CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	RSpredict(20)		CRWrnafold
MCC	0.677	>	0.537
Average MCC ± 95% Confidence Intervals	0.675 ± 0.018	>	0.534 ± 0.052
Sensitivity	0.609	>	0.529
Positive Predictive Value	0.752	>	0.545
Total TP	6945	>	6032
Total TN	27684044	>	27682205
Total FP	2910	<	5577
Total FP CONTRA	375	<	666
Total FP INCONS	1913	<	4374
Total FP COMP	622	>	537
Total FN	4455	<	5368
P-value	5.02343278931e-08

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Performance plots

Comparison of performance of RSpredict(20) and CRWrnafold. Positive Predictive Value (PPV) is plotted against sensitivity. Each dot represents a single test of each method. See tables below for raw data (individual counts for RSpredict(20) and CRWrnafold).
Average Matthews Correlation Coefficients (MCC) with 95% confidence intervals (CIs) were plotted for different RNA families, for which at least 3 members were present in the benchmarking dataset. 'n' denotes the number of MCCs used to calculate the average and CI. See tables below for raw data (individual counts for RSpredict(20) and CRWrnafold).
Comparison of average Matthews Correlation Coefficients (MCCs) for RSpredict(20) and CRWrnafold. The whiskers correspond to 95% confidence intervals (CIs). 'n' denotes the number of MCCs used to calculate average MCCs and CIs. See tables below for raw data (individual counts for RSpredict(20) and CRWrnafold).

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Performance of RSpredict(20) - scored higher in this pairwise comparison

1. Total counts & total scores for RSpredict(20)

Total Base Pair Counts
Total TP	6945
Total TN	27684044
Total FP	2910
Total FP CONTRA	375
Total FP INCONS	1913
Total FP COMP	622
Total FN	4455

Total Scores
MCC	0.677
Average MCC ± 95% Confidence Intervals	0.675 ± 0.018
Sensitivity	0.609
Positive Predictive Value	0.752
Nr of predictions	25

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2. Individual counts for RSpredict(20) [ download as .csv ]

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
CRW_00054	SSU_rRNA_bacteria links to Rfam database...	0.72	0.68	0.76	308	1107412	121	17	79	25	148
CRW_00068	SSU_rRNA_bacteria links to Rfam database...	0.73	0.69	0.77	314	1108895	119	18	78	23	143
CRW_00140	SSU_rRNA_bacteria links to Rfam database...	0.73	0.68	0.79	316	1135876	116	15	71	30	147
CRW_00173	SSU_rRNA_bacteria links to Rfam database...	0.68	0.63	0.74	281	1082274	126	20	81	25	164
CRW_00245	SSU_rRNA_bacteria links to Rfam database...	0.70	0.63	0.78	285	1105963	105	14	66	25	168
CRW_00270	SSU_rRNA_bacteria links to Rfam database...	0.68	0.60	0.77	272	1111934	101	13	67	21	183
CRW_00271	SSU_rRNA_bacteria links to Rfam database...	0.70	0.65	0.75	301	1122349	125	21	80	24	161
CRW_00273	SSU_rRNA_bacteria links to Rfam database...	0.67	0.60	0.76	266	1085250	106	16	69	21	180
CRW_00275	SSU_rRNA_bacteria links to Rfam database...	0.73	0.69	0.77	315	1114864	116	18	74	24	142
CRW_00277	SSU_rRNA_bacteria links to Rfam database...	0.62	0.54	0.71	244	1110451	120	17	83	20	209
CRW_00278	SSU_rRNA_bacteria links to Rfam database...	0.60	0.51	0.71	231	1129930	115	14	81	20	219
CRW_00280	SSU_rRNA_bacteria links to Rfam database...	0.71	0.66	0.75	300	1117861	125	19	80	26	153
CRW_00281	SSU_rRNA_bacteria links to Rfam database...	0.72	0.67	0.77	311	1144937	123	15	78	30	153
CRW_00284	SSU_rRNA_bacteria links to Rfam database...	0.71	0.66	0.77	301	1131370	113	18	71	24	155
CRW_00285	SSU_rRNA_bacteria links to Rfam database...	0.64	0.55	0.73	254	1117913	115	15	78	22	204
CRW_00466	SSU_rRNA_bacteria links to Rfam database...	0.64	0.56	0.73	258	1116413	115	15	79	21	200
CRW_00589	SSU_rRNA_bacteria links to Rfam database...	0.64	0.55	0.75	244	1094136	105	9	71	25	201
CRW_00590	SSU_rRNA_bacteria links to Rfam database...	0.63	0.55	0.73	249	1119415	115	6	86	23	203
CRW_00591	SSU_rRNA_bacteria links to Rfam database...	0.70	0.63	0.76	283	1098533	118	13	74	31	163
CRW_00772	SSU_rRNA_bacteria links to Rfam database...	0.59	0.49	0.71	196	945723	109	10	71	28	208
CRW_00789	SSU_rRNA_bacteria links to Rfam database...	0.65	0.57	0.75	254	1137446	113	13	73	27	193
CRW_00849	SSU_rRNA_bacteria links to Rfam database...	0.61	0.51	0.72	241	1117925	111	14	80	17	229
CRW_00997	SSU_rRNA_bacteria links to Rfam database...	0.73	0.69	0.77	319	1135862	125	18	79	28	145
PDB_00703	SSU_rRNA_bacteria links to Rfam database...	0.67	0.60	0.75	297	1073447	132	13	88	31	198
PDB_01273	SSU_rRNA_bacteria links to Rfam database...	0.69	0.62	0.77	305	1117865	121	14	76	31	186

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Performance of CRWrnafold - scored lower in this pairwise comparison

1. Total counts & total scores for CRWrnafold

Total Base Pair Counts
Total TP	6032
Total TN	27682205
Total FP	5577
Total FP CONTRA	666
Total FP INCONS	4374
Total FP COMP	537
Total FN	5368

Total Scores
MCC	0.537
Average MCC ± 95% Confidence Intervals	0.534 ± 0.052
Sensitivity	0.529
Positive Predictive Value	0.545
Nr of predictions	25

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2. Individual counts for CRWrnafold [ download as .csv ]

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
CRW_00054	SSU_rRNA_bacteria links to Rfam database...	0.57	0.56	0.57	257	1107367	210	22	170	18	199
CRW_00068	SSU_rRNA_bacteria links to Rfam database...	0.57	0.57	0.58	259	1108856	209	20	170	19	198
CRW_00140	SSU_rRNA_bacteria links to Rfam database...	0.49	0.49	0.48	226	1135811	256	30	211	15	237
CRW_00173	SSU_rRNA_bacteria links to Rfam database...	0.38	0.38	0.39	168	1082220	282	31	237	14	277
CRW_00245	SSU_rRNA_bacteria links to Rfam database...	0.53	0.53	0.54	240	1105883	225	26	179	20	213
CRW_00270	SSU_rRNA_bacteria links to Rfam database...	0.49	0.49	0.50	225	1111832	246	27	202	17	230
CRW_00271	SSU_rRNA_bacteria links to Rfam database...	0.69	0.67	0.71	311	1122312	152	21	107	24	151
CRW_00273	SSU_rRNA_bacteria links to Rfam database...	0.41	0.41	0.41	181	1085155	279	39	226	14	265
CRW_00275	SSU_rRNA_bacteria links to Rfam database...	0.65	0.65	0.66	296	1114820	177	28	127	22	161
CRW_00277	SSU_rRNA_bacteria links to Rfam database...	0.44	0.43	0.44	196	1110351	263	35	213	15	257
CRW_00278	SSU_rRNA_bacteria links to Rfam database...	0.41	0.40	0.42	182	1129824	270	20	230	20	268
CRW_00280	SSU_rRNA_bacteria links to Rfam database...	0.67	0.66	0.68	299	1117818	160	18	125	17	154
CRW_00281	SSU_rRNA_bacteria links to Rfam database...	0.60	0.59	0.61	274	1144893	197	27	147	23	190
CRW_00284	SSU_rRNA_bacteria links to Rfam database...	0.51	0.50	0.51	228	1131314	245	27	191	27	228
CRW_00285	SSU_rRNA_bacteria links to Rfam database...	0.68	0.67	0.69	305	1117819	160	25	111	24	153
CRW_00466	SSU_rRNA_bacteria links to Rfam database...	0.71	0.70	0.71	320	1116316	158	22	107	29	138
CRW_00589	SSU_rRNA_bacteria links to Rfam database...	0.35	0.34	0.36	153	1094035	290	40	232	18	292
CRW_00590	SSU_rRNA_bacteria links to Rfam database...	0.61	0.59	0.64	268	1119334	184	21	133	30	184
CRW_00591	SSU_rRNA_bacteria links to Rfam database...	0.56	0.56	0.56	249	1098461	218	30	163	25	197
CRW_00772	SSU_rRNA_bacteria links to Rfam database...	0.19	0.18	0.19	74	945610	325	42	274	9	330
CRW_00789	SSU_rRNA_bacteria links to Rfam database...	0.51	0.50	0.52	224	1137356	236	32	174	30	223
CRW_00849	SSU_rRNA_bacteria links to Rfam database...	0.47	0.47	0.47	222	1117790	269	18	230	21	248
CRW_00997	SSU_rRNA_bacteria links to Rfam database...	0.69	0.69	0.69	318	1135820	167	27	113	27	146
PDB_00703	SSU_rRNA_bacteria links to Rfam database...	0.65	0.61	0.69	304	1073402	166	18	121	27	191
PDB_01273	SSU_rRNA_bacteria links to Rfam database...	0.54	0.52	0.56	253	1117806	233	20	181	32	238

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Matthews Correlation Coeffient, Sensitivity and Positive Predictive Value have been calculated based on the paper by Gardener & Giegerich, 2004.

Table of contents:

Overview

Performance plots

Performance of RSpredict(20) - scored higher in this pairwise comparison

1. Total counts & total scores for RSpredict(20)

2. Individual counts for RSpredict(20) [ download as .csv ]

Performance of CRWrnafold - scored lower in this pairwise comparison

1. Total counts & total scores for CRWrnafold

2. Individual counts for CRWrnafold [ download as .csv ]