19The cardiac muscle proteins, generating and regulating energy transduction during a heartbeat, 20 assemble in the sarcomere into a cyclical machine repetitively translating actin relative to myosin 21 filaments. Myosin is the motor transducing ATP free energy into actin movement against 22 resisting force. Cardiac myosin binding protein C (mybpc3) regulates shortening velocity 23 probably by transient N-terminus binding to actin while its C-terminus strongly binds the myosin 24 filament. Inheritable heart disease associated mutants frequently modify these proteins involving 25 them in disease mechanisms. Nonsynonymous single nucleotide polymorphisms (SNPs) cause 26 single residue substitutions with independent characteristics (sequence location, residue 27 substitution, human demographic, and allele frequency) hypothesized to decide dependent 28 phenotype and pathogenicity characteristics in a feed-forward Neural network model. Trial 29 models train and validate on a dynamic worldwide SNP database for cardiac muscle proteins 30 then predict phenotype and pathogenicity for any single residue substitution in myosin, mybpc3, 31 or actin. A separate Bayesian model formulates conditional probabilities for phenotype or 32 pathogenicity given independent SNP characteristics. Neural/Bayes forecasting tests SNP 33 pathogenicity vs (in)dependent SNP characteristics to assess individualized disease risk and in 34 particular to elucidate gender and human subpopulation bias in disease. Evident subpopulation 35 bias in myosin SNP pathogenicities imply myosin normally engages other sarcomere proteins 36 functionally. Consistent with this observation, mybpc3 forms a third actomyosin interaction 37competing with myosin essential light chain N-terminus suggesting a novel strain-dependent 38 mechanism adapting myosin force-velocity to load dynamics. The working models, and the 39 integral myosin/mybpc3 motor concept, portends the wider considerations involved in 40 understanding heart disease as a systemic maladaptation. 41 3 KEYWORDS 42 cardiac ventricular myosin, cardiac atrial myosin, cardiac myosin binding protein C, cardiac 43 actin, inheritable heart disease mechanism, machine learning, autonomous motor; hypertrophic 44 cardiomyopathy; dilated cardiomyopathy; restrictive cardiomyopathy; gender based risk 45 assessment 46 47 The cardiac muscle proteins generate and regulate energy transduction during a heartbeat. They 48 assemble into a cyclical machine in the sarcomere that repetitively translates actin relative to 49 myosin filaments. Myosin is the 50 motor transducing ATP free energy 51 to the work of moving actin against 52 resisting force. Cardiac myosin 53 binding protein C (mybpc3) 54 regulates shortening velocity 55 probably by binding transiently to 56 actin while stably bound to the 57 myosin filament.58Myosin (Fig 1) has a 140 59 kDa N-terminal globular head 60 called subfragment 1 (S1) and an 61 extended α-helical tail domain 62 (LMM+S2). Tail domains form 63 dimers that self-assemble into 64 myosin thick f...