Newer
Older
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
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"```\n",
"Date: 20200812\n",
"author: Felix Reichel\n",
"Python v: 3.7.3\n",
"venv = py37_chac\n",
"``` "
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"from glob import glob\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import dclab\n",
"import matplotlib\n",
"from matplotlib.collections import PathCollection\n",
"\n",
"from lin_mixed_model import linmixmod\n",
"from tqdm.notebook import tqdm\n",
"\n",
"import warnings\n",
"warnings.filterwarnings('ignore')"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"def plot_violins(dataframe, x_axis, y_axis, pal='tab10', color=None, saturation=.9,\n",
" fontsize_labels = 18, figsize = (6,6),\n",
" stripplot=False, stripalpha=0.3, stripjitter=.1):\n",
"\n",
" ort = \"v\" #plot orientation\n",
" color_ctrl = sns.color_palette('Set2')[7] #color for the control sample\n",
"\n",
" if pal is not None:\n",
" palette = sns.color_palette(pal)\n",
" palette.insert(0, color_ctrl)\n",
" else:\n",
" palette = None\n",
" \n",
" sigma = .1 #cloud smoothness\n",
"\n",
" #some plotting parameters\n",
" y_label = dclab.dfn.feature_name2label[y_axis]\n",
" sns.set(style=\"darkgrid\")\n",
"\n",
" f, ax = plt.subplots(figsize=figsize)\n",
"\n",
" ax = sns.violinplot(x = x_axis, y = y_axis, data=dataframe, \n",
" palette = palette, \n",
" bw = .2, cut = 0.,\n",
" scale = 'area', \n",
" # width = .6, \n",
" inner = 'box', \n",
" saturation = saturation,\n",
" orient = ort,\n",
" color=color)\n",
"\n",
" if stripplot:\n",
" ax = sns.stripplot(x = x_axis, y = y_axis, data=dataframe, \n",
" palette = palette,\n",
" alpha = stripalpha,\n",
" jitter = stripjitter,\n",
" orient = ort,\n",
" zorder=1,\n",
" color=color)\n",
"\n",
" ctrl_median = dataframe[dataframe['patient']=='CTRL'][y_axis].median()\n",
" ax.axhline(ctrl_median, c='gray', alpha=.5, ls='--', zorder=1)\n",
"\n",
" ax.set_ylabel(y_label, fontsize = fontsize_labels+2)\n",
" ax.xaxis.label.set_size(fontsize_labels)\n",
" ax.tick_params(axis='both', which='major', labelsize=fontsize_labels)\n",
" ax.tick_params(axis='both', which='minor', labelsize=fontsize_labels)\n",
" \n",
" for tick in ax.get_xticklabels():\n",
" tick.set_rotation(0)\n",
" tick.set_horizontalalignment(\"center\")\n",
"\n",
" #adapt the sizes of the inner box in the violinplot\n",
" for child in ax.get_children():\n",
" #adapt widths of IQR range and 95% ci\n",
" if isinstance(child, matplotlib.lines.Line2D):\n",
" lw = child.get_linewidth()\n",
" child.set_linewidth(1.75*lw)\n",
" #change size of median marker\n",
" if isinstance(child, matplotlib.collections.PathCollection):\n",
" sizes = child.get_sizes() \n",
" child.set(sizes=3*sizes)\n",
"\n",
" plt.tight_layout()\n",
"\n",
" savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\n",
" savename = r\"RBC_baseline_deform\"\n",
" savepath = os.path.join(savefolder,savename)\n",
"\n",
" # f.savefig(savepath+\".pdf\", dpi=900, format='pdf')\n",
" \n",
" return f, ax"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## RBCs\n",
"Pool all ctrl data from phillip as ctrl \n",
"Add columns `'treatment'` and `'repeat'` to prepare for lmm analysis"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"read rbc data from file"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [],
"source": [
"savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\Analysis\\RTDC\"\n",
"savename = \"20210610_RBC_baseline_plotdata.tsv\"\n",
"savepath = os.path.join(savefolder, savename)\n",
"\n",
"df_rbc = pd.read_csv(savepath, sep = '\\t')\n",
"df_rbc['patient_label'] = np.nan\n",
"\n",
"patients = ['CTRL', 'VS', 'VL', 'RS', 'KM', 'LM']\n",
"patient_labels = ['CTRL', 'P1', 'P2', 'P3', 'P4', 'P5']\n",
"for patient, patient_label in zip(patients, patient_labels):\n",
" ind = df_rbc['patient'] == patient\n",
" df_rbc['patient_label'][ind] = patient_label"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Deformation\n",
"All measurements of philipp pooled in one violin"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"p-Value (Likelihood Ratio Test): 0.139245389471824\n",
"Estimate: 0.259358319868594\n",
"Std. Error (Estimate): 0.0021357200925621\n",
"Fixed Effect: -0.00745073222179398\n",
"Std. Error (Fixed Effect) 0.00513705367383118\n"
]
}
],
"source": [
"para = 'deform'\n",
"\n",
"Result = linmixmod(xs=df_rbc[para], treatment=df_rbc['treatment'],\n",
" #df_rbc['repeat'] begins at 0, but 0 values are excluded from the computation\n",
" timeunit=df_rbc['repeat']+1, model='lmm')\n",
"\n",
"print(\"p-Value (Likelihood Ratio Test):\", Result[\"p-Value (Likelihood Ratio Test)\"])\n",
"print(\"Estimate:\", Result[\"Estimate\"])\n",
"print(\"Std. Error (Estimate):\", Result[\"Std. Error (Estimate)\"])\n",
"print(\"Fixed Effect:\", Result[\"Fixed Effect\"])\n",
"print(\"Std. Error (Fixed Effect)\", Result[\"Std. Error (Fixed Effect)\"])"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 21.5, 'Patient')"
]
},
"execution_count": 78,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fontsize=20\n",
"\n",
"fig, ax = plot_violins(df_rbc, 'patient_label', 'deform', fontsize_labels=fontsize)\n",
"ax.set_xlabel(\"Patient\", fontsize=fontsize+2)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"plots_folder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\n",
"save_name = \"RBC_baseline_deformation\"\n",
"savepath = os.path.join(plots_folder, save_name)\n",
"fig.tight_layout()\n",
"fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Area"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"p-Value (Likelihood Ratio Test): 0.0035669249184713\n",
"Estimate: 34.8132159246511\n",
"Std. Error (Estimate): 0.255610468614638\n",
"Fixed Effect: 1.89046245391443\n",
"Std. Error (Fixed Effect) 0.501398572976358\n"
]
}
],
"source": [
"para = 'area_um'\n",
"\n",
"Result = linmixmod(xs=df_rbc[para], treatment=df_rbc['treatment'],\n",
" #df_rbc['repeat'] begins at 0, but 0 values are excluded from the computation\n",
" timeunit=df_rbc['repeat']+1, model='lmm')\n",
"\n",
"print(\"p-Value (Likelihood Ratio Test):\", Result[\"p-Value (Likelihood Ratio Test)\"])\n",
"print(\"Estimate:\", Result[\"Estimate\"])\n",
"print(\"Std. Error (Estimate):\", Result[\"Std. Error (Estimate)\"])\n",
"print(\"Fixed Effect:\", Result[\"Fixed Effect\"])\n",
"print(\"Std. Error (Fixed Effect)\", Result[\"Std. Error (Fixed Effect)\"])"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 21.5, 'Patient')"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fontsize=20\n",
"\n",
"fig, ax = plot_violins(df_rbc, 'patient_label', 'area_um', fontsize_labels=fontsize)\n",
"ax.set_ylabel(r\"Projected area [µm$^2$]\")\n",
"ax.set_xlabel(\"Patient\", fontsize=fontsize+2)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"plots_folder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\n",
"save_name = \"RBC_baseline_area\"\n",
"savepath = os.path.join(plots_folder, save_name)\n",
"fig.tight_layout()\n",
"fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plots of single measurements from Philipp"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 22.234375, '# Control measurement')"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"color_ctrl = sns.color_palette('Set2')[7]\n",
"fig, ax = plot_violins(df_rbc, 'syto_repeat', 'deform', pal=None, color=color_ctrl)\n",
"\n",
"ax.set_xticklabels(['1','2','3','4','5','6','7','8','9','10','11'])\n",
"ax.set_xlabel(\"# Control measurement\")"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"plots_folder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\n",
"save_name = \"RBC_baseline_ctrl_data_deform\"\n",
"savepath = os.path.join(plots_folder, save_name)\n",
"fig.tight_layout()\n",
"fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 22.234375, '# Control measurement')"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"color_ctrl = sns.color_palette('Set2')[7]\n",
"fig, ax=plot_violins(df_rbc, 'syto_repeat', 'area_um', pal=None, color=color_ctrl)\n",
"\n",
"ax.set_xticklabels(['1','2','3','4','5','6','7','8','9','10','11'])\n",
"ax.set_xlabel(\"# Control measurement\")"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"plots_folder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\n",
"save_name = \"RBC_baseline_ctrl_data_area\"\n",
"savepath = os.path.join(plots_folder, save_name)\n",
"fig.tight_layout()\n",
"fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"median deform = 0.26245954632759094\n",
"median area = 34.62220001220703\n"
]
}
],
"source": [
"rbc_ctrl_deform_med = df_rbc[df_rbc['patient']=='CTRL']['deform'].median()\n",
"rbc_ctrl_area_med = df_rbc[df_rbc['patient']=='CTRL']['area_um'].median()\n",
"\n",
"print(\"median deform = \", rbc_ctrl_deform_med)\n",
"print(\"median area = \", rbc_ctrl_area_med)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Check reticulocutes"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 21.5, 'Patient')"
]
},
"execution_count": 84,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_retis = df_rbc[df_rbc['syto13_pos']]\n",
"\n",
"fig, ax = plot_violins(df_retis, 'patient_label', 'area_um', fontsize_labels=fontsize)\n",
"ax.set_ylabel(r\"Projected area [µm$^2$]\")\n",
"ax.set_xlabel(\"Patient\", fontsize=fontsize+2)"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"p-Value (Likelihood Ratio Test): 0.00116963534861223\n",
"Estimate: 36.0030254743097\n",
"Std. Error (Estimate): 0.224154561078224\n",
"Fixed Effect: 2.1338461276335\n",
"Std. Error (Fixed Effect) 0.448766786781575\n"
]
}
],
"source": [
"para = 'area_um'\n",
"\n",
"Result = linmixmod(xs=df_retis[para], treatment=df_retis['treatment'],\n",
" #df_rbc['repeat'] begins at 0, but 0 values are excluded from the computation\n",
" timeunit=df_retis['repeat']+1, model='lmm')\n",
"\n",
"print(\"p-Value (Likelihood Ratio Test):\", Result[\"p-Value (Likelihood Ratio Test)\"])\n",
"print(\"Estimate:\", Result[\"Estimate\"])\n",
"print(\"Std. Error (Estimate):\", Result[\"Std. Error (Estimate)\"])\n",
"print(\"Fixed Effect:\", Result[\"Fixed Effect\"])\n",
"print(\"Std. Error (Fixed Effect)\", Result[\"Std. Error (Fixed Effect)\"])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Only non-reticulocytes"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 21.5, 'Patient')"
]
},
"execution_count": 88,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_no_retis = df_rbc[~df_rbc['syto13_pos']]\n",
"\n",
"fig, ax = plot_violins(df_no_retis, 'patient_label', 'area_um', fontsize_labels=fontsize)\n",
"ax.set_ylabel(r\"Projected area [µm$^2$]\")\n",
"ax.set_xlabel(\"Patient\", fontsize=fontsize+2)"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"p-Value (Likelihood Ratio Test): 0.00324122603135508\n",
"Estimate: 34.7558169827037\n",
"Std. Error (Estimate): 0.235137557844338\n",
"Fixed Effect: 1.88287795690098\n",
"Std. Error (Fixed Effect) 0.483654593033128\n"
]
}
],
"source": [
"para = 'area_um'\n",
"\n",
"Result = linmixmod(xs=df_no_retis[para], treatment=df_no_retis['treatment'],\n",
" #df_rbc['repeat'] begins at 0, but 0 values are excluded from the computation\n",
" timeunit=df_no_retis['repeat']+1, model='lmm')\n",
"\n",
"print(\"p-Value (Likelihood Ratio Test):\", Result[\"p-Value (Likelihood Ratio Test)\"])\n",
"print(\"Estimate:\", Result[\"Estimate\"])\n",
"print(\"Std. Error (Estimate):\", Result[\"Std. Error (Estimate)\"])\n",
"print(\"Fixed Effect:\", Result[\"Fixed Effect\"])\n",
"print(\"Std. Error (Fixed Effect)\", Result[\"Std. Error (Fixed Effect)\"])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## WBCs\n",
"\n",
"Measurement files:"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"ctrl_wbc_08 = r\"D:\\ChoreaAcanthocytosis\\RTDC\\WBC\\Measurements\\CTRL\\20170803_CTRL_WBCs\\Online\\M3_0.080000ul_s.rtdc\"\n",
"VS_wbc_08 = r\"D:\\ChoreaAcanthocytosis\\RTDC\\WBC\\Measurements\\VS\\20170627_VS_WBC\\Online\\M2_0.080000ul_s.rtdc\"\n",
"VL_wbc_08 = r\"D:\\ChoreaAcanthocytosis\\RTDC\\WBC\\Measurements\\VL\\20170711_VL_WBC\\Online\\M3_0.080000ul_s.rtdc\"\n",
"RS_wbc_08 = r\"D:\\ChoreaAcanthocytosis\\RTDC\\WBC\\Measurements\\RS\\20170809_RS_WBC\\Online\\M3_0.080000ul_s.rtdc\"\n",
"LM_wbc_08 = r\"D:\\ChoreaAcanthocytosis\\RTDC\\WBC\\Measurements\\LM\\20170907_LM_0w_WBC\\Online\\M2_0.080000ul_s.rtdc\"\n",
"KM_wbc_08 = r\"D:\\ChoreaAcanthocytosis\\RTDC\\WBC\\Measurements\\KM\\20170829_KM_WBC\\Online\\M3_0.080000ul_s.rtdc\"\n",
"\n",
"baseline_files = [ctrl_wbc_08, VS_wbc_08, VL_wbc_08, RS_wbc_08, KM_wbc_08, LM_wbc_08]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lymphocytes exported data (filtered in shapeout)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"# lympho_folder = r\"D:\\ChoreaAcanthocytosis\\RTDC\\WBC\\Analysis-ShapeOut\\data_export_lymphos\"\n",
"lympho_folder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\Analysis\\RTDC\\WBC\\Analysis-ShapeOut\\data_export_lymphos\"\n",
"\n",
"CTRL_file = \"SO2-export_0_20170803_CTRL_WBCs.rtdc\"\n",
"VS_file = \"SO2-export_1_20170627_VS_WBC.rtdc\"\n",
"VL_file = \"SO2-export_2_20170711_VL_WBC.rtdc\"\n",
"RS_file = \"SO2-export_3_20170809_RS_WBC.rtdc\"\n",
"LM_file = \"SO2-export_4_20170907_LM_0w_WBC.rtdc\"\n",
"KM_file = \"SO2-export_5_20170829_KM_WBC.rtdc\"\n",
"\n",
"lympho_files = [CTRL_file, VS_file, VL_file, RS_file, KM_file, LM_file]"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"df_lympho = pd.DataFrame()\n",
"\n",
"for index, file in enumerate(lympho_files):\n",
" \n",
" ds = dclab.new_dataset(os.path.join(lympho_folder,file))\n",
" df = pd.DataFrame()\n",
" \n",
" for feat in ds.features:\n",
" if feat in dclab.definitions.scalar_feature_names:\n",
" df[feat] = ds[feat]\n",
" \n",
" df['patient'] = file.split(\"_\")[3]\n",
" \n",
" if \"CTRL\" in file:\n",
" df['treatment'] = 'Control'\n",
" else:\n",
" df['treatment'] = 'Treatment'\n",
" \n",
" df['repeat'] = index\n",
" \n",
" df_lympho = df_lympho.append(df, ignore_index=True)\n",
" \n",
"df_lympho['patient_label'] = np.nan\n",
"\n",
"patients = ['CTRL', 'VS', 'VL', 'RS', 'KM', 'LM']\n",
"patient_labels = ['CTRL', 'P1', 'P2', 'P3', 'P4', 'P5']\n",
"for patient, patient_label in zip(patients, patient_labels):\n",
" ind = df_lympho['patient'] == patient\n",
" df_lympho['patient_label'][ind] = patient_label"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"p-Value (Likelihood Ratio Test): 0.0125640999812045\n",
"Estimate: 0.0459008994748433\n",
"Std. Error (Estimate): 0.016646439429525\n",
"Fixed Effect: -0.0128921088365645\n",
"Std. Error (Fixed Effect) 0.0167487622461492\n"
]
}
],
"source": [
"para = 'deform'\n",
"\n",
"Result = linmixmod(xs=df_lympho[para], treatment=df_lympho['treatment'], \n",
" #df_rbc['repeat'] begins at 0, but 0 values are excluded from the computation\n",
" timeunit=df_lympho['repeat']+1, model='lmm')\n",
"\n",
"print(\"p-Value (Likelihood Ratio Test):\", Result[\"p-Value (Likelihood Ratio Test)\"])\n",
"print(\"Estimate:\", Result[\"Estimate\"])\n",
"print(\"Std. Error (Estimate):\", Result[\"Std. Error (Estimate)\"])\n",
"print(\"Fixed Effect:\", Result[\"Fixed Effect\"])\n",
"print(\"Std. Error (Fixed Effect)\", Result[\"Std. Error (Fixed Effect)\"])"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 21.5, 'Patient')"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fontsize=20\n",
"\n",
"fig, ax = plot_violins(df_lympho, 'patient_label', 'deform', fontsize_labels=fontsize,\n",
" stripplot=True, saturation=.25)\n",
"ax.set_xlabel(\"Patient\", fontsize=fontsize+2)"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"plots_folder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\n",
"save_name = \"WBC_lympho_baseline_deform\"\n",
"savepath = os.path.join(plots_folder, save_name)\n",
"fig.tight_layout()\n",
"fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"p-Value (Likelihood Ratio Test): 0.0503889719549656\n",
"Estimate: 37.4313770068981\n",
"Std. Error (Estimate): 7.21830499703223\n",
"Fixed Effect: 1.20174338669479\n",
"Std. Error (Fixed Effect) 7.22371371218128\n"
]
}
],
"source": [
"para = 'area_um'\n",
"\n",
"Result = linmixmod(xs=df_lympho[para], treatment=df_lympho['treatment'], \n",
" #df_rbc['repeat'] begins at 0, but 0 values are excluded from the computation\n",
" timeunit=df_lympho['repeat']+1, model='lmm')\n",
"\n",
"print(\"p-Value (Likelihood Ratio Test):\", Result[\"p-Value (Likelihood Ratio Test)\"])\n",
"print(\"Estimate:\", Result[\"Estimate\"])\n",
"print(\"Std. Error (Estimate):\", Result[\"Std. Error (Estimate)\"])\n",
"print(\"Fixed Effect:\", Result[\"Fixed Effect\"])\n",
"print(\"Std. Error (Fixed Effect)\", Result[\"Std. Error (Fixed Effect)\"])"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(18.25, 0.5, 'Projected area [µm$^2$]')"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fontsize=20\n",
"\n",
"fig, ax = plot_violins(df_lympho, 'patient_label', 'area_um', fontsize_labels=fontsize,\n",
" stripplot=True, saturation=.25)\n",
"ax.set_xlabel(\"Patient\", fontsize=fontsize+2)\n",
"ax.set_ylabel(r\"Projected area [µm$^2$]\")"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"plots_folder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\n",
"save_name = \"WBC_lympho_baseline_area\"\n",
"savepath = os.path.join(plots_folder, save_name)\n",
"fig.tight_layout()\n",
"fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"p-Value (Likelihood Ratio Test): 0.0185838785945788\n",
"Estimate: 0.780505628348649\n",
"Std. Error (Estimate): 0.383553673273846\n",
"Fixed Effect: 0.242465466362725\n",
"Std. Error (Fixed Effect) 0.38665144907393\n"
]
}
],
"source": [
"para = 'emodulus'\n",
"\n",
"Result = linmixmod(xs=df_lympho[para], treatment=df_lympho['treatment'], \n",
" #df_rbc['repeat'] begins at 0, but 0 values are excluded from the computation\n",
" timeunit=df_lympho['repeat']+1, model='lmm')\n",
"\n",
"print(\"p-Value (Likelihood Ratio Test):\", Result[\"p-Value (Likelihood Ratio Test)\"])\n",
"print(\"Estimate:\", Result[\"Estimate\"])\n",
"print(\"Std. Error (Estimate):\", Result[\"Std. Error (Estimate)\"])\n",
"print(\"Fixed Effect:\", Result[\"Fixed Effect\"])\n",
"print(\"Std. Error (Fixed Effect)\", Result[\"Std. Error (Fixed Effect)\"])"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.5, 2.5)"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fontsize=20\n",
"\n",
"fig, ax = plot_violins(df_lympho, 'patient_label', 'emodulus', fontsize_labels=fontsize,\n",
" stripplot=True, saturation=.25)\n",
"ax.set_xlabel(\"Patient\", fontsize=fontsize+2)\n",
"ax.set_ylim(0.5,2.5)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [],
"source": [
"plots_folder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\n",
"save_name = \"WBC_lympho_baseline_emod\"\n",
"savepath = os.path.join(plots_folder, save_name)\n",
"fig.tight_layout()\n",
"fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"lympho ctrl deform = 0.04369187355041504\n",
"lympho ctrl area = 37.88789749145508\n",
"lympho ctrl emodulus = 0.7527109307300333\n"
]
}
],
"source": [
"lympho_ctrl_deform_median = df_lympho[df_lympho['patient']=='CTRL']['deform'].median()\n",
"lympho_ctrl_area_median = df_lympho[df_lympho['patient']=='CTRL']['area_um'].median()\n",
"lympho_ctrl_emod_median = df_lympho[df_lympho['patient']=='CTRL']['emodulus'].median()\n",
"\n",
"print(\"lympho ctrl deform = \", lympho_ctrl_deform_median)\n",
"print(\"lympho ctrl area = \", lympho_ctrl_area_median)\n",
"print(\"lympho ctrl emodulus = \", lympho_ctrl_emod_median)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Myelocytes"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [],
"source": [
"# myelo_folder = r\"D:\\ChoreaAcanthocytosis\\RTDC\\WBC\\Analysis-ShapeOut\\data_export_myelos\"\n",
"myelo_folder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\Analysis\\RTDC\\WBC\\Analysis-ShapeOut\\data_export_myelos\"\n",
"CTRL_file = \"SO2-export_0_20170803_CTRL_WBCs.rtdc\"\n",
"VS_file = \"SO2-export_1_20170627_VS_WBC.rtdc\"\n",
"VL_file = \"SO2-export_2_20170711_VL_WBC.rtdc\"\n",
"RS_file = \"SO2-export_3_20170809_RS_WBC.rtdc\"\n",
"LM_file = \"SO2-export_4_20170907_LM_0w_WBC.rtdc\"\n",
"KM_file = \"SO2-export_5_20170829_KM_WBC.rtdc\"\n",
"\n",
"myelo_files = [CTRL_file, VS_file, VL_file, RS_file, KM_file, LM_file]"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [],
"source": [
"df_myelo = pd.DataFrame()\n",
"\n",
"for index, file in enumerate(myelo_files):\n",
" \n",
" ds = dclab.new_dataset(os.path.join(myelo_folder,file))\n",
" df = pd.DataFrame()\n",
" \n",
" for feat in ds.features:\n",
" if feat in dclab.definitions.scalar_feature_names:\n",
" df[feat] = ds[feat]\n",
" \n",
" df['patient'] = file.split(\"_\")[3]\n",
" \n",
" if \"CTRL\" in file:\n",
" df['treatment'] = 'Control'\n",
" else:\n",
" df['treatment'] = 'Treatment'\n",
" \n",
" df['repeat'] = index\n",
" \n",
" df_myelo = df_myelo.append(df, ignore_index=True)\n",
" \n",
"df_myelo['patient_label'] = np.nan\n",
"\n",
"patients = ['CTRL', 'VS', 'VL', 'RS', 'KM', 'LM']\n",
"patient_labels = ['CTRL', 'P1', 'P2', 'P3', 'P4', 'P5']\n",
"for patient, patient_label in zip(patients, patient_labels):\n",
" ind = df_myelo['patient'] == patient\n",