blob: c63cdf5c4d46454137b0f34697400072ef6b39ee (
plain)
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
|
# Manuscript
# Requirements:
# pandoc-scholar (https://github.com/pandoc-scholar/pandoc-scholar) in PANDOC_SCHOLAR_PATH
# pandoc-placetable (https://github.com/mb21/pandoc-placetable)
ARTICLE_FILE = mutagenicity.mustache.md
PANDOC_SCHOLAR_PATH = pandoc-scholar
OUTFILE_PREFIX = mutagenicity
DEFAULT_EXTENSIONS = pdf #latex docx html #odt epub
PANDOC_WRITER_OPTIONS = --filter=pandoc-placetable --filter=pandoc-crossref --filter=pandoc-citeproc
TEMPLATE_FILE_LATEX = pandoc-scholar.latex
# Experiments
# crossvalidations
LAZAR_CONFUSION_MATRIX_DIR = 10-fold-crossvalidations/lazar/crossvalidation/confusion_matrices
LAZAR_PADEL_CONFUSION_MATRIX_DIR = 10-fold-crossvalidations/lazar-padel/crossvalidation/confusion_matrices
R_CV_DIR = 10-fold-crossvalidations/R
TENSORFLOW_CV_DIR = 10-fold-crossvalidations/tensorflow
CONFUSION_MATRICES_DIR = 10-fold-crossvalidations/confusion-matrices
CONFUSION_MATRICES = $(CONFUSION_MATRICES_DIR)/lazar-all.csv $(CONFUSION_MATRICES_DIR)/lazar-high-confidence.csv $(CONFUSION_MATRICES_DIR)/lazar-padel-all.csv $(CONFUSION_MATRICES_DIR)/lazar-padel-high-confidence.csv $(CONFUSION_MATRICES_DIR)/R-RF.csv $(CONFUSION_MATRICES_DIR)/R-SVM.csv $(CONFUSION_MATRICES_DIR)/R-DL.csv $(CONFUSION_MATRICES_DIR)/tensorflow-rf.v3.csv $(CONFUSION_MATRICES_DIR)/tensorflow-lr.v3.csv $(CONFUSION_MATRICES_DIR)/tensorflow-lr2.v3.csv $(CONFUSION_MATRICES_DIR)/tensorflow-nn.v3.csv
CV_SUMMARY = 10-fold-crossvalidations/summary.yaml
PA_SUMMARY = pyrrolizidine-alkaloids/summary.yaml
# PA predictions
PA_DIR = pyrrolizidine-alkaloids
PA_LAZAR_DIR = $(PA_DIR)/lazar
PA_R_DIR = $(PA_DIR)/R
PA_TF_DIR = $(PA_DIR)/tensorflow
PA_PREDICTIONS = $(PA_LAZAR_DIR)/pa-mp2d-predictions.csv $(PA_LAZAR_DIR)/pa-padel-predictions.csv $(PA_R_DIR)/PA.RF.outcome.csv $(PA_R_DIR)/PA.SVM.outcome.csv $(PA_R_DIR)/PA.DL.outcome.csv $(PA_TF_DIR)/pred.lr.v3-ext-Padel-2D.csv $(PA_TF_DIR)/pred.lr2.v3-ext-Padel-2D.csv $(PA_TF_DIR)/pred.rf.v3-ext-Padel-2D.csv $(PA_TF_DIR)/pred.nn.v3-ext-Padel-2D.csv
# manuscript
TABLES = tables/lazar-summary.csv tables/r-summary.csv tables/tensorflow-summary.csv tables/pa-tab.tex tables/pa-summary.csv
FIGURES = figures/roc.png figures/tsne-mp2d.png figures/tsne-padel.png
all: $(TABLES) $(FIGURES) $(CV_SUMMARY) mutagenicity.pdf
include $(PANDOC_SCHOLAR_PATH)/Makefile
mutagenicity.mustache.md: $(CV_SUMMARY) $(PA_SUMMARY) mutagenicity.md $(TABLES) $(FIGURES)
mustache $^ > $@
# figures
figures/tsne-padel.png: figures/tsne-padel.csv
scripts/tsne-padel.R
figures/tsne-padel.csv: data/GenoTox-database.csv pyrrolizidine-alkaloids/PA-Padel-2D_m2.csv
scripts/padel-descriptors.rb $^ > $@
figures/tsne-mp2d.png: figures/tsne-mp2d.csv
scripts/tsne-mp2d.R
figures/tsne-mp2d.csv: 10-fold-crossvalidations/lazar/independent_variables
scripts/mp2d-distances.rb > figures/tsne-mp2d.csv
figures/roc.png: figures/roc.csv
scripts/roc.R
figures/roc.csv: $(CV_SUMMARY)
scripts/summary2roc.rb $< > $@
# tables
tables/pa-summary.csv: $(PA_SUMMARY)
scripts/pa-summary-table.rb $< > $@
tables/pa-tab.tex: tables/pa-table.csv
scripts/pa-tex-table.rb $< > $@
tables/pa-table.csv: $(PA_PREDICTIONS)
scripts/pa-table.rb > $@
tables/lazar-summary.csv: $(CV_SUMMARY)
scripts/summary2table.rb lazar > $@
tables/r-summary.csv: $(CV_SUMMARY)
scripts/summary2table.rb R > $@
tables/tensorflow-summary.csv: $(CV_SUMMARY)
scripts/summary2table.rb tensorflow > $@
# PA summary
$(PA_SUMMARY): tables/pa-table.csv
scripts/pa-summary.rb $< > $@
# PA predictions
$(PA_LAZAR_DIR)/pa-padel-predictions.csv: 10-fold-crossvalidations/lazar-pa-padel/pa_independent_variables
../lazar/bin/batch_padel_classification.rb 10-fold-crossvalidations/lazar-pa-padel $< > $@
$(PA_LAZAR_DIR)/pa-mp2d-predictions.csv: $(PA_LAZAR_DIR)/pa-smiles.csv
../lazar/bin/batch_fingerprint_classification.rb ../lazar/models/mutagenicity $< > $@
$(PA_LAZAR_DIR)/pa-smiles.csv: pyrrolizidine-alkaloids/180920_PA_complete_SMILES.csv
cut -f1,4 -d ';' $< | sed 's/;/,/' > $@
# crossvalidation summary
$(CV_SUMMARY): $(CONFUSION_MATRICES)
scripts/confusion-matrix-summary.rb $^ > $@
# confusion matrices
## lazar
$(CONFUSION_MATRICES_DIR)/lazar-all.csv: $(LAZAR_CONFUSION_MATRIX_DIR)
cp $</all $@
$(CONFUSION_MATRICES_DIR)/lazar-high-confidence.csv: $(LAZAR_CONFUSION_MATRIX_DIR)
cp $</high_confidence $@
$(CONFUSION_MATRICES_DIR)/lazar-padel-all.csv: $(LAZAR_PADEL_CONFUSION_MATRIX_DIR)
cp $</all $@
$(CONFUSION_MATRICES_DIR)/lazar-padel-high-confidence.csv: $(LAZAR_PADEL_CONFUSION_MATRIX_DIR)
cp $</high_confidence $@
## R
$(CONFUSION_MATRICES_DIR)/R-SVM.csv: $(R_CV_DIR)/Sgl-Observations-SVM.csv
scripts/cv-r-confusion-matrix.rb $< > $@
$(CONFUSION_MATRICES_DIR)/R-RF.csv: $(R_CV_DIR)/Sgl-Observations-RF.csv
scripts/cv-r-confusion-matrix.rb $< > $@
$(CONFUSION_MATRICES_DIR)/R-DL.csv: $(R_CV_DIR)/Sgl-Observations-DL.csv
scripts/cv-r-confusion-matrix.rb $< > $@
## tensorflow
$(TENSORFLOW_CV_DIR)/pred.lr.v3.norm.sorted.csv: $(TENSORFLOW_CV_DIR)/pred.lr.v3.norm.csv
sort -n $< > $@
$(TENSORFLOW_CV_DIR)/pred.lr2.v3.norm.sorted.csv: $(TENSORFLOW_CV_DIR)/pred.lr2.v3.norm.csv
sort -n $< > $@
$(TENSORFLOW_CV_DIR)/pred.nn.v3.norm.sorted.csv: $(TENSORFLOW_CV_DIR)/pred.nn.v3.norm.csv
sort -n $< > $@
$(TENSORFLOW_CV_DIR)/pred.rf.v3.norm.sorted.csv: $(TENSORFLOW_CV_DIR)/pred.rf.v3.norm.csv
sort -n $< > $@
$(CONFUSION_MATRICES_DIR)/tensorflow-lr.v3.csv: $(TENSORFLOW_CV_DIR)/pred.lr.v3.norm.sorted.csv
scripts/cv-tensorflow-confusion-matrix.rb $< > $@
$(CONFUSION_MATRICES_DIR)/tensorflow-lr2.v3.csv: $(TENSORFLOW_CV_DIR)/pred.lr2.v3.norm.sorted.csv
scripts/cv-tensorflow-confusion-matrix.rb $< > $@
$(CONFUSION_MATRICES_DIR)/tensorflow-nn.v3.csv: $(TENSORFLOW_CV_DIR)/pred.nn.v3.norm.sorted.csv
scripts/cv-tensorflow-confusion-matrix.rb $< > $@
$(CONFUSION_MATRICES_DIR)/tensorflow-rf.v3.csv: $(TENSORFLOW_CV_DIR)/pred.rf.v3.norm.sorted.csv
scripts/cv-tensorflow-confusion-matrix.rb $< > $@
|