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",
"source": [
"## Create plots for panels used in figure 1"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import os\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib\n",
"from matplotlib.collections import PathCollection\n",
"import seaborn as sns\n",
"from scipy.optimize import curve_fit\n",
"import dclab\n",
"from lin_mixed_model import linmixmod\n",
"\n",
"import warnings\n",
"warnings.filterwarnings('ignore')"
]
},
{
"cell_type": "markdown",
"source": [
"### Panels A and B"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": 3,
"outputs": [],
"source": [
"#define a color seed for each patient\n",
"color_dict = {'VS': 'C0', 'VL': 'C1', 'RS': 'C2',\n",
" 'KM': 'C3', 'LM': 'C4'}\n",
"color_seeds_dict = {'VS': 'Blues', 'VL': 'Oranges', 'RS': 'Greens',\n",
" 'LM': 'Purples', 'KM': 'Reds'}"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 4,
"outputs": [],
"source": [
"def weighted_means_and_errors(counts, counts_abs):\n",
" \"\"\"Calculate weighted mean values and error from the input arrays\"\"\"\n",
"\n",
" weights = np.zeros_like(counts)\n",
" weights_normed = np.zeros_like(counts)\n",
"\n",
" # sum up number of cell in each velocity range, for every measurement\n",
" counts_sum = np.sum(counts_abs, axis = 2)\n",
" sum_counts = np.sum(counts_sum, axis = 1)\n",
"\n",
" # calculate absolute and relative weights\n",
" for k in range(len(weights[0,:,0])):\n",
" weights[:,k,:] = np.sum(counts_abs, axis = 1)\n",
" weights_normed[:,k,:] = weights[:,k,:] / sum_counts[k] #needed for calculation of the error\n",
"\n",
" # calculate weighted averages, mask nans\n",
" means = np.ma.average(counts, axis = 2, weights = weights)\n",
" means = np.array(means) #remove mask again\n",
"\n",
" # calculate weighted variance and from that the error\n",
" var = np.zeros_like(means)\n",
"\n",
" for l in range(len(counts[0,0,:])):\n",
" var += (counts[:,:,l]-means)**2 * weights_normed[:,:,l]\n",
"\n",
" errs = np.sqrt(var)\n",
"\n",
" # make sure that probability sums up to 1\n",
" for i in range(len(means)):\n",
" means[i,:] = means[i,:]/sum(means[i,:])\n",
"\n",
" return means, errs\n",
"def logistic_growth(x, A, x_0, k):\n",
" \"\"\"The logistic growth fct\"\"\"\n",
" return A/(1+np.exp(-k*(x-x_0)))\n",
"\n",
"def deformed_probability_curve(df, v_min=0, v_max=3, binsize=.25):\n",
" \"\"\"Compute the values for the shape probability diagram to find a cell\n",
" in a deformed state for velocities between v_min and v_max in the DataFrame df\n",
"\n",
" returns: *tuple* (deformed_bins, deformed_hist_normal)\n",
" - deformed_bins: *array* limits for the bin ranges of the histogram\n",
" - normalized counts for each velocity range\n",
" \"\"\"\n",
"\n",
" bins = int(v_max/binsize) #number of Bins in histogram\n",
" #find index of cells in a deformed state. Class definitions are:\n",
" #1-parachute, 2-slipper, 3-asym. parachute, 5-multilobe, 7-undefined deformed\n",
" #4-discocyte/undeformed, 6-tumbler\n",
" deformed_index = ((df['shape'] == 1)\n",
" | (df['shape'] == 2)\n",
" | (df['shape'] == 3)\n",
" | (df['shape'] == 5)\n",
" | (df['shape'] == 7))\n",
"\n",
" #create new column in df that is True for deformed state\n",
" df['deformed'] = False\n",
" df['deformed'][deformed_index] = True\n",
"\n",
" df_deformed = df[deformed_index]\n",
"\n",
" deformed_hist, deformed_bins = np.histogram(np.array(df_deformed['velocity']),\n",
" range = (v_min,v_max),\n",
" bins = bins)\n",
" #get the counts for all events to use for normalization\n",
" all_hist, all_bins = np.histogram(np.array(df['velocity']),\n",
" range = (v_min,v_max),\n",
" bins = bins)\n",
"\n",
" #normalize the deformed histogram\n",
" deformed_hist_normal = deformed_hist/all_hist\n",
"\n",
" return deformed_bins, deformed_hist_normal"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 5,
"outputs": [
{
"data": {
"text/plain": "<Figure size 792x360 with 2 Axes>",
"image/png": "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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"warnings.filterwarnings('ignore')\n",
"\n",
"patients = ['VS', 'VL', 'RS', 'KM', 'LM']\n",
"labels = [\"P1\", \"P2\", \"P3\", \"P4\", \"P5\"]\n",
"\n",
"result_summary_folder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\Analysis\\Jupyter\\MCFM\\result_summaries\"\n",
"\n",
"lw = 2.5\n",
"xlabel = \"Velocity [mm/s]\"\n",
"ylabel = \"Probability for deformed shape\"\n",
"fontsize = 18\n",
"color_ctrl = 'darkgray'\n",
"color_ctrl_fit = 'darkcyan'\n",
"alpha_ctrl = .99\n",
"alpha_ctrl_fit = 1\n",
"lw_ctrl =2\n",
"v_min = 0.\n",
"v_max = 3.\n",
"\n",
"with sns.axes_style('darkgrid'):\n",
" fig = plt.figure(0,(11,5))\n",
"\n",
" #plot control curves\n",
" #load data from txt file\n",
" results_ctrl = np.loadtxt(\"histograms_HealthyControl_deformed_undeformed.txt\")\n",
"\n",
" v_ctrl = results_ctrl[:,0]\n",
" probs_ctrl = results_ctrl[:,3]\n",
" probs_ctrl_err = results_ctrl[:,4]\n",
"\n",
" #fit the control data\n",
" fit_bounds=(0, [1, np.inf, np.inf])\n",
"\n",
" ind_vmax = v_ctrl <= v_max\n",
" v_ctrl = v_ctrl[ind_vmax]\n",
" probs_ctrl = probs_ctrl[ind_vmax]\n",
" probs_ctrl_err = probs_ctrl_err[ind_vmax]\n",
"\n",
" popt_ctrl, pcov_ctrl = curve_fit(logistic_growth, v_ctrl, probs_ctrl,\n",
" sigma = probs_ctrl_err, absolute_sigma=False,\n",
" bounds = fit_bounds)\n",
" for i in range(2):\n",
" plt.subplot(1,2,i+1)\n",
" plt.errorbar(v_ctrl, probs_ctrl, probs_ctrl_err, color=color_ctrl, lw=lw, alpha=alpha_ctrl, label='CTRL', zorder=1)\n",
" plt.plot(v_ctrl, logistic_growth(v_ctrl, *popt_ctrl), '--', color=color_ctrl_fit, lw=lw-.5,\n",
" alpha=alpha_ctrl_fit, label='CTRL fit')\n",
"\n",
" for ii, patient in enumerate(patients):\n",
"\n",
" binsize = 0.25\n",
" bins = int(v_max / binsize) #number of Bins in histogram\n",
"\n",
" result_file = os.path.join(result_summary_folder, patient + \"_results_MCFM.tsv\")\n",
" df_results = pd.read_csv(result_file, sep='\\t')\n",
"\n",
" dates = np.unique(df_results['date'])\n",
" dates = np.sort(dates)\n",
"\n",
" day0 = dates[0]\n",
"\n",
" color = color_dict[patient]\n",
"\n",
" df_date = df_results[df_results['date']==day0]\n",
" #create new Dataframe to work with, leave out skipped cells\n",
" df = df_date[df_date['shape'] != 0]\n",
"\n",
" healthy_index = df['health'] == 0\n",
" df_healthy = df[healthy_index]\n",
" unhealthy_index = df['health'] == 1\n",
" df_unhealthy = df[unhealthy_index]\n",
"\n",
" #calculate percentage of healthy cells in sample\n",
" percentage_healthy = len(df_healthy)/len(df)\n",
"\n",
" # bins, deformed_curve = deformed_probability_curve(df, v_min=v_min, v_max=v_max, binsize=binsize)\n",
" bins_healthy, deformed_curve_healthy = deformed_probability_curve(df_healthy,\n",
" v_min=v_min, v_max=v_max, binsize=binsize)\n",
" bins_unhealthy, deformed_curve_unhealthy = deformed_probability_curve(df_unhealthy,\n",
" v_min=v_min, v_max=v_max, binsize=binsize)\n",
"\n",
" bins_plot_healthy = bins_healthy[:-1]+binsize/2\n",
" bins_plot_unhealthy = bins_unhealthy[:-1]+binsize/2\n",
"\n",
" plt.subplot(121)\n",
" plt.plot(bins_plot_healthy, deformed_curve_healthy, c=color, lw=lw, label=labels[ii])\n",
" plt.ylim(0,1)\n",
" plt.subplot(122)\n",
" plt.plot(bins_plot_unhealthy, deformed_curve_unhealthy, c=color, lw=lw, label=labels[ii])\n",
" plt.ylim(0,1)\n",
"\n",
" plt.subplot(121)\n",
" plt.xlim(0,3)\n",
" plt.ylim(0,1.1)\n",
" plt.xlabel(xlabel, fontsize = fontsize)\n",
" plt.ylabel(ylabel, fontsize = fontsize)\n",
" plt.tick_params(axis='both', which='both', labelsize=fontsize-2)\n",
" plt.legend(ncol=2, fontsize=fontsize)\n",
"\n",
" ax2 = plt.subplot(122)\n",
" plt.xlim(0,3)\n",
" plt.ylim(0,1.1)\n",
" plt.xlabel(xlabel, fontsize = fontsize)\n",
" plt.tick_params(axis='both', which='both', labelsize=fontsize-2)\n",
" ax2.get_yaxis().set_ticklabels([])\n",
" plt.legend(ncol=2, fontsize=fontsize)\n",
"\n",
" for i in range(2):\n",
" ax = plt.subplot(1,2,i+1)\n",
" handles, labels = ax.get_legend_handles_labels()\n",
" handles = np.roll(handles,-1)\n",
" labels = np.roll(labels, -1)\n",
" ax.legend(handles=list(handles), labels=list(labels), fontsize=fontsize-4, ncol=2)\n",
"\n",
" plt.tight_layout(w_pad=2)\n",
"\n",
" savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\MCFM\"\n",
" savename = \"MCFM_baseline_fig1\"\n",
" savepath = os.path.join(savefolder,savename)\n",
"\n",
" fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"### Plots for panels F and G and calculation of p-values with linear mixed effect models"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": 7,
"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"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"Read in the data from disk"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": 8,
"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"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"#### Deformation"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": 14,
"outputs": [
{
"data": {
"text/plain": "Text(0.5, 21.5, 'Patient')"
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 432x432 with 1 Axes>",
"image/png": "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\n"
},
"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)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": null,
"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')"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"Calculate p-value and other statistics"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": 77,
"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)\"])"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"#### Projected area"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": 16,
"outputs": [
{
"data": {
"text/plain": "Text(0.5, 21.5, 'Patient')"
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 432x432 with 1 Axes>",
"image/png": "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\n"
},
"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)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": null,
"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')"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"Statistics"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": 4,
"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)\"])"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"### Panels H and I"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"Lymphocyte files"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": 17,
"outputs": [],
"source": [
"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]"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"Create dataframe for lymphocytes"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": 18,
"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"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 19,
"outputs": [
{
"data": {
"text/plain": "(0.5, 2.5)"
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 432x432 with 1 Axes>",
"image/png": "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\n"
},
"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)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 45,
"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')"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"Statistical tests"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": 18,
"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)\"])"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"Create dataframe for myelocytes"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 20,
"outputs": [],
"source": [
"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]"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 21,
"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",
" df_myelo['patient_label'][ind] = patient_label"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 57,
"outputs": [
{
"data": {
"text/plain": [
"(0.5, 1.8)"
]
},
"execution_count": 57,
"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",
"fig, ax = plot_violins(df_myelo, 'patient_label', 'emodulus', fontsize_labels=fontsize,\n",
" stripplot=True, saturation=.25)\n",
"ax.set_xlabel(\"Patient\", fontsize=fontsize+2)\n",
"ax.set_ylim(.5,1.8)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 58,
"outputs": [],
"source": [
"plots_folder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\n",
"save_name = \"WBC_myelo_baseline_emod\"\n",
"savepath = os.path.join(plots_folder, save_name)\n",
"fig.tight_layout()\n",
"fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 56,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"p-Value (Likelihood Ratio Test): 0.00706240810655399\n",
"Estimate: 0.723401625519808\n",
"Std. Error (Estimate): 0.258067695307158\n",
"Fixed Effect: 0.146437923010934\n",
"Std. Error (Fixed Effect) 0.258431194852495\n"