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Dr. Andrej Mošat` Prof. A. Linninger, Laboratory for Product and Process Design, M/C 063 University of Illinois at Chicago 04 August 2010. Research Summary 08/2010. Autoregulation in Brain publication quality network image generator: Vector format. Kinetic Inversion on Cyclosporine A case.
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Dr. Andrej Mošat` Prof. A. Linninger, Laboratory for Product and Process Design, M/C 063University of Illinois at Chicago 04 August 2010 Research Summary 08/2010
Autoregulation in Brain publication quality network image generator: Vector format
Kinetic Inversion on Cyclosporine A case • F(1) = fup*( !+Terminal - fl(1)*cp(1) ) -kph*cp(1)*fup*Vb(1) +khp*ch(1)*fh*Vb(1) -kpa*cp(1)*fup*Vb(1) +kap*ca(1)*fa*Vb(1) - yp(1) • F(2) = fup*( + fl(27)*cp(27) + fl(29)*cp(29) - fl(2)*cp(2) ) -kph*cp(2)*fup*Vb(2) +khp*ch(2)*fh*Vb(2) -kpa*cp(2)*fup*Vb(2) +kap*ca(2)*fa*Vb(2) -kpQ(2)*cp(2)*fup*Vb(2) +kQp(2)*cQ(2)*VQ(2) - yp(2) • F(3) = fup*( + fl(30)*cp(30) - fl(3)*cp(3) ) -kph*cp(3)*fup*Vb(3) +khp*ch(3)*fh*Vb(3) -kpa*cp(3)*fup*Vb(3) +kap*ca(3)*fa*Vb(3) -kpQ(3)*cp(3)*fup*Vb(3) +kQp(3)*cQ(3)*VQ(3) - yp(3) • F(4) = fup*( + fl(16)*cp(16) - fl(4)*cp(4) ) -kph*cp(4)*fup*Vb(4) +khp*ch(4)*fh*Vb(4) -kpa*cp(4)*fup*Vb(4) +kap*ca(4)*fa*Vb(4) -kpQ(4)*cp(4)*fup*Vb(4) +kQp(4)*cQ(4)*VQ(4) - yp(4) • F(5) = fup*( + fl(17)*cp(17) - fl(5)*cp(5) ) -kph*cp(5)*fup*Vb(5) +khp*ch(5)*fh*Vb(5) -kpa*cp(5)*fup*Vb(5) +kap*ca(5)*fa*Vb(5) -kpQ(5)*cp(5)*fup*Vb(5) +kQp(5)*cQ(5)*VQ(5) - yp(5) • F(6) = fup*( + fl(19)*cp(19) - fl(6)*cp(6) ) -kph*cp(6)*fup*Vb(6) +khp*ch(6)*fh*Vb(6) -kpa*cp(6)*fup*Vb(6) +kap*ca(6)*fa*Vb(6) -kpQ(6)*cp(6)*fup*Vb(6) +kQp(6)*cQ(6)*VQ(6) - yp(6) • F(7) = fup*( + fl(28)*cp(28) - fl(7)*cp(7) ) -kph*cp(7)*fup*Vb(7) +khp*ch(7)*fh*Vb(7) -kpa*cp(7)*fup*Vb(7) +kap*ca(7)*fa*Vb(7) -kpQ(7)*cp(7)*fup*Vb(7) +kQp(7)*cQ(7)*VQ(7) - yp(7) • F(8) = fup*( + fl(14)*cp(14) - fl(8)*cp(8) ) -kph*cp(8)*fup*Vb(8) +khp*ch(8)*fh*Vb(8) -kpa*cp(8)*fup*Vb(8) +kap*ca(8)*fa*Vb(8) -kpQ(8)*cp(8)*fup*Vb(8) +kQp(8)*cQ(8)*VQ(8) - yp(8) • F(9) = fup*( + fl(55)*cp(55) - fl(9)*cp(9) ) -kph*cp(9)*fup*Vb(9) +khp*ch(9)*fh*Vb(9) -kpa*cp(9)*fup*Vb(9) +kap*ca(9)*fa*Vb(9) -kpQ(9)*cp(9)*fup*Vb(9) +kQp(9)*cQ(9)*VQ(9) - yp(9) • F(10) = fup*( + fl(21)*cp(21) - fl(10)*cp(10) ) -kph*cp(10)*fup*Vb(10) +khp*ch(10)*fh*Vb(10) -kpa*cp(10)*fup*Vb(10) +kap*ca(10)*fa*Vb(10) -kpQ(10)*cp(10)*fup*Vb(10) +kQp(10)*cQ(10)*VQ(10) - yp(10) • F(11) = fup*( + fl(23)*cp(23) - fl(11)*cp(11) ) -kph*cp(11)*fup*Vb(11) +khp*ch(11)*fh*Vb(11) -kpa*cp(11)*fup*Vb(11) +kap*ca(11)*fa*Vb(11) -kpQ(11)*cp(11)*fup*Vb(11) +kQp(11)*cQ(11)*VQ(11) - yp(11) • F(12) = fup*( + fl(25)*cp(25) - fl(12)*cp(12) ) -kph*cp(12)*fup*Vb(12) +khp*ch(12)*fh*Vb(12) -kpa*cp(12)*fup*Vb(12) +kap*ca(12)*fa*Vb(12) -kpQ(12)*cp(12)*fup*Vb(12) +kQp(12)*cQ(12)*VQ(12) - yp(12) • F(13) = fup*( + fl(32)*cp(32) - fl(13)*cp(13) ) -kph*cp(13)*fup*Vb(13) +khp*ch(13)*fh*Vb(13) -kpa*cp(13)*fup*Vb(13) +kap*ca(13)*fa*Vb(13) -kpQ(13)*cp(13)*fup*Vb(13) +kQp(13)*cQ(13)*VQ(13) - yp(13) • F(14) = fup*( - fl(34)*cp(1) + fl(1)*cp(1) - fl(14)*cp(14) ) -kph*cp(14)*fup*Vb(14) +khp*ch(14)*fh*Vb(14) -kpa*cp(14)*fup*Vb(14) +kap*ca(14)*fa*Vb(14) - yp(14) • F(15) = fup*( + fl(8)*cp(8) - fl(15)*cp(15) ) -kph*cp(15)*fup*Vb(15) +khp*ch(15)*fh*Vb(15) -kpa*cp(15)*fup*Vb(15) +kap*ca(15)*fa*Vb(15) - yp(15) • F(16) = fup*( - fl(35)*cp(34) + fl(34)*cp(34) - fl(16)*cp(16) ) -kph*cp(16)*fup*Vb(16) +khp*ch(16)*fh*Vb(16) -kpa*cp(16)*fup*Vb(16) +kap*ca(16)*fa*Vb(16) - yp(16) • F(17) = fup*( - fl(37)*cp(35) + fl(35)*cp(35) - fl(17)*cp(17) ) -kph*cp(17)*fup*Vb(17) +khp*ch(17)*fh*Vb(17) -kpa*cp(17)*fup*Vb(17) +kap*ca(17)*fa*Vb(17) - yp(17) • F(18) = fup*( + fl(5)*cp(5) - fl(18)*cp(18) ) -kph*cp(18)*fup*Vb(18) +khp*ch(18)*fh*Vb(18) -kpa*cp(18)*fup*Vb(18) +kap*ca(18)*fa*Vb(18) - yp(18) • F(19) = fup*( - fl(38)*cp(37) + fl(37)*cp(37) - fl(19)*cp(19) ) -kph*cp(19)*fup*Vb(19) +khp*ch(19)*fh*Vb(19) -kpa*cp(19)*fup*Vb(19) +kap*ca(19)*fa*Vb(19) - yp(19) • F(20) = fup*( + fl(6)*cp(6) - fl(20)*cp(20) ) -kph*cp(20)*fup*Vb(20) +khp*ch(20)*fh*Vb(20) -kpa*cp(20)*fup*Vb(20) +kap*ca(20)*fa*Vb(20) - yp(20) • F(21) = fup*( - fl(39)*cp(38) + fl(38)*cp(38) - fl(21)*cp(21) ) -kph*cp(21)*fup*Vb(21) +khp*ch(21)*fh*Vb(21) -kpa*cp(21)*fup*Vb(21) +kap*ca(21)*fa*Vb(21) - yp(21) • F(22) = fup*( + fl(10)*cp(10) - fl(22)*cp(22) ) -kph*cp(22)*fup*Vb(22) +khp*ch(22)*fh*Vb(22) -kpa*cp(22)*fup*Vb(22) +kap*ca(22)*fa*Vb(22) - yp(22) • F(23) = fup*( - fl(40)*cp(39) + fl(39)*cp(39) - fl(23)*cp(23) ) -kph*cp(23)*fup*Vb(23) +khp*ch(23)*fh*Vb(23) -kpa*cp(23)*fup*Vb(23) +kap*ca(23)*fa*Vb(23) - yp(23) • F(24) = fup*( + fl(11)*cp(11) - fl(24)*cp(24) ) -kph*cp(24)*fup*Vb(24) +khp*ch(24)*fh*Vb(24) -kpa*cp(24)*fup*Vb(24) +kap*ca(24)*fa*Vb(24) - yp(24) • F(25) = fup*( - fl(41)*cp(40) + fl(40)*cp(40) - fl(25)*cp(25) ) -kph*cp(25)*fup*Vb(25) +khp*ch(25)*fh*Vb(25) -kpa*cp(25)*fup*Vb(25) +kap*ca(25)*fa*Vb(25) - yp(25) • F(26) = fup*( - fl(42)*cp(41) + fl(41)*cp(41) - fl(26)*cp(26) ) -kph*cp(26)*fup*Vb(26) +khp*ch(26)*fh*Vb(26) -kpa*cp(26)*fup*Vb(26) +kap*ca(26)*fa*Vb(26) - yp(26) • F(27) = fup*( + fl(12)*cp(12) + fl(26)*cp(26) - fl(27)*cp(27) ) -kph*cp(27)*fup*Vb(27) +khp*ch(27)*fh*Vb(27) -kpa*cp(27)*fup*Vb(27) +kap*ca(27)*fa*Vb(27) - yp(27) • F(28) = fup*( - fl(43)*cp(42) + fl(42)*cp(42) - fl(28)*cp(28) ) -kph*cp(28)*fup*Vb(28) +khp*ch(28)*fh*Vb(28) -kpa*cp(28)*fup*Vb(28) +kap*ca(28)*fa*Vb(28) - yp(28) • F(29) = fup*( + fl(7)*cp(7) - fl(29)*cp(29) ) -kph*cp(29)*fup*Vb(29) +khp*ch(29)*fh*Vb(29) -kpa*cp(29)*fup*Vb(29) +kap*ca(29)*fa*Vb(29) - yp(29) • F(30) = fup*( - fl(44)*cp(43) + fl(43)*cp(43) - fl(30)*cp(30) ) -kph*cp(30)*fup*Vb(30) +khp*ch(30)*fh*Vb(30) -kpa*cp(30)*fup*Vb(30) +kap*ca(30)*fa*Vb(30) - yp(30) • F(31) = fup*( + fl(3)*cp(3) - fl(31)*cp(31) ) -kph*cp(31)*fup*Vb(31) +khp*ch(31)*fh*Vb(31) -kpa*cp(31)*fup*Vb(31) +kap*ca(31)*fa*Vb(31) - yp(31) • F(32) = fup*( + fl(44)*cp(44) - fl(32)*cp(32) ) -kph*cp(32)*fup*Vb(32) +khp*ch(32)*fh*Vb(32) -kpa*cp(32)*fup*Vb(32) +kap*ca(32)*fa*Vb(32) - yp(32) • F(33) = fup*( + fl(13)*cp(13) - fl(33)*cp(33) ) -kph*cp(33)*fup*Vb(33) +khp*ch(33)*fh*Vb(33) -kpa*cp(33)*fup*Vb(33) +kap*ca(33)*fa*Vb(33) - yp(33) • F(34) = fup*( - fl(14)*cp(1) + fl(1)*cp(1) - fl(34)*cp(34) ) -kph*cp(34)*fup*Vb(34) +khp*ch(34)*fh*Vb(34) -kpa*cp(34)*fup*Vb(34) +kap*ca(34)*fa*Vb(34) - yp(34) • F(35) = fup*( - fl(16)*cp(34) + fl(34)*cp(34) - fl(35)*cp(35) ) -kph*cp(35)*fup*Vb(35) +khp*ch(35)*fh*Vb(35) -kpa*cp(35)*fup*Vb(35) +kap*ca(35)*fa*Vb(35) - yp(35) • F(36) = fup*( + fl(4)*cp(4) - fl(36)*cp(36) ) -kph*cp(36)*fup*Vb(36) +khp*ch(36)*fh*Vb(36) -kpa*cp(36)*fup*Vb(36) +kap*ca(36)*fa*Vb(36) - yp(36) • F(37) = fup*( - fl(17)*cp(35) + fl(35)*cp(35) - fl(37)*cp(37) ) -kph*cp(37)*fup*Vb(37) +khp*ch(37)*fh*Vb(37) -kpa*cp(37)*fup*Vb(37) +kap*ca(37)*fa*Vb(37) - yp(37) • F(38) = fup*( - fl(19)*cp(37) + fl(37)*cp(37) - fl(38)*cp(38) ) -kph*cp(38)*fup*Vb(38) +khp*ch(38)*fh*Vb(38) -kpa*cp(38)*fup*Vb(38) +kap*ca(38)*fa*Vb(38) - yp(38) • F(39) = fup*( - fl(21)*cp(38) + fl(38)*cp(38) - fl(39)*cp(39) ) -kph*cp(39)*fup*Vb(39) +khp*ch(39)*fh*Vb(39) -kpa*cp(39)*fup*Vb(39) +kap*ca(39)*fa*Vb(39) - yp(39) • F(40) = fup*( - fl(23)*cp(39) + fl(39)*cp(39) - fl(40)*cp(40) ) -kph*cp(40)*fup*Vb(40) +khp*ch(40)*fh*Vb(40) -kpa*cp(40)*fup*Vb(40) +kap*ca(40)*fa*Vb(40) - yp(40) • F(41) = fup*( - fl(25)*cp(40) + fl(40)*cp(40) - fl(41)*cp(41) ) -kph*cp(41)*fup*Vb(41) +khp*ch(41)*fh*Vb(41) -kpa*cp(41)*fup*Vb(41) +kap*ca(41)*fa*Vb(41) - yp(41) • F(42) = fup*( - fl(26)*cp(41) + fl(41)*cp(41) - fl(42)*cp(42) ) -kph*cp(42)*fup*Vb(42) +khp*ch(42)*fh*Vb(42) -kpa*cp(42)*fup*Vb(42) +kap*ca(42)*fa*Vb(42) - yp(42) • F(43) = fup*( - fl(28)*cp(42) + fl(42)*cp(42) - fl(43)*cp(43) ) -kph*cp(43)*fup*Vb(43) +khp*ch(43)*fh*Vb(43) -kpa*cp(43)*fup*Vb(43) +kap*ca(43)*fa*Vb(43) - yp(43) • F(44) = fup*( - fl(30)*cp(43) + fl(43)*cp(43) - fl(44)*cp(44) ) -kph*cp(44)*fup*Vb(44) +khp*ch(44)*fh*Vb(44) -kpa*cp(44)*fup*Vb(44) +kap*ca(44)*fa*Vb(44) - yp(44) • F(45) = fup*( + fl(33)*cp(33) - fl(45)*cp(45) ) -kph*cp(45)*fup*Vb(45) +khp*ch(45)*fh*Vb(45) -kpa*cp(45)*fup*Vb(45) +kap*ca(45)*fa*Vb(45) - yp(45) • F(46) = fup*( + fl(31)*cp(31) + fl(45)*cp(45) - fl(46)*cp(46) ) -kph*cp(46)*fup*Vb(46) +khp*ch(46)*fh*Vb(46) -kpa*cp(46)*fup*Vb(46) +kap*ca(46)*fa*Vb(46) - yp(46) • F(47) = fup*( + fl(2)*cp(2) + fl(46)*cp(46) - fl(47)*cp(47) ) -kph*cp(47)*fup*Vb(47) +khp*ch(47)*fh*Vb(47) -kpa*cp(47)*fup*Vb(47) +kap*ca(47)*fa*Vb(47) - yp(47) • F(48) = fup*( + fl(24)*cp(24) + fl(47)*cp(47) - fl(48)*cp(48) ) -kph*cp(48)*fup*Vb(48) +khp*ch(48)*fh*Vb(48) -kpa*cp(48)*fup*Vb(48) +kap*ca(48)*fa*Vb(48) - yp(48) • F(49) = fup*( + fl(22)*cp(22) + fl(48)*cp(48) - fl(49)*cp(49) ) -kph*cp(49)*fup*Vb(49) +khp*ch(49)*fh*Vb(49) -kpa*cp(49)*fup*Vb(49) +kap*ca(49)*fa*Vb(49) - yp(49) • F(50) = fup*( + fl(20)*cp(20) + fl(49)*cp(49) - fl(50)*cp(50) ) -kph*cp(50)*fup*Vb(50) +khp*ch(50)*fh*Vb(50) -kpa*cp(50)*fup*Vb(50) +kap*ca(50)*fa*Vb(50) - yp(50) • F(51) = fup*( + fl(18)*cp(18) + fl(50)*cp(50) - fl(51)*cp(51) ) -kph*cp(51)*fup*Vb(51) +khp*ch(51)*fh*Vb(51) -kpa*cp(51)*fup*Vb(51) +kap*ca(51)*fa*Vb(51) - yp(51) • F(52) = fup*( + fl(36)*cp(36) + fl(51)*cp(51) - fl(52)*cp(52) ) -kph*cp(52)*fup*Vb(52) +khp*ch(52)*fh*Vb(52) -kpa*cp(52)*fup*Vb(52) +kap*ca(52)*fa*Vb(52) - yp(52) • F(53) = fup*( + fl(15)*cp(15) + fl(52)*cp(52) - fl(53)*cp(53) ) -kph*cp(53)*fup*Vb(53) +khp*ch(53)*fh*Vb(53) -kpa*cp(53)*fup*Vb(53) +kap*ca(53)*fa*Vb(53) - yp(53) • F(54) = fup*( !+Terminal - fl(54)*cp(54) ) -kph*cp(54)*fup*Vb(54) +khp*ch(54)*fh*Vb(54) -kpa*cp(54)*fup*Vb(54) +kap*ca(54)*fa*Vb(54) - yp(54) • F(55) = fup*( + fl(54)*cp(54) - fl(55)*cp(55) ) -kph*cp(55)*fup*Vb(55) +khp*ch(55)*fh*Vb(55) -kpa*cp(55)*fup*Vb(55) +kap*ca(55)*fa*Vb(55) - yp(55) • F(56) = fup*( + fl(9)*cp(9) - fl(56)*cp(56) ) -kph*cp(56)*fup*Vb(56) +khp*ch(56)*fh*Vb(56) -kpa*cp(56)*fup*Vb(56) +kap*ca(56)*fa*Vb(56) - yp(56) • F(57) = fup*( + fl(56)*cp(56) - fl(57)*cp(57) ) -kph*cp(57)*fup*Vb(57) +khp*ch(57)*fh*Vb(57) -kpa*cp(57)*fup*Vb(57) +kap*ca(57)*fa*Vb(57) - yp(57)
Kinetic Inversion on Cyclosporine A case2 min Bolus Injection
Future Goals • Semi – automatic vasculature equation generator • Continuity equations • Drug equations • Mass transfer equations • Different compartments: • Blood • 1. Plasma • Plasma Proteins • Hematocrit • Tissue • CSF
Algorithms constrained optimization case studies with documentation on geometryComputer Administration DHCP
Approach to PBPK Modeling using Vasculature Network 1. 2. Intrinsic Hepatic Clearance Tanaka: CLi = F(Hct, t, organ type)Our proposal: CLi = F(Hct) => const. 4. Vasculature network combined with “tissue equations” Result:CCyA,i=F(t) 3. Kinetic organ models:F(CCyA(t, injection, CLliver, CLorgans ), params(Cplasma) ) 5. KIP for 1 parameter: CLi
Literature Review Cierra found: Gueorguieva, I.; Aarons, L.; Ogungbenro, K.; Jorga, K.; Rodgers, T. & Rowland, M. Optimal Design for Multivariate Response Pharmacokinetic Models Journal of Pharmacokinetics and Pharmacodynamics, 2006, 33, 97-124 “We assume that measurements made at distinct times are independent, but measurements made of each concentration are correlated with a response variance--covariance matrix. “
Outlook • Test rSQP for KIP of a “Rat50” model • Research Global optimization methods • Outline of a paper • REU preparation
Experiment: Rats’ Blood and Tissue concentrations of CyA Blood Tissue concentration-to-time profiles of CyA in various organs of rats after 1.2- (circles), 6- (squares), and 30- (triangles) mg/kg doses. Each measurement in the unit of mg/ml or g represents an average value from three rats with S.D. (vertical bar). The solid line is log-linear interpolation between the measurements.