CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	IPknot		RNAshapes
MCC	0.615	>	0.526
Average MCC ± 95% Confidence Intervals	0.671 ± 0.079	>	0.610 ± 0.087
Sensitivity	0.512	>	0.459
Positive Predictive Value	0.742	>	0.609
Total TP	815	>	730
Total TN	293461	>	293360
Total FP	322	<	517
Total FP CONTRA	37	<	46
Total FP INCONS	246	<	423
Total FP COMP	39	<	48
Total FN	776	<	861
P-value	3.56938820447e-08

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Performance plots

Comparison of performance of IPknot and RNAshapes. 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 IPknot and RNAshapes).
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 IPknot and RNAshapes).
Comparison of average Matthews Correlation Coefficients (MCCs) for IPknot and RNAshapes. 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 IPknot and RNAshapes).

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Performance of IPknot - scored higher in this pairwise comparison

1. Total counts & total scores for IPknot

Total Base Pair Counts
Total TP	815
Total TN	293461
Total FP	322
Total FP CONTRA	37
Total FP INCONS	246
Total FP COMP	39
Total FN	776

Total Scores
MCC	0.615
Average MCC ± 95% Confidence Intervals	0.671 ± 0.079
Sensitivity	0.512
Positive Predictive Value	0.742
Nr of predictions	55

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2LBS_A	-	1.00	1.00	1.00	14	482	0	0	0	0	0
2LC8_A	GP_knot1 links to Rfam database...	0.40	0.30	0.55	6	1529	5	1	4	0	14
2LDL_A	-	0.90	0.82	1.00	9	342	0	0	0	0	2
2LDT_A	-	0.85	0.73	1.00	11	454	0	0	0	0	4
2LHP_A	-	0.97	0.94	1.00	15	651	0	0	0	0	1
2LI4_A	-	0.93	0.88	1.00	14	482	0	0	0	0	2
2LJJ_A	-	1.00	1.00	1.00	8	343	2	0	0	2	0
2LK3_A	-	0.95	0.90	1.00	9	267	0	0	0	0	1
2LKR_A	-	0.84	0.77	0.91	30	6072	4	0	3	1	9
2LQZ_A	-	0.85	0.82	0.90	9	341	1	1	0	0	2
2LWK_A	-	0.83	0.77	0.91	10	485	1	0	1	0	3
2YIE_Z	-	0.43	0.42	0.45	5	1529	6	3	3	0	7
2YIE_X	-	0.67	0.58	0.78	7	1369	3	1	1	1	5
3AMU_B	tRNA links to Rfam database...	0.70	0.59	0.84	16	2984	5	0	3	2	11
3J0L_h	-	0.78	0.60	1.00	26	6079	2	0	0	2	17
3J0L_8	-	0.93	0.88	1.00	7	183	0	0	0	0	1
3J0L_a	-	0.21	0.19	0.25	3	1116	9	1	8	0	13
3J0L_1	-	0.76	0.63	0.92	12	1212	2	0	1	1	7
3J0L_7	-	-0.01	0.00	0.00	0	1218	7	0	7	0	17
3J0L_g	-	-0.01	0.00	0.00	0	461	4	1	3	0	4
3J0L_2	-	0.39	0.36	0.43	12	6188	18	2	14	2	21
3J16_L	tRNA links to Rfam database...	0.75	0.57	1.00	17	2758	0	0	0	0	13
3J20_1	tRNA links to Rfam database...	0.96	0.91	1.00	21	2905	0	0	0	0	2
3J20_0	tRNA links to Rfam database...	0.45	0.40	0.52	12	2827	12	0	11	1	18
3J2C_M	-	0.54	0.42	0.69	86	106367	43	6	32	5	121
3J2C_O	-	0.82	0.67	1.00	42	10254	1	0	0	1	21
3J2L_3	5S_rRNA links to Rfam database...	0.66	0.55	0.81	29	7839	9	0	7	2	24
3RKF_A	Purine links to Rfam database...	0.76	0.59	1.00	20	2191	0	0	0	0	14
3SD1_A	THF links to Rfam database...	0.61	0.48	0.80	20	3891	5	0	5	0	22
3SIU_F	-	0.73	0.55	1.00	6	372	0	0	0	0	5
3SN2_B	IRE_II links to Rfam database...	0.96	0.92	1.00	11	395	0	0	0	0	1
3TRZ_Z	-	0.91	0.83	1.00	5	205	1	0	0	1	1
3TS0_U	-	1.00	1.00	1.00	6	247	1	0	0	1	0
3TS2_V	-	1.00	1.00	1.00	5	271	0	0	0	0	0
3U4M_B	-	0.68	0.54	0.87	20	3137	3	1	2	0	17
3UZL_B	tRNA links to Rfam database...	0.72	0.54	0.95	20	3549	1	0	1	0	17
3VJR_D	-	0.96	0.92	1.00	12	618	0	0	0	0	1
3W3S_B	tRNA-Sec links to Rfam database...	0.85	0.75	0.97	30	4722	2	0	1	1	10
3ZEX_F	-	0.00	0.00	0.00	0	2619	9	2	7	0	12
3ZEX_G	-	0.70	0.61	0.82	45	16416	14	1	9	4	29
3ZEX_E	-	0.00	0.00	0.00	0	21894	53	4	47	2	77
3ZEX_D	5S_rRNA links to Rfam database...	0.72	0.63	0.82	31	6983	7	0	7	0	18
3ZEX_H	-	0.20	0.18	0.22	7	9013	25	4	21	0	31
3ZEX_C	5_8S_rRNA links to Rfam database...	0.41	0.21	0.79	11	14182	6	1	2	3	41
4A1C_2	5_8S_rRNA links to Rfam database...	0.17	0.15	0.19	5	11755	26	4	17	5	28
4A1C_3	5S_rRNA links to Rfam database...	0.69	0.57	0.84	31	7103	6	1	5	0	23
4A4U_A	-	1.00	1.00	1.00	9	222	0	0	0	0	0
4AOB_A	SAM links to Rfam database...	0.42	0.33	0.54	14	4345	13	1	11	1	28
4ATO_G	-	0.41	0.40	0.44	4	519	6	0	5	1	6
4ENB_A	crcB links to Rfam database...	0.76	0.58	1.00	11	1264	0	0	0	0	8
4ENC_A	crcB links to Rfam database...	0.52	0.42	0.67	8	1314	4	0	4	0	11
4FNJ_A	-	0.79	0.63	1.00	10	585	0	0	0	0	6
4FRG_B	AdoCbl-variant links to Rfam database...	0.69	0.56	0.86	18	3465	3	1	2	0	14
4FRN_A	AdoCbl-variant links to Rfam database...	0.69	0.56	0.87	20	5128	3	1	2	0	16
4HXH_A	-	1.00	1.00	1.00	6	319	0	0	0	0	0

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Performance of RNAshapes - scored lower in this pairwise comparison

1. Total counts & total scores for RNAshapes

Total Base Pair Counts
Total TP	730
Total TN	293360
Total FP	517
Total FP CONTRA	46
Total FP INCONS	423
Total FP COMP	48
Total FN	861

Total Scores
MCC	0.526
Average MCC ± 95% Confidence Intervals	0.610 ± 0.087
Sensitivity	0.459
Positive Predictive Value	0.609
Nr of predictions	55

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2LBS_A	-	1.00	1.00	1.00	14	482	0	0	0	0	0
2LC8_A	GP_knot1 links to Rfam database...	0.61	0.55	0.69	11	1524	5	0	5	0	9
2LDL_A	-	0.90	0.82	1.00	9	342	1	0	0	1	2
2LDT_A	-	0.85	0.73	1.00	11	454	0	0	0	0	4
2LHP_A	-	0.97	0.94	1.00	15	651	0	0	0	0	1
2LI4_A	-	0.93	0.88	1.00	14	482	0	0	0	0	2
2LJJ_A	-	1.00	1.00	1.00	8	343	2	0	0	2	0
2LK3_A	-	0.95	0.90	1.00	9	267	0	0	0	0	1
2LKR_A	-	0.93	0.87	1.00	34	6071	1	0	0	1	5
2LQZ_A	-	0.85	0.82	0.90	9	341	1	1	0	0	2
2LWK_A	-	0.83	0.77	0.91	10	485	1	0	1	0	3
2YIE_Z	-	-0.01	0.00	0.00	0	1525	15	3	12	0	12
2YIE_X	-	0.25	0.25	0.27	3	1367	11	1	7	3	9
3AMU_B	tRNA links to Rfam database...	0.70	0.59	0.84	16	2984	5	0	3	2	11
3J0L_h	-	0.75	0.60	0.93	26	6077	4	0	2	2	17
3J0L_8	-	0.93	0.88	1.00	7	183	0	0	0	0	1
3J0L_a	-	0.23	0.19	0.30	3	1118	7	1	6	0	13
3J0L_1	-	0.76	0.63	0.92	12	1212	2	0	1	1	7
3J0L_7	-	-0.01	0.00	0.00	0	1213	12	0	12	0	17
3J0L_g	-	-0.01	0.00	0.00	0	461	4	1	3	0	4
3J0L_2	-	0.38	0.36	0.40	12	6186	20	3	15	2	21
3J16_L	tRNA links to Rfam database...	0.50	0.40	0.63	12	2756	7	0	7	0	18
3J20_1	tRNA links to Rfam database...	0.96	0.91	1.00	21	2905	0	0	0	0	2
3J20_0	tRNA links to Rfam database...	0.43	0.40	0.48	12	2825	14	0	13	1	18
3J2C_M	-	0.47	0.37	0.61	77	106364	53	6	44	3	130
3J2C_O	-	0.39	0.33	0.47	21	10251	24	0	24	0	42
3J2L_3	5S_rRNA links to Rfam database...	0.59	0.51	0.69	27	7836	14	0	12	2	26
3RKF_A	Purine links to Rfam database...	0.76	0.59	1.00	20	2191	0	0	0	0	14
3SD1_A	THF links to Rfam database...	0.64	0.52	0.79	22	3888	6	1	5	0	20
3SIU_F	-	0.85	0.73	1.00	8	370	0	0	0	0	3
3SN2_B	IRE_II links to Rfam database...	0.96	0.92	1.00	11	395	0	0	0	0	1
3TRZ_Z	-	0.91	0.83	1.00	5	205	1	0	0	1	1
3TS0_U	-	1.00	1.00	1.00	6	247	1	0	0	1	0
3TS2_V	-	1.00	1.00	1.00	5	271	0	0	0	0	0
3U4M_B	-	0.38	0.32	0.46	12	3134	14	0	14	0	25
3UZL_B	tRNA links to Rfam database...	0.39	0.32	0.48	12	3545	13	2	11	0	25
3VJR_D	-	0.96	0.92	1.00	12	618	0	0	0	0	1
3W3S_B	tRNA-Sec links to Rfam database...	0.55	0.48	0.63	19	4723	12	1	10	1	21
3ZEX_F	-	0.00	0.00	0.00	0	2617	11	2	9	0	12
3ZEX_G	-	0.52	0.45	0.61	33	16417	24	2	19	3	41
3ZEX_E	-	0.00	0.00	0.00	0	21888	59	3	54	2	77
3ZEX_D	5S_rRNA links to Rfam database...	0.76	0.63	0.91	31	6987	3	0	3	0	18
3ZEX_H	-	0.20	0.21	0.21	8	9006	31	5	26	0	30
3ZEX_C	5_8S_rRNA links to Rfam database...	0.23	0.21	0.25	11	14152	41	1	32	8	41
4A1C_2	5_8S_rRNA links to Rfam database...	0.14	0.15	0.14	5	11746	41	5	25	11	28
4A1C_3	5S_rRNA links to Rfam database...	0.68	0.57	0.82	31	7102	7	1	6	0	23
4A4U_A	-	1.00	1.00	1.00	9	222	0	0	0	0	0
4AOB_A	SAM links to Rfam database...	0.50	0.40	0.63	17	4344	11	2	8	1	25
4ATO_G	-	0.32	0.30	0.38	3	520	5	1	4	0	7
4ENB_A	crcB links to Rfam database...	0.70	0.58	0.85	11	1262	2	1	1	0	8
4ENC_A	crcB links to Rfam database...	0.32	0.26	0.42	5	1314	7	1	6	0	14
4FNJ_A	-	0.79	0.63	1.00	10	585	0	0	0	0	6
4FRG_B	AdoCbl-variant links to Rfam database...	0.32	0.28	0.38	9	3462	15	0	15	0	23
4FRN_A	AdoCbl-variant links to Rfam database...	0.52	0.44	0.62	16	5125	10	2	8	0	20
4HXH_A	-	1.00	1.00	1.00	6	319	0	0	0	0	0

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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 IPknot - scored higher in this pairwise comparison

1. Total counts & total scores for IPknot

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

Performance of RNAshapes - scored lower in this pairwise comparison

1. Total counts & total scores for RNAshapes

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