BGSM_geneexpression.ipynb

{
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  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "using RCall, LightGraphs, DataFrames, Plots, Measures, CSV, XLSX, Gadfly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "R\"require(cvxbiclustr)\"\n",
    "R\"data(lung)\"\n",
    "R\"cellnames = colnames(lung)\"\n",
    "R\"lung = as.matrix(lung)\"\n",
    "lung = (@rget lung);\n",
    "@rget cellnames\n",
    "n1,n2 = size(lung);\n",
    "X = lung - repmat(mean(lung,1),n1,1);\n",
    "X = X./vecnorm(X) * 10;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "BGSM_kronecker_biclust (generic function with 1 method)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# a function for BGSM_cartesian_biclust (Section 5.2.)\n",
    "\n",
    "# y       : a matrix of data\n",
    "# init    : initialization of y\n",
    "\n",
    "function BGSM_cartesian_biclust(y;\n",
    "                                ind1 = 1:size(y,1),\n",
    "                                ind2 = 1:size(y,2),\n",
    "                                init = y,\n",
    "                                v0 = 1e-1,\n",
    "                                convtol = 1e-14,  \n",
    "                                iter = 100,\n",
    "                                verbose = true)\n",
    "                            \n",
    "    \n",
    "    # get size\n",
    "    n1,n2 = size(y); n = n1 * n2;\n",
    "    \n",
    "    \n",
    "    # initialize\n",
    "    theta = copy(y);\n",
    "    k1 = length(ind1); k2 = length(ind2);\n",
    "    mu1 = copy(y[ind1,:]); mu2 = copy(y[:,ind2]);\n",
    "    q1 = zeros(n1,k1); q2 = zeros(n2,k2);\n",
    "    sigmasq1 = 1; sigmasq2 = 1;\n",
    "    \n",
    "    # loop start\n",
    "    for i = 1:iter\n",
    "        \n",
    "        # save previous iteration\n",
    "        q1_old = copy(q1);\n",
    "        q2_old = copy(q2);\n",
    "        \n",
    "        # E-step: update g1\n",
    "        d1 = reshape(sum((repmat(theta,k1,1) - kron(mu1,ones(n1))).^2,2),n1,k1);\n",
    "        q1 = exp.(-d1/(2*n2*v0)); q1 = q1 ./ sum(q1,2);\n",
    "        \n",
    "        # E-step: update g2\n",
    "        d2 = reshape(sum((repmat(theta',k2,1) - kron(mu2',ones(n2))).^2,2),n2,k2);\n",
    "        q2 = exp.(-d2/(2*n1*v0)); q2 = q2 ./ sum(q2,2);\n",
    "        \n",
    "        # M-step: update theta\n",
    "        L1 = (speye(n1) - (q1 ./ sum(q1,1)) * q1')/v0;\n",
    "        L2 = (speye(n2) - (q2 ./ sum(q2,1)) * q2')/v0;\n",
    "        L = kron(L2, speye(n1)) + kron(speye(n2),L1);\n",
    "        theta = reshape((speye(n) + L)\\y[:], n1,n2);\n",
    "        mu1 = (q1 ./ sum(q1,1))' * theta;\n",
    "        mu2 = theta * (q2 ./ sum(q2,1));\n",
    "        \n",
    "        if verbose & (rem(i,5) == 0)\n",
    "            @printf \"%3d-th iteration done: error = %0.2e\\n\" i norm(q1 - q1_old) + norm(q2 - q2_old)\n",
    "        end\n",
    "        \n",
    "        if verbose & (norm(q1 - q1_old) + norm(q2 - q2_old) < convtol)\n",
    "            @printf \"the algorithm converged at %3d-th iteration: error = %0.2e\\n\" i norm(q1 - q1_old) + norm(q2 - q2_old)\n",
    "            break;\n",
    "        end\n",
    "        \n",
    "    end\n",
    "    \n",
    "    return Dict([\n",
    "                (:theta, theta), (:q1, q1), (:q2, q2), (:mu1, mu1), (:mu2, mu2)\n",
    "                ])\n",
    "end\n",
    "\n",
    "# a function for BGSM_cartesian (Section 5.2.)\n",
    "\n",
    "# y       : a matrix of data\n",
    "# init    : initialization of y\n",
    "\n",
    "function BGSM_kronecker_biclust(y;\n",
    "                                ind1 = 1:size(y,1), ind2 = 1:size(y,2),\n",
    "                                init = y,\n",
    "                                v0 = 1e-1,\n",
    "                                c = 1,\n",
    "                                convtol = 1e-14,  \n",
    "                                iter = 100,\n",
    "                                verbose = true)\n",
    "                            \n",
    "    \n",
    "    # get size\n",
    "    n1, n2 = size(y); n = n1 * n2;\n",
    "    k1 = length(ind1); k2 = length(ind2);\n",
    "    p1 = n1 * k1; p2 = n2 * k2;\n",
    "    \n",
    "    # initialize\n",
    "    theta = copy(y);\n",
    "    mu = y[ind1,ind2];\n",
    "    q1 = zeros(n1,k1); q2 = zeros(n2,k2);\n",
    "    for i = 1:k1\n",
    "        q1[ind1[i],i] = 1;\n",
    "    end\n",
    "    for i = 1:k2\n",
    "        q2[ind2[i],i] = 1;\n",
    "    end\n",
    "    sigmasq = 1;\n",
    "    \n",
    "    # loop start\n",
    "    for i = 1:iter\n",
    "        \n",
    "        # save previous iteration\n",
    "        q1_old = copy(q1);\n",
    "        q2_old = copy(q2);\n",
    "        \n",
    "        # E-step: update g1, g2\n",
    "        temp = (repeat(theta, outer = [k1, k2]) - repeat(mu, inner = [n1, n2])).^2;\n",
    "        q1 = reshape(exp.(-sum(q2[:]' .* temp,2)/(2*n2*v0*c)),n1,k1); q1 = q1./sum(q1,2);\n",
    "        q2 = reshape(exp.(-sum(q1[:] .* temp,1)[:]/(2*n1*v0)),n2,k2); q2 = q2./sum(q2,2);\n",
    "        \n",
    "        # M-step: update theta\n",
    "        L1 = (speye(n1) - (q1 ./ sum(q1,1)) * q1')/v0;\n",
    "        L2 = (speye(n2) - (q2 ./ sum(q2,1)) * q2')/v0;\n",
    "        theta = ((speye(n1) + L1)\\y)/(speye(n2) + L2);\n",
    "        \n",
    "        # M-step: update mu\n",
    "        mu = (q1 ./ sum(q1,1))' * theta * (q2 ./ sum(q2,1));\n",
    "        \n",
    "        if verbose & (rem(i,5) == 0)\n",
    "            @printf \"%2d-th iteration done: error = %0.2e\\n\" i norm(q1 - q1_old) + norm(q2 - q2_old)\n",
    "        end\n",
    "        \n",
    "        if  verbose & (norm(q1 - q1_old) + norm(q2 - q2_old) < convtol)\n",
    "            @printf \"the algorithm converged at %2d-th iteration: error = %0.2e\\n\" i norm(q1 - q1_old) + norm(q2 - q2_old)\n",
    "            break;\n",
    "        end\n",
    "        \n",
    "    end\n",
    "    \n",
    "    return Dict([\n",
    "                (:theta, theta), (:q1, q1), (:q2, q2), (:mu, mu), (:final, q1*mu*q2')\n",
    "                ])\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  5-th iteration done: error = 1.47e+00\n",
      " 10-th iteration done: error = 1.05e-01\n",
      "the algorithm converged at  12-th iteration: error = 2.27e-09\n"
     ]
    }
   ],
   "source": [
    "srand(1)\n",
    "i1 = sort(rand(1:100, 20)); i2 = sort(rand(1:56, 10));\n",
    "out = BGSM_cartesian_biclust(X * 10, v0 = 1e-2/2, iter = 50, convtol = 1e-8,\n",
    "                             ind1 = i1, ind2 = i2, verbose = true);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 5-th iteration done: error = 2.36e-04\n",
      "the algorithm converged at  8-th iteration: error = 2.57e-10\n"
     ]
    }
   ],
   "source": [
    "srand(5)\n",
    "i1 = sort(unique(rand(1:100, 20))); i2 = sort(unique(rand(1:56, 10)))\n",
    "out2 = BGSM_kronecker_biclust(X * 10, v0 = 1e-3 * 5, iter = 50,\n",
    "                              convtol = 1e-8, c = 0.1, ind1 = i1, ind2 = i2, verbose = true);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "n1 = 100\n",
    "R = Array{Int}(reshape(sum((repmat(out[:theta],n1,1) - kron(out[:theta],ones(n1))).^2,2),n1,n1) .< 1);\n",
    "A = eig(R);\n",
    "ind = find(A[1] .> 0.5);\n",
    "B = abs.(A[2][:,ind] .* sqrt.(A[1][ind]'));\n",
    "B[B .< 0.5] = 0;\n",
    "#B = B[:,[8;3;7;1;5;6;2;4]]\n",
    "ind1 = find(B[:,1] .> 0);\n",
    "for i = 2:size(B,2)\n",
    "    ind1 = [ind1; find(B[:,i] .> 0)]\n",
    "end\n",
    "B1 = copy(B);\n",
    "n2 = 56\n",
    "R = Array{Int}(reshape(sum((repmat(out[:theta]',n2,1) - kron(out[:theta]',ones(n2))).^2,2),n2,n2) .< 1);\n",
    "    A = eig(R);\n",
    "    ind = find(A[1] .> 0.5);\n",
    "    B = abs.(A[2][:,ind] .* sqrt.(A[1][ind]'));\n",
    "    B[B .< 0.5] = 0;\n",
    "ind2 = find(B[:,1] .> 0);\n",
    "for i = 2:size(B,2)\n",
    "    ind2 = [ind2; find(B[:,i] .> 0)]\n",
    "end\n",
    "R = Array{Int}(out2[:q1]*out2[:q1]' .> 0.01)\n",
    "A = eig(R);\n",
    "ind = find(A[1] .> 0.5);\n",
    "B = abs.(A[2][:,ind] .* sqrt.(A[1][ind]'));\n",
    "B[B .< 0.5] = 0;\n",
    "ind3 = find(B[:,1] .> 0);\n",
    "for i = 2:size(B,2)\n",
    "    ind3 = [ind3; find(B[:,i] .> 0)]\n",
    "end\n",
    "B2 = copy(B);\n",
    "R = Array{Int}(out2[:q2]*out2[:q2]' .> 0.01)\n",
    "A = eig(R);\n",
    "ind = find(A[1] .> 0.5);\n",
    "B = abs.(A[2][:,ind] .* sqrt.(A[1][ind]'));\n",
    "B[B .< 0.5] = 0;\n",
    "B = B[:,[6;1;2;5;4;3]]\n",
    "ind4 = find(B[:,1] .> 0);\n",
    "for i = 2:size(B,2)\n",
    "    ind4 = [ind4; find(B[:,i] .> 0)]\n",
    "end\n",
    "temp = ind4[26];\n",
    "ind4[26] = ind4[37];\n",
    "ind4[37] = temp;\n",
    "default(dpi = 300)\n",
    "F1 = heatmap(out[:theta][ind1,ind4]', fillcolor = :tempo, clim = (-3,5),\n",
    "        yticks = (1:56,cellnames[ind4]), legend = :none,  xticks = false,\n",
    "        #title = \"Biclust-Cartesian\",\n",
    "        titlefont = font(20));\n",
    "F2 = heatmap(X[ind1,ind4]' * 10, fillcolor = :tempo, clim = (-3,5), yticks = false, legend = :none,\n",
    "         xticks = false,\n",
    "        #title = \"Observation\",\n",
    "        titlefont = font(20));\n",
    "F3 = heatmap(out2[:theta][ind3,ind4]', fillcolor = :tempo, clim = (-3,5), legend = :none,\n",
    "         yticks = (1:56,cellnames[ind4]),\n",
    "         xticks = false,\n",
    "        #title = \"Biclust-Kronecker\",\n",
    "        titlefont = font(20));\n",
    "F4 = heatmap(X[ind3,ind4]' * 10, fillcolor = :tempo, clim = (-3,5), yticks = false, xticks = false,\n",
    "        #title = \"Observation\",\n",
    "        titlefont = font(20), legend = :none);\n",
    "F = Plots.plot(F1, F2, F3, F4, size = (2400,800), layout = grid(1,4,widths=[0.25,0.25,0.25,0.25]),\n",
    "    left_margin = 10mm, bottom_margin = 10mm)\n",
    "savefig(\"figure/F30.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
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       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:36; text-anchor:end;\" transform=\"rotate(0, 3857.62, 1735.41)\" x=\"3857.62\" y=\"1735.41\">Carcinoid</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0301)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:36; text-anchor:end;\" transform=\"rotate(0, 3857.62, 1695.71)\" x=\"3857.62\" y=\"1695.71\">Carcinoid</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0301)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:36; text-anchor:end;\" transform=\"rotate(0, 3857.62, 1656.02)\" x=\"3857.62\" y=\"1656.02\">Carcinoid</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0301)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:36; text-anchor:end;\" transform=\"rotate(0, 3857.62, 1616.33)\" x=\"3857.62\" y=\"1616.33\">Carcinoid</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0301)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:36; text-anchor:end;\" transform=\"rotate(0, 3857.62, 1576.63)\" x=\"3857.62\" y=\"1576.63\">Carcinoid</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0301)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:36; text-anchor:end;\" transform=\"rotate(0, 3857.62, 1536.94)\" x=\"3857.62\" y=\"1536.94\">Carcinoid</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0301)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:36; text-anchor:end;\" transform=\"rotate(0, 3857.62, 1497.24)\" x=\"3857.62\" y=\"1497.24\">Carcinoid</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0301)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:36; text-anchor:end;\" transform=\"rotate(0, 3857.62, 1457.55)\" x=\"3857.62\" y=\"1457.55\">SmallCell</text>\n",
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       "<g clip-path=\"url(#clip0301)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:36; text-anchor:end;\" transform=\"rotate(0, 3857.62, 1417.86)\" x=\"3857.62\" y=\"1417.86\">SmallCell</text>\n",
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       "<g clip-path=\"url(#clip0301)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:36; text-anchor:end;\" transform=\"rotate(0, 3857.62, 1378.16)\" x=\"3857.62\" y=\"1378.16\">SmallCell</text>\n",
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       "<g clip-path=\"url(#clip0301)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:36; text-anchor:end;\" transform=\"rotate(0, 3857.62, 1338.47)\" x=\"3857.62\" y=\"1338.47\">SmallCell</text>\n",
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       "<g clip-path=\"url(#clip0301)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:36; text-anchor:end;\" transform=\"rotate(0, 3857.62, 1298.78)\" x=\"3857.62\" y=\"1298.78\">SmallCell</text>\n",
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       "<g clip-path=\"url(#clip0301)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:36; text-anchor:end;\" transform=\"rotate(0, 3857.62, 1259.08)\" x=\"3857.62\" y=\"1259.08\">SmallCell</text>\n",
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       "<g clip-path=\"url(#clip0301)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:36; text-anchor:end;\" transform=\"rotate(0, 3857.62, 1219.39)\" x=\"3857.62\" y=\"1219.39\">Colon</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0301)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:36; text-anchor:end;\" transform=\"rotate(0, 3857.62, 1179.7)\" x=\"3857.62\" y=\"1179.7\">Colon</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0301)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:36; text-anchor:end;\" transform=\"rotate(0, 3857.62, 1140)\" x=\"3857.62\" y=\"1140\">Colon</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0301)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:36; text-anchor:end;\" transform=\"rotate(0, 3857.62, 1100.31)\" x=\"3857.62\" y=\"1100.31\">Colon</text>\n",
       "</g>\n",
       "<g clip-path=\"url(#clip0301)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:36; text-anchor:end;\" transform=\"rotate(0, 3857.62, 1060.62)\" x=\"3857.62\" y=\"1060.62\">Colon</text>\n",
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       "<g clip-path=\"url(#clip0301)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:36; text-anchor:end;\" transform=\"rotate(0, 3857.62, 1020.92)\" x=\"3857.62\" y=\"1020.92\">Colon</text>\n",
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       "<g clip-path=\"url(#clip0301)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:36; text-anchor:end;\" transform=\"rotate(0, 3857.62, 981.23)\" x=\"3857.62\" y=\"981.23\">Colon</text>\n",
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       "<g clip-path=\"url(#clip0301)\">\n",
       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:36; text-anchor:end;\" transform=\"rotate(0, 3857.62, 941.536)\" x=\"3857.62\" y=\"941.536\">Colon</text>\n",
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       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:36; text-anchor:end;\" transform=\"rotate(0, 3857.62, 901.843)\" x=\"3857.62\" y=\"901.843\">Colon</text>\n",
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       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:36; text-anchor:end;\" transform=\"rotate(0, 3857.62, 862.149)\" x=\"3857.62\" y=\"862.149\">Colon</text>\n",
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       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:36; text-anchor:end;\" transform=\"rotate(0, 3857.62, 822.456)\" x=\"3857.62\" y=\"822.456\">Colon</text>\n",
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       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:36; text-anchor:end;\" transform=\"rotate(0, 3857.62, 782.762)\" x=\"3857.62\" y=\"782.762\">Colon</text>\n",
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       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:36; text-anchor:end;\" transform=\"rotate(0, 3857.62, 743.069)\" x=\"3857.62\" y=\"743.069\">Colon</text>\n",
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       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:36; text-anchor:end;\" transform=\"rotate(0, 3857.62, 703.375)\" x=\"3857.62\" y=\"703.375\">Normal</text>\n",
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       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:36; text-anchor:end;\" transform=\"rotate(0, 3857.62, 663.682)\" x=\"3857.62\" y=\"663.682\">Normal</text>\n",
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       "<text style=\"fill:#000000; fill-opacity:1; font-family:Arial,Helvetica Neue,Helvetica,sans-serif; font-size:36; text-anchor:end;\" transform=\"rotate(0, 3857.62, 623.988)\" x=\"3857.62\" y=\"623.988\">Normal</text>\n",
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       "\" transform=\"translate(5647, 35)\"/>\n",
       "</g>\n",
       "</svg>\n"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "F"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[1m\u001b[33mWARNING: \u001b[39m\u001b[22m\u001b[33mRCall.jl: gdata: read.xls support for 'XLS' (Excel 97-2004) files ENABLED.\n",
      "\n",
      "gdata: Unable to load perl libaries needed by read.xls()\n",
      "gdata: to support 'XLSX' (Excel 2007+) files.\n",
      "\n",
      "gdata: Run the function 'installXLSXsupport()'\n",
      "gdata: to automatically download and install the perl\n",
      "gdata: libaries needed to support Excel XLS and XLSX formats.\n",
      "\n",
      "Attaching package: ‘gdata’\n",
      "\n",
      "The following object is masked from ‘package:stats’:\n",
      "\n",
      "    nobs\n",
      "\n",
      "The following object is masked from ‘package:utils’:\n",
      "\n",
      "    object.size\n",
      "\n",
      "The following object is masked from ‘package:base’:\n",
      "\n",
      "    startsWith\n",
      "\u001b[39m\n",
      "WARNING: Perl module Spreadsheet::ParseXLSX cannot be loaded.\n",
      "WARNING: Microsoft Excel 2007 'XLSX' formatted files will not be processed.\n",
      "WARNING: Perl module Spreadsheet::ParseXLSX cannot be loaded.\n",
      "WARNING: Microsoft Excel 2007 'XLSX' formatted files will not be processed.\n"
     ]
    }
   ],
   "source": [
    "R\"library(gdata);\n",
    "index   = rownames(lung);\n",
    "orig    = read.xls('/Users/yosikim/Downloads/DatasetA_12600gene.xls');\n",
    "\";\n",
    "R\"A = read.xls('/Users/yosikim/Downloads/SampleData.xls');\"; @rget A;\n",
    "R\"probe_orig = orig$probe; probe = rownames(lung);\"; @rget probe; @rget probe_orig;\n",
    "geneindex = findin(probe_orig, probe); @rget orig;\n",
    "carcinoid = [192;193;194;195;186;196;197;198;187;188;199;189;190;200;201;202;203;204;191;205];\n",
    "normal    = 142:158;\n",
    "smallcell = [159;161;162;160;163;164];\n",
    "ind       = [carcinoid;normal;smallcell];"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "genename = orig[:gene][findin(probe_orig,probe)];"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5-element Array{String,1}:\n",
       " \"glutamate receptor, ionotropic, AMPA 2\"                                                                                                    \n",
       " \"small inducible cytokine subfamily A (Cys-Cys), member 18, pulmonary and activation-regulated\"                                             \n",
       " \" Cluster Incl W60864:zd27g05.s1 Homo sapiens cDNA, 3 end /clone=IMAGE-341912 /clone_end=3'' /gb=W60864 /gi=1367661 /ug=Hs.9963 /len=541'' \"\n",
       " \"secreted phosphoprotein 1 (osteopontin, bone sialoprotein I, early T-lymphocyte activation 1)\"                                             \n",
       " \"LPS-induced TNF-alpha factor\"                                                                                                              "
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: both Gadfly and Plots export \"Shape\"; uses of it in module Main must be qualified\n",
      "WARNING: both Gadfly and Base export \"cross\"; uses of it in module Main must be qualified\n",
      "WARNING: both Gadfly and Plots export \"hline\"; uses of it in module Main must be qualified\n",
      "WARNING: both Gadfly and Plots export \"plot\"; uses of it in module Main must be qualified\n",
      "WARNING: both Gadfly and Plots export \"spy\"; uses of it in module Main must be qualified\n",
      "WARNING: both Gadfly and Plots export \"vline\"; uses of it in module Main must be qualified\n",
      "WARNING: both Plots and LightGraphs export \"center\"; uses of it in module Main must be qualified\n",
      "WARNING: both Plots and LightGraphs export \"density\"; uses of it in module Main must be qualified\n"
     ]
    }
   ],
   "source": [
    "unique(collect(genename[find(B1[:,5] .* B2[:,6])]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n",
      "String[\"proteoglycan 1, secretory granule\", \" Cluster Incl AI932613:wo05c02.x1 Homo sapiens cDNA, 3 end /clone=IMAGE-2454434 /clone_end=3'' /gb=AI932613 /gi=5671350 /ug=Hs.62036 /len=570'' \"]\n",
      "####2 7\n",
      "4\n",
      "String[\" Cluster Incl AI147237:qb36f02.x1 Homo sapiens cDNA, 3 end /clone=IMAGE-1698363 /clone_end=3'' /gb=AI147237 /gi=3674919 /ug=Hs.210732 /len=474'' \", \" Cluster Incl S71043:Ig alpha 2=immunoglobulin A heavy chain allotype 2 {constant region, germ line} [human, peripheral blood neutrophils, Genomic, 1799 nt] /cds=(0,1022) /gb=S71043 /gi=546798 /ug=Hs.32225 /len=1047 \", \"advanced glycosylation end product-specific receptor\", \"leukocyte immunoglobulin-like receptor, subfamily B (with TM and ITIM domains), member 1\"]\n",
      "####3 4\n",
      "2\n",
      "String[\"immunoglobulin lambda locus\", \"glypican 3\"]\n",
      "####5 5\n",
      "5\n",
      "String[\"glutamate receptor, ionotropic, AMPA 2\", \"small inducible cytokine subfamily A (Cys-Cys), member 18, pulmonary and activation-regulated\", \" Cluster Incl W60864:zd27g05.s1 Homo sapiens cDNA, 3 end /clone=IMAGE-341912 /clone_end=3'' /gb=W60864 /gi=1367661 /ug=Hs.9963 /len=541'' \", \"secreted phosphoprotein 1 (osteopontin, bone sialoprotein I, early T-lymphocyte activation 1)\", \"LPS-induced TNF-alpha factor\"]\n",
      "####5 6\n",
      "2\n",
      "String[\"interleukin 6 (interferon, beta 2)\", \"carcinoembryonic antigen-related cell adhesion molecule 5\"]\n",
      "####6 2\n",
      "3\n",
      "String[\"secretory granule, neuroendocrine protein 1 (7B2 protein)\", \"alcohol dehydrogenase 2 (class I), beta polypeptide\", \"neurofilament, light polypeptide (68kD)\"]\n",
      "####6 11\n",
      "2\n",
      "String[\"major histocompatibility complex, class II, DR alpha\", \"glycoprotein (transmembrane) nmb\"]\n",
      "####8 3\n",
      "2\n",
      "String[\" Cluster Incl N90866:zb11b10.s1 Homo sapiens cDNA, 3 end /clone=IMAGE-301723 /clone_end=3'' /gb=N90866 /gi=1444193 /ug=Hs.214742 /len=577'' \", \"receptor (calcitonin) activity modifying protein 1\"]\n",
      "####8 5\n"
     ]
    }
   ],
   "source": [
    "for i = 1:8\n",
    "    for j = 1:11\n",
    "        inddd = find(B1[:,i] .* B2[:,j]);\n",
    "        if (length(inddd) > 1) & (length(inddd) < 6)\n",
    "            println(length(collect(genename[inddd])))\n",
    "            println(unique(collect(genename[inddd])))\n",
    "            println(\"####\",i,\" \",j)\n",
    "        end\n",
    "    end\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "indd = [find(B1[:,1] .* B2[:,3]);\n",
    "        find(B1[:,2] .* B2[:,7]);\n",
    "        find(B1[:,3] .* B2[:,4]);\n",
    "        find(B1[:,4] .* B2[:,10]);\n",
    "        find(B1[:,5] .* B2[:,5]);\n",
    "        find(B1[:,5] .* B2[:,6]);\n",
    "        find(B1[:,6] .* B2[:,2]);\n",
    "        find(B1[:,6] .* B2[:,10]);\n",
    "        find(B1[:,6] .* B2[:,11]);\n",
    "        find(B1[:,7] .* B2[:,7]);\n",
    "        find(B1[:,8] .* B2[:,3]);\n",
    "        find(B1[:,8] .* B2[:,5]);\n",
    "        find(B1[:,8] .* B2[:,10])]\n",
    "@rput indd; xx = out[:theta][indd,:]'; @rput xx;\n",
    "R\"x = t(lung)[,indd];\n",
    "colnames(x) = c('(1,3)',rep('(2,7)',2),rep('(3,4)',4),rep('(4,10)',6),rep('(5,5)',2),rep('(5,6)',5),\n",
    "                rep('(6,2)',2),rep('(6,10)',9),rep('(6,11)',3),rep('(7,7)',6),\n",
    "                rep('(8,3)',2), rep('(8,5)',2),rep('(8,10)',8));\n",
    "library(corrplot); corrplot(cor(x));\n",
    "png('~/Desktop/p1.png', width=800,height=700);\n",
    "corrplot(cor(x));\n",
    "dev.off();\";"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Julia 0.6.2",
   "language": "julia",
   "name": "julia-0.6"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "0.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}