Inclusion Criteria:  Participant agrees and is able to adhere to the study requirements for the length of the study, including undergoing both aCPET and SHAPE Test. Participant has a body mass index (BMI) range of 18.5 to 30 kg/m^2, inclusive and weighs at least 50 kg at screening. Participants with reduced maximum oxygen uptake due to poor SOE, defined as peak exercise ([Ca-VO2])/[Hb]) ≤ 0.85 and VO2max < 85% predicted in the absence of a cardiac or pulmonary mechanical limit, determined by aCPET within 6 months prior to day 1 or participants with reduced maximum oxygen uptake due to poor SOE, defined as peak exercise ([Ca-VO2])/[Hb]) ≤ 0.85 and VO2max < 85% predicted in the absence of a cardiac or pulmonary mechanical limit, determined by historical aCPET within 45 months of screening and confirmed reduction in skeletal muscle citrate synthase activity.  Female participant is not pregnant and at least 1 of the following conditions apply:  Not a woman of childbearing potential (WOCBP) WOCBP who agrees to follow the contraceptive guidance from the time of informed consent through at least 28 days after final IP administration. Female participant must agree not to breastfeed starting at screening and throughout the study period and for 28 days after final IP administration. Female participant must not donate ova starting at first dose of IP and throughout the study period and for 28 days after final IP administration. Male participant with female partner(s) of childbearing potential (including breastfeeding partner[s]) must agree to use contraception throughout the treatment period and for 28 days after final IP administration. Male participant must not donate sperm during the treatment period and for 28 days after final IP administration. Male participant with pregnant partner(s) must agree to remain abstinent or use a condom for the duration of the pregnancy throughout the study period and for 28 days after final IP administration. Participant agrees not to participate in another interventional study while participating in the present study.  Exclusion Criteria:  Participant has signs and/or symptoms due to a cerebellar, pyramidal, extrapyramidal or other nonmyopathic process (e.g., cerebellar dysfunctions, movement disorder) that would interfere in any nontrivial manner with aCPET or SHAPE Test. Participant has received any investigational therapy within 28 days or 5 half-lives, whichever is longer, prior to screening. Participant has any condition which makes the participant unsuitable for study participation. Participant has used moderate or strong inducers of CYP3A, CYP2C8 and CYP2C19 within the 3 months prior to day -1. Participant has cardiac troponin I (cTnI) > ULN (or cardiac troponin T > ULN if cTnI is not available) at screening. Participant has estimated glomerular filtration rate (eGFR) calculated by the modification of diet in renal disease equation < 60 mL/min per 1.73 m^2 at screening. Participant has at screening: total bilirubin (TBL) > upper limit of normal (ULN) or transaminase(s) (aspartate aminotransferase [AST] or alanine aminotransferase [ALT]) > ULN in the absence of elevations in creatine kinase. Participant has diabetes mellitus (types 1 or 2). Participant has mental conditions such as schizophrenia, bipolar disorder or major depressive disorder that has not been under control within 1 year prior to screening. Participant has severe behavioral or cognitive problems that preclude participation in the study. Participant has a history of suicide attempt, suicidal behavior or has any suicidal ideation within 1 year prior to screening that meets criteria at a level of 4 or 5 by using the Columbia-Suicide Severity Rating Scale (C-SSRS) or who is at significant risk to commit suicide. Participant has undergone an inpatient hospitalization within the 30 days prior to the randomization or has a planned hospitalization or a surgical procedure during the study, which may affect the study assessments. Participant has clinically significant respiratory disease and/or cardiac disease (medical history or current clinical findings) or prior interventional cardiac procedure (e.g., left heart catheterization which resulted in angioplasty/percutaneous coronary intervention, balloon valvuloplasty, etc.) within 3 months prior to randomization. Participant has a pacemaker, implantable cardioverter-defibrillator or cardiac resynchronization therapy device, or has a mean corrected QT interval using Fridericia's formula (QTcF) > 450 msec for male participants and > 470 msec for female participants at screening or randomization. If QTcF exceeds these limits, 1 additional triplicate ECG can be taken on the same day in order to determine the participant's eligibility.  Participant has ECG evidence of acute ischemia, atrial fibrillation or active conduction system abnormalities at screening, with the exception of any of the following:  First degree atrioventricular (AV)-block Second degree AV-block type 1 (Mobitz type 1/Wenckebach type) Right bundle branch block Participant has a seizure disorder that may interfere with their ability to complete all study requirements. Participant has an active malignancy or any other cancer from which the participant has been disease-free for < 5 years. Participant has a solid organ transplant and is currently receiving treatment with therapy for immunosuppression. Participant has a positive serology test for human immunodeficiency virus, hepatitis B or hepatitis C infection at screening. Participant has previously received ASP0367. Participant has a history of active substance abuse within 1 year prior to randomization. Participant has smoked, used tobacco-containing products and nicotine or nicotine-containing products (e.g., electronic vapes) within 6 months prior to screening or the participant tests positive for cotinine at screening or on day -1. Participant has a history of consuming > 14 units for male participants or 7 units for female participants of alcoholic beverages per week within 6 months prior to screening or has a history of alcoholism or drug/chemical/substance abuse within 2 years prior to screening (note: 1 unit = 12 ounces of beer, 4 ounces of wine, 1 ounce of spirits/hard liquor) or the participant tests positive for alcohol at screening or on day -1. Participant has used any drugs of abuse, that are not prescribed for a medical diagnosis (amphetamines, barbiturates, benzodiazepines, cannabinoids, cocaine and/or opiates) within 3 months prior to day -1 or the participant tests positive for drugs of abuse without a prescription (amphetamines, barbiturates, benzodiazepines, cannabinoids, cocaine and/or opiates) at screening or on day -1. Participant has used any PPAR ligands such as fibrates and thiazolidinediones (e.g., clinofibrate, clofibrate, fenofibrate, gemfibrozil, pioglitazone, rosiglitazone) within 4 weeks prior to randomization. Participant has used mestinon within 2 weeks prior to randomization. Participant has initiated the use of coenzyme Q10 (CoQ10), carnitine, creatine or other mitochondrial-focused supplements within 4 weeks prior to randomization. Participant has initiated an exercise regimen within 4 weeks prior to randomization. Participant has a known or suspected hypersensitivity to ASP0367 or any components of the formulation used. Participant has a positive result for SARS-CoV-2 polymerase chain reaction (PCR) test at screening.