From a593863c49c3d033f80367da3241aad9a9256853 Mon Sep 17 00:00:00 2001 From: marouenbg Date: Tue, 15 Feb 2022 22:21:16 -0500 Subject: [PATCH 1/6] fix rm missing --- netZooPy/panda/panda.py | 2 +- rm_test_panda.txt | 87 +++++++++++++++++++++++++++++++++++++++++ 2 files changed, 88 insertions(+), 1 deletion(-) create mode 100644 rm_test_panda.txt diff --git a/netZooPy/panda/panda.py b/netZooPy/panda/panda.py index 285eaf91..c363c77c 100755 --- a/netZooPy/panda/panda.py +++ b/netZooPy/panda/panda.py @@ -369,7 +369,7 @@ def processData( if modeProcess == "legacy" and remove_missing and motif_file is not None: self.__remove_missing() - if modeProcess == "legacy": + if modeProcess == "legacy" and remove_missing==False: if expression_file is not None: self.gene_names = ( self.expression_genes diff --git a/rm_test_panda.txt b/rm_test_panda.txt new file mode 100644 index 00000000..df82c3e7 --- /dev/null +++ b/rm_test_panda.txt @@ -0,0 +1,87 @@ +-0.2054215060670668 3.3069522252021444 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-0.4522396092543137 3.0353423423230805 3.0698034216665917 2.3371770701503816 2.7469974013856953 2.968012567900508 2.3350983366875306 2.9289547975233834 -0.5235463215719391 2.9571912446489033 3.004453513028001 2.617783084071528 -2.345604053522933 2.9000148536886488 2.6247458301145237 2.498490405297226 -0.7248192102718298 2.9028811356250563 2.9536206804803515 2.3768382988840773 -2.223700241925971 3.120297739334518 3.081019200679538 -0.4729508622350865 2.9444747389598405 2.589736539748304 2.8948939052217244 2.65336572141919 2.7319458116738637 2.7432721770234116 2.7831070657592387 -1.0920150712959813 2.7455672554595263 2.9074685356825336 3.0235660655620338 -2.1505708022101446 2.825724857549852 -0.4089153396811036 3.078853832728834 2.9422644838712975 -0.5507290713370762 2.9526619956755695 2.667061798999093 2.843477369128458 2.6330022847461003 3.0128315959893843 2.59401489475054 2.9301055940081286 2.631397566901539 2.7815981956525055 3.0570544800338144 2.726713888184017 2.8581934698260665 2.7652234203277426 -0.6845642263293682 -0.4608744478756306 3.1217251486266635 -0.5890931718882061 2.8621476794205574 3.006637019692291 2.6148917809697467 -0.3013327764546932 2.934487331011536 2.1233397175843516 3.121426149846883 From 4ddf5100a51e1774cba6d2c378c31dfafeb5ea9f Mon Sep 17 00:00:00 2001 From: marouenbg Date: Sat, 4 Oct 2025 23:39:03 -0400 Subject: [PATCH 2/6] cobra hotfix --- netZooPy/cobra/cobra.py | 49 ++++++++++++++++++++++++++--------------- requirements.txt | 1 + 2 files changed, 32 insertions(+), 18 deletions(-) diff --git a/netZooPy/cobra/cobra.py b/netZooPy/cobra/cobra.py index 775a9250..09312312 100644 --- a/netZooPy/cobra/cobra.py +++ b/netZooPy/cobra/cobra.py @@ -1,9 +1,10 @@ import pandas as pd import numpy as np from scipy.linalg import eigh,pinv +from sklearn.linear_model import LinearRegression, Lasso -def cobra(X, expression): +def cobra(X, expression, cobra='nnls', alpha: np.float64=0.1): """ COBRA decomposes a (partial) gene co-expression matrix as a linear combination of covariate-specific components. @@ -16,6 +17,12 @@ def cobra(X, expression): design matrix of size (n, q), n = number of samples, q = number of covariates expression : np.ndarray, pd.DataFrame gene expression as a matrix of size (g, n), g = number of genes + cobra : string + regression mode + nnls: Non-negative least square (default) + nnlasso: Non-negative LASSO + deprecated: MLE estimate + alpha : Returns --------- psi : array @@ -55,26 +62,32 @@ def cobra(X, expression): Q = c_eigenvectors[:, indices_nonzero].T[::-1].T # - gtq = np.matmul(g.T, Q) d = c_eigenvalues[indices_nonzero][::-1] - # - xtx_inv = np.linalg.pinv( - np.dot(X.T, X) - ) - xtx_inv_xt = np.dot( - xtx_inv, X.T - ) + if cobra=='nnls': + model = LinearRegression(positive=True).fit(X, np.diag(d) ) + psi = model.coef_ + elif cobra=='nnlasso': + model == Lasso(alpha=alpha, positive=True).fit(X, np.diag(d) ) + psi = model.coef_ + elif cobra=='deprecated': + gtq = np.matmul(g.T, Q) + xtx_inv = np.linalg.pinv( + np.dot(X.T, X) + ) + xtx_inv_xt = np.dot( + xtx_inv, X.T + ) - # - psi = np.zeros((q, n)) + # + psi = np.zeros((q, n)) - for i in range(q): - for h in range(n): - psi[i, h] = n * np.sum([ - ( - xtx_inv_xt[i, k] * gtq[k, h] ** 2 - ) for k in range(n) - ]) + for i in range(q): + for h in range(n): + psi[i, h] = n * np.sum([ + ( + xtx_inv_xt[i, k] * gtq[k, h] ** 2 + ) for k in range(n) + ]) return psi, Q, d, g diff --git a/requirements.txt b/requirements.txt index 1f8151d5..624070fa 100755 --- a/requirements.txt +++ b/requirements.txt @@ -7,3 +7,4 @@ igraph joblib statsmodels click +sklearn From 27bf7c31fe999acc378363211c1a681c341592a8 Mon Sep 17 00:00:00 2001 From: marouenbg Date: Sat, 4 Oct 2025 23:42:26 -0400 Subject: [PATCH 3/6] cobra hotfix --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index 624070fa..05be41d8 100755 --- a/requirements.txt +++ b/requirements.txt @@ -7,4 +7,4 @@ igraph joblib statsmodels click -sklearn +scikit-learn From 80968124eea4dd861350c5a158564142109cd2da Mon Sep 17 00:00:00 2001 From: marouenbg Date: Sat, 4 Oct 2025 23:55:21 -0400 Subject: [PATCH 4/6] cobra hotfix --- netZooPy/cobra/cobra.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/netZooPy/cobra/cobra.py b/netZooPy/cobra/cobra.py index 09312312..6d57c438 100644 --- a/netZooPy/cobra/cobra.py +++ b/netZooPy/cobra/cobra.py @@ -90,4 +90,4 @@ def cobra(X, expression, cobra='nnls', alpha: np.float64=0.1): ) for k in range(n) ]) - return psi, Q, d, g + return np.transpose(psi), Q, d, g From f1145b611ee38c0218946406778473483e4cbd96 Mon Sep 17 00:00:00 2001 From: marouenbg Date: Sun, 5 Oct 2025 10:37:16 -0400 Subject: [PATCH 5/6] cobra hotfix --- tests/test_cobra.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/test_cobra.py b/tests/test_cobra.py index 2fe940fc..49c3d5f5 100644 --- a/tests/test_cobra.py +++ b/tests/test_cobra.py @@ -23,7 +23,7 @@ def test_cobra(): G_gt = pd.read_csv(G_gt_path, index_col=0) # Call COBRA - psi, Q, D, G = cobra.cobra(X, expression) + psi, Q, D, G = cobra.cobra(X, expression, cobra='deprecated') # Cast output to pandas psi = pd.DataFrame(psi, index=psi_gt.index, columns=psi_gt.columns) From 01cde28f241532a9653159cb2d6b7ae2a91972ad Mon Sep 17 00:00:00 2001 From: marouenbg Date: Sun, 5 Oct 2025 12:40:14 -0400 Subject: [PATCH 6/6] add transpose of psi --- netZooPy/cobra/cobra.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/netZooPy/cobra/cobra.py b/netZooPy/cobra/cobra.py index 6d57c438..c5377a6b 100644 --- a/netZooPy/cobra/cobra.py +++ b/netZooPy/cobra/cobra.py @@ -66,10 +66,10 @@ def cobra(X, expression, cobra='nnls', alpha: np.float64=0.1): if cobra=='nnls': model = LinearRegression(positive=True).fit(X, np.diag(d) ) - psi = model.coef_ + psi = np.transpose(model.coef_) elif cobra=='nnlasso': model == Lasso(alpha=alpha, positive=True).fit(X, np.diag(d) ) - psi = model.coef_ + psi = np.transpose(model.coef_) elif cobra=='deprecated': gtq = np.matmul(g.T, Q) xtx_inv = np.linalg.pinv( @@ -90,4 +90,4 @@ def cobra(X, expression, cobra='nnls', alpha: np.float64=0.1): ) for k in range(n) ]) - return np.transpose(psi), Q, d, g + return psi, Q, d, g