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BT_Model1.m
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BT_Model1.m
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clear all, close all
load xarxa.mat
load ("Segments_Macacs_SenseFiltres.mat",'segments');
% Tracha and first bifuraction (left and right lungs)
dTraq = 7.9; % Tracha diameter
% Matrix contaning all branches: each row is a bronchial branch
Tubs = [0 0 dTraq 3*dTraq 0 0 3*dTraq 0 0 0 2 -1 0 0 0];
SE = Xarxa(:,5); % Segments numbered (1 to 20)
Xarxa = Xarxa(:,1:4); % Forth colum 1 or 2 for right and left lung respectively
% General parameters
M = 3; % Proportional factor for diameter-length of the branch
n = 3; % Optimum factor for the function Angles
% First bifurcation
N1 = sum(Xarxa(:,4)==1); % Volume right lung
N0 = sum(Xarxa(:,4)==1) + sum(Xarxa(:,4)==2); % Total volume
d1 = dTraq*(N1/N0)^(1/3); % Diameter for the branch irrigating the right lung
d2 = dTraq*(sum(Xarxa(:,4)==2)/size(Xarxa,1))^(1/3); % Diameter for the left one
l1 = M*d1; % Longitud of the right branch
l2 = M*d2; % Left branch
% fill1 and fill2 define the value in hte fourth colume of Xarxa that
% reference the points of the irrigated volume for each branch
fill1 = 1;
fill2 = 2;
X = Xarxa;
xf = [0 0 0]; % End point of the mother branch
u = [0 -1 0]; % Unitary orthogonal vector to the bifurcation plane
v = [0 0 -1]; % Unitary vector in the directon of the mother's branch
vs = [-1 0 0]; % Unitary orthogonal vector to the separation plane
[cos1,sin1,cos2,sin2,sin11,cos11,sin22,cos22] = anglesnew(fill1,fill2,X,xf,n,u,v,vs);
% cos and sin with one number reference the direction in the bifrucation
% plane, following the axes defined by the mother branch and the separation
% plane. The ones with two numbers define the direction in the separation
% plane, with respect to the axes defined by the mother branch and the
% bifurcation plane.
dir1 = v*(cos1+cos11)+vs*sin1+u*sin11; dir1 = dir1/norm(dir1); % direcction daugther 1
dir2 = v*(cos2+cos22)-vs*sin2+u*sin22; dir2 = dir2/norm(dir2); % direcction daugther 2
% The new branches are:
Tubs = [Tubs;
1 1 d1 l1 0 0 0 (v*cos1+vs*sin1)*l1 2 v acosd(cos1);
1 1 d2 l2 0 0 0 (v*cos2-vs*sin2)*l2 2 v acosd(cos2)];
% RIGHT LUNG --------------------------------------------------------------
% Each colum of the cell array contains the referenced lobuls of each
% partition in each iteration. For example, in the first iteration will
% compute the branches that irrigate volume 1:3 and 4:11. The following
% iteration starts from the branch that irrigates the volume defined in the
% first row, in the case mentioned, it is 1:3 and is devided into 1:2 and 3
%sec = { 1:3, 1:2, 1, 4:5, 4, 6:10, 7:10, 7:8, 7, 9;
% 4:11, 3, 2, 6:11, 5, 11, 6, 9:10, 8, 10};
sec = { 1:3, 1:2, 1, 7:10, 4, 7:8, 7, 9;
4:11, 3, 2, 6, 5, 9:10, 8, 10;
[], [], [], 4:5, [], [], [], [];
[], [], [], 11, [], [], [], []};
for k = 1:size(sec,2)
Xn = Xarxa;
Xn(ismember(SE,sec{1,k}),4) = 3; % Volume irrigated by daugther branch 1 is referenced with 3
Xn(ismember(SE,sec{2,k}),4) = 4; % Volume irrigated by daugther branch 2 is referenced with 4
g1 = Xn(:,4) == 3;
g2 = Xn(:,4) == 4;
% Trifurcacio (amb centre de massa)
if k == 4
Xn(ismember(SE,sec{3,k}),4) = 5;
Xn(ismember(SE,sec{4,k}),4) = 6;
g3 = Xn(:,4) == 5; g4 = Xn(:,4) == 6;
fill3 = 5; fill4 = 6;
in = 5; % Row of the branch leading the trifurcation 4:5 - 11 - 6:10
xf = Tubs(in,8:10);
d1 = Tubs(in,3); % Mother's diameter
cm1 = [0 0 0] + mean(Xn(Xn(:,4) == 3,1:3)); dir1 = (cm1-xf)/norm(cm1-xf);
cm2 = [0 0 0] + mean(Xn(Xn(:,4) == 4,1:3)); dir2 = (cm2-xf)/norm(cm2-xf);
cm3 = [0 0 0] + mean(Xn(Xn(:,4) == 5,1:3)); dir3 = (cm3-xf)/norm(cm3-xf);
cm4 = [0 0 0] + mean(Xn(Xn(:,4) == 6,1:3)); dir4 = (cm4-xf)/norm(cm4-xf);
v = Tubs(in,8:10) - Tubs(in,5:7); v = v/norm(v); % Unitary mother branch vector
% Volums for each branch = sum number of points
N1 = sum(Xn(:,4)==fill1);
N2 = sum(Xn(:,4)==fill2);
N3 = sum(Xn(:,4)==fill3);
N4 = sum(Xn(:,4)==fill4);
N0 = N1 + N2 + N3 + N4;
% Diametres
d2 = d1*(N1/N0)^(1/3);
d3 = d1*(N2/N0)^(1/3);
d4 = d1*(N3/N0)^(1/3);
d5 = d1*(N4/N0)^(1/3);
% Longituds
l1 = M*d2;
l2 = M*d3;
l3 = M*d4;
l4 = M*d5;
Tubs = [Tubs;
3 4 d2 l1 xf xf+dir1*l1 2 v acosd(dot(v,dir1));
3 4 d3 l2 xf xf+dir2*l2 2 v acosd(dot(v,dir2));
3 4 d4 l3 xf xf+dir3*l3 2 v acosd(dot(v,dir3));
3 4 d5 l4 xf xf+dir4*l4 2 v acosd(dot(v,dir4))];
else
% Bifurcacio
% Separation plane is find by Linear Discriminant Analisis method
X = [Xn(g1,1:3); Xn(g2,1:3)];
seg = cell(length(X),1);
seg(1:sum(g1)) = {'s1'}; % Points corresponding to class 1 (volume 1)
seg((1:sum(g2))+ sum(g1)) = {'s2'}; % Points corresponding to class 2 (volume 2)
MdlLinear = fitcdiscr(X,seg); % Adjunt linear discriminant model
L = MdlLinear.Coeffs(1,2).Linear; % Separation plane perpendicular vector
vs = L'./norm(L); % Unitary normal separation plane vector
% For the angles function:
fill1 = 3;
fill2 = 4;
X = Xn;
if ismember(k, [6 8]) % In this columns of sec there is a change in the bronchial path
switch k
% case 4
% in = 5; % Row of the branch leading to 4:11
% d1 = Tubs(in,3); % Mother's diameter
case 6
in = 10; % Row of the branch leading to 6:10
d1 = Tubs(in,3);
case 8
in = 17; % Row of the branch leading to 9:10
d1 = Tubs(in,3);
end
xf = Tubs(in,8:10);
v = Tubs(in,8:10) - Tubs(in,5:7); v = v/norm(v); % Unitary mother branch vector
else
xf = Tubs(end-1,8:10);
v = Tubs(end-1,8:10) - Tubs(end-1,5:7); v = v/norm(v); % Unitary mother branch vector
end
% Rule 1: The dot product between vs and cmp1 - xf has to be positive.
% If not, vs = -vs.
vs = sign(dot(vs,[0 0 0] + mean(X(X(:,4)==fill1,1:3))-xf))*vs;
u = cross(vs,v); u = u./norm(u); % Unitary normal bifurcation plane vector
% Since separation vector does not necessarly be orhotgonal to mother
% and bifrucation vectors, the cross product of these two is performed
% to obtain the perpedindicular vector:
us = cross(v,u); % Unitary normal separation vector for the axis
[cos1,sin1,cos2,sin2,sin11,cos11,sin22,cos22,s1,s2] = angles(fill1,fill2,X,xf,n,u,v,us);
dir1 = v*(cos1+cos11)+us*sin1+s1*u*sin11; dir1 = dir1/norm(dir1); % Direction daugther 1
dir2 = v*(cos2+cos22)-us*sin2+s2*u*sin22; dir2 = dir2/norm(dir2); % Direction daugther 2
if ismember(k,1:3)
g = 1+k;
m = 2*k;
elseif k == 4
g = 3;
m = 5;
elseif ismember(k,5:6)
g = 4;
m = k + 5;
elseif k == 7
g = 5;
m = 14;
elseif ismember(k,8:10)
m = k + 9;
if k == 8
g = 6;
else
g = 7;
end
end
% Volums for each branch = sum number of points
N1 = sum(Xn(:,4)==3);
N2 = sum(Xn(:,4)==4);
N0 = N1 + N2;
% Diametres
d3 = d1*(N1/N0)^(1/3);
d4 = d1*(N2/N0)^(1/3);
% Longituds
l1 = M*d3;
l2 = M*d4;
d1 = d3; % For the next iteration
Tubs = [Tubs;
g m d3 l1 xf xf+dir1*l1 2 v acosd(dot(v,dir1));
g m d4 l2 xf xf+dir2*l2 2 v acosd(dot(v,dir2))];
end
end
% Change natality of the branches irrigating the lobes:
Tubs([7:9 11 13:15 18:21],11) = 0;
% LEFT LUNG ---------------------------------------------------------------
% Each colum of the cell array contains the referenced lobuls of each
% partition in each iteration. For example, in the first iteration will
% compute the branches that irrigate volume 1:3 and 4:11. The following
% iteration starts from the branch that irrigates the volume defined in the
% first row, in the case mentioned, it is 1:3 and is devided into 1:2 and 3
sec = {12:13, 12, 14:15, 14, 17:20, 17:18, 17, 19;
14:20, 13, 16:20, 15, 16, 19:20, 18, 20};
st = length(Tubs(:,1));
for k = 1:size(sec,2)
Xn = Xarxa;
Xn(ismember(SE,sec{1,k}),4) = 3; % Volume irrigated by daugther branch 1 is referenced with 3
Xn(ismember(SE,sec{2,k}),4) = 4; % Volume irrigated by daugther branch 2 is referenced with 4
g1 = Xn(:,4) == 3; % Logical indexes for volume 1
g2 = Xn(:,4) == 4; % Logical indexes for volume 2
% Separation plane is find by Linear Discriminant Analisis method
X = [Xn(g1,1:3); Xn(g2,1:3)];
seg = cell(length(X),1);
seg(1:sum(g1)) = {'s1'}; % Points corresponding to class 1 (volume 1)
seg((1:sum(g2))+ sum(g1)) = {'s2'}; % Points corresponding to class 2 (volume 2)
MdlLinear = fitcdiscr(X,seg); % Adjunt linear discriminant model
L = MdlLinear.Coeffs(1,2).Linear; % Separation plane perpendicular vector
vs = L'./norm(L); % Unitary normal separation plane vector
% For the angles function:
fill1 = 3;
fill2 = 4;
X = Xn;
if ismember(k, [1,3,5,8]) % In this columns of sec there is a change in the bronchial path
switch k
case 1
in = 3; % Row of the branch leading to left lung
d1 = Tubs(in,3); % Mother's diameter
case 3
in = 23; % Row of the branch leading to 14:20
d1 = Tubs(in,3); % Mother's diameter
case 5
in = 27; % Row of the branch leading to 16:20
d1 = Tubs(in,3);
case 8
in = 33; % Row of the branch leading to 19:20
d1 = Tubs(in,3);
end
xf = Tubs(in,8:10);
v = Tubs(in,8:10) - Tubs(in,5:7); v = v/norm(v); % Unitary mother branch vector
else
xf = Tubs(end-1,8:10);
v = Tubs(end-1,8:10) - Tubs(end-1,5:7); v = v/norm(v); % Unitary mother branch vector
end
if dot(vs,[0 0 0] + mean(X(X(:,4)==fill1,1:3))-xf) < 0
vs = - vs;
end
u = cross(vs,v); u = u./norm(u); % Unitary normal bifurcation plane vector
% Since separation vector does not necessarly be orhotgonal to mother
% and bifrucation vectors, the cross product of these two is performed
% to obtain the perpedindicular vector:
us = cross(v,u); % Unitary normal separation vector for the axis
[cos1,sin1,cos2,sin2,sin11,cos11,sin22,cos22,s1,s2] = angles(fill1,fill2,X,xf,n,u,v,us);
dir1 = v*(cos1+cos11)+us*sin1+s1*u*sin11; dir1 = dir1/norm(dir1); % Direction daugther 1
dir2 = v*(cos2+cos22)-us*sin2+s2*u*sin22; dir2 = dir2/norm(dir2); % Direction daugther 2
% Generation and which is the mother
if k == 1
g = 2;
m = 3;
elseif k == 2
g = 3;
m = 24;
elseif k == 3
g = k;
m = 25;
elseif k == 4 || k == 5
g = 4;
m = k + 24;
elseif k == 6
g = 5;
m = 33;
elseif k == 7 || k == 8
g = 6;
m = k + 27;
end
% Volums for each branch = sum number of points
N1 = sum(Xn(:,4)==3);
N2 = sum(Xn(:,4)==4);
N0 = N1 + N2;
% Diametres
d3 = d1*(N1/N0)^(1/3);
d4 = d1*(N2/N0)^(1/3);
% Longituds
l1 = M*d3;
l2 = M*d4;
d1 = d3; % For the next iteration
Tubs = [Tubs;
g m d3 l1 xf xf+dir1*l1 2 v acosd(dot(v,dir1));
g m d4 l2 xf xf+dir2*l2 2 v acosd(dot(v,dir2))];
end
% Change natality of the branches irrigating the lobes:
Tubs([24,25,28,29,31,34,35,36,37],11) = 0;
%% REPRESENTATION ----------------------------------------------------------
pl = 1:11;
pr = 12:20;
colormap jet;
cmap = colormap; % Colors for the plot
figure(1);
hold on; axis equal
for k = 1:length(pl)
b1 = bar3(nan,nan);
b.FaceColor = cmap(k*floor(length(cmap)/length(pl)),:);
end
for k = 1:length(pr)
b2 = bar3(nan,nan);
b.FaceColor = cmap(k*floor(length(cmap)/length(pr)),:);
end
%title('Bronchial tree','FontSize',15,'Interpreter','latex')
i = 1; sec1 = [3,1,2,6,11,5,4,7,8,9,10,12,13,14,15,16,17,18,19,20];
for k = 1:size(Tubs,1)
% All branches faded and black, except those irrigating a lobe. These
% will be opaque and have the color of the lobe which they irrigate.
if Tubs(k,11) == 0
Tubs(k,11) = 1;
if k < 21
plcolor = cmap(sec1(i)*floor(length(cmap)/length(pl)),:);
R = double(ismember(segments,sec1(i))); % Get the desired volume of the matrix segments
elseif k == 21
plcolor = cmap(sec1(i)*floor(length(cmap)/length(pl)),:);
R = double(ismember(segments,sec1(i))); % Get the desired volume of the matrix segments
i = 0;
else
plcolor = cmap(i*floor(length(cmap)/length(pr)),:);
R = double(ismember(segments,sec1(i+11))); % Get the desired volume of the matrix segments
end
branca(Tubs(k,5:7),Tubs(k,8:10), Tubs(k,3)/2, 100, plcolor, 1)
fR = isosurface(R, 0.99); % Create the patch object, isovalue = 0.99 since we want the contour
fR.faces = fliplr(fR.faces); % Ensure normals point OUT
coordenades_carina = [253 279 171];
dX = 0.310547; % mida x pixel en mm
dY = 0.310547; % mida y pixel en mm
dZ = 0.625; % mida z pixel en mm
fR = transformar_coordenades(fR,coordenades_carina,[dX dY dZ]); % Escalate to real values
%figure(1);
patch(fR,'FaceColor',plcolor,'FaceAlpha',0.1,'EdgeColor','none') % Represent patch object
%display(sec1(i),'segment')
i = i + 1;
else
branca(Tubs(k,5:7),Tubs(k,8:10), Tubs(k,3)/2, 100, 'k', .25);
end
end
xlabel('X [mm]'); ylabel('Y [mm]'); zlabel('Z [mm]')
Tubs(7,16) = 3; Tubs(8,16) = 1; Tubs(9,16) = 2; Tubs(18,16) = 7;
Tubs(19,16) = 8; Tubs(20,16) = 9; Tubs(21,16) = 10; Tubs(11,16) = 6;
Tubs(14,16) = 4; Tubs(15,16) = 5; Tubs(13,16) = 11;
Tubs([24,25,28,29,31,34,35,36,37],16) = [12:20];
save('BT_model1_2.mat','Tubs','-mat')
% leg1=legend(p,num2str(round(R(ind)')),'Location','NorthEast');set(leg1,'FontSize',9);
% ah1=axes('position',get(gca,'position'),'visible','off');
% leg2=legend(ah1,p1,magnitude{ind},'Location','NorthWest');set(leg2,'FontSize',9);
% legendTitle (leg1, 'R (km)' );
% legendTitle (leg2, 'Magnitude' );
%
% l = legend('3','1','2','4','5','11','6','7','8','9','10','12','13','14','15','16','17','18','19','20');
% l.Location = 'eastoutside';
% l.NumColumns = 2;
% axis equal
% Function to represent the volumes ---------------------------------------
function fv = transformar_coordenades(fv,xc,dx)
fv.vertices = (fv.vertices-xc).*dx;
end