patent Element
Predictive modeling based on cellular iron measurements
PTD Variation
Developing predictive models for crop yields, energy storage efficiency, corrosion risk, wind turbine performance, and water quality
Obviousness Reasoning
The fundamental data analysis and machine learning techniques used in medical diagnostics are directly applicable to industrial prediction scenarios, representing a predictable technological transfer
Source Patent Element
Understanding iron's role in cellular metabolic processes
PTD Variation
Applying iron metabolism insights to optimize technological systems and environmental monitoring
Obviousness Reasoning
A PHOSITA would recognize that fundamental biological mechanisms often have broad applicability across different technical domains, making such technological translation an obvious design choice
Source Patent Element
Measuring and analyzing iron content as a diagnostic technique
PTD Variation
Using iron content measurements as a predictive and optimization tool in non-medical contexts
Obviousness Reasoning
The technical principle of using quantitative measurements to understand system behavior is a well-established engineering approach that would be obvious to extend across different fields
35 U.S.C. § 103 Summary: Based on the teachings of US Patent 11857532, a person of ordinary skill in the art would find the claimed variations in the published technical disclosure to be obvious extensions of the source patent's fundamental methodological insights. The systematic application of iron content measurement and predictive modeling techniques across diverse industrial and environmental domains represents a predictable technological translation that does not require inventive complexity beyond the capabilities of an ordinary skilled practitioner.

Original Patent Information

Patent NumberUS 11,857,532
TitleTreatment and prediction of therapeutic responses in patients suffering from Friedreich ataxia
Assignee(s)INSERM (INSTITUT NATIONAL DE LA SANTÉ ET DE LA RECHERCHE MÉDICALE), The Assistance Publique—Hôpitaux de Paris (APHP), FONDATION IMAGINE