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US 2026/0216205 A1Published application
Systems and methods for treating heart failure with preserved ejection fraction
AssigneeInvivosciences, Inc.
InventorTetsuro Wakatsuki
Life of this patent
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Abstract
Disclosed herein are methods of treating selected patients of heart failure with preserved ejection fraction (HFpEF) using computer-aided patient stratification. Also disclosed herein are computer-implemented methods for classifying patients who may respond to the Rho-kinase inhibitor and show clinical efficacy.
Claims20
A method of treating heart failure with preserved ejection fraction (HFpEF), the method comprising:
- administering a therapeutically effective amount of a Rho-kinase inhibitor, an anti-fibrosis compound, or a pharmaceutically acceptable salt, ester, or solvate thereof, to a subject experiencing:
- diastolic dysfunction,
- cardiac fibrosis,
- pulmonary hypertension, and
- a left ventricular ejection fraction of ≥50%,
- wherein the subject does not have cardiac amyloid deposits.
3 more elements
A computer-implemented method, the computer implemented method comprising:
- executing, by one or more processors, a feedforward artificial intelligence, the executing the machine learning algorithm comprising:
- receiving, by one or more processors, a plurality of patient parameters, the plurality of patient parameters comprising:
- one or more patients having diastolic dysfunction and one or more patients not having diastolic dysfunction,
- one or more patients having cardiac fibrosis and one or more patients not having cardiac fibrosis,
- one or more patients having pulmonary hypertension and one or more patients not having pulmonary hypertension,
- one or more patients having a left ventricular ejection fraction of ≥50%, and one or more patients not having a left ventricular ejection fraction of ≥50%,
- and
- one or more patients having cardiac amyloid deposits and one or more patients not having cardiac amyloid deposits,
- analyzing, by one or more processors, the plurality of patient parameters,
- arranging, by one or more processors, the plurality of patient parameters into neurons of an input layer of an artificial neural network,
- applying, by one or more processors, a weight to the plurality of patient parameters arranged in the input layer,
- arranging, by one or more processors, the weighted plurality of patient parameters to one or more hidden layers of the feedforward artificial neural network, and
- generating, by one or more processors, a plurality of optimized data sets of patient parameters;
- executing, by one or more processors, a cluster analysis, the executing comprising:
- receiving, by one or more processors, a plurality of optimized data sets of patient parameters,
- wherein the plurality of optimized data sets of patient parameters includes data of a plurality of patients;
- analyzing, by one or more processors, the plurality of optimized data sets of patient parameters,
- identifying, by one or more processors, a plurality of populations among the plurality of optimized data sets of patient parameters, and
- generating, by one or more processors, one or more clusters of the plurality of populations,
- analyzing, by one or more processors, the one or more clusters of the plurality of populations generated by the cluster analysis, and
- generating, by one or more processors, a set of instructions to administer an effective amount of a Rho-kinase inhibitor, an anti-fibrosis compound, or a pharmaceutically acceptable salt, ester, or solvate thereof, to a subject experiencing:
- diastolic dysfunction,
- cardiac fibrosis,
- pulmonary hypertension, and
- a left ventricular ejection fraction of ≥50%,
- wherein the subject does not have cardiac amyloid deposits, and
- administering to the subject a therapeutically effective amount of the Rho-kinase inhibitor, the anti-fibrosis compound, or the pharmaceutically acceptable salt, ester or solvate thereof.
24 more elements
A method of reducing the stiffness of heart tissue, the method comprising:
- administering a therapeutically effective amount of a Rho-kinase inhibitor, an anti-fibrosis compound, or a pharmaceutically acceptable salt, ester, or solvate thereof, to a subject experiencing:
- diastolic dysfunction,
- cardiac fibrosis,
- pulmonary hypertension, and
- a left ventricular ejection fraction of ≥50%,
- wherein the subject does not have cardiac amyloid deposits.
3 more elements
Dependencies are inferred from the claim text.