CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	Sfold		PknotsRG
MCC	0.461	>	0.433
Average MCC ± 95% Confidence Intervals	0.525 ± 0.053	<	0.534 ± 0.054
Sensitivity	0.385	<	0.387
Positive Predictive Value	0.552	>	0.485
Total TP	2684	<	2698
Total TN	14696162	>	14695457
Total FP	2388	<	3090
Total FP CONTRA	300	<	376
Total FP INCONS	1875	<	2490
Total FP COMP	213	<	224
Total FN	4289	>	4275
P-value	3.56938820447e-08

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Performance plots

Comparison of performance of Sfold and PknotsRG. 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 Sfold and PknotsRG).
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 Sfold and PknotsRG).
Comparison of average Matthews Correlation Coefficients (MCCs) for Sfold and PknotsRG. 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 Sfold and PknotsRG).

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Performance of Sfold - scored higher in this pairwise comparison

1. Total counts & total scores for Sfold

Total Base Pair Counts
Total TP	2684
Total TN	14696162
Total FP	2388
Total FP CONTRA	300
Total FP INCONS	1875
Total FP COMP	213
Total FN	4289

Total Scores
MCC	0.461
Average MCC ± 95% Confidence Intervals	0.525 ± 0.053
Sensitivity	0.385
Positive Predictive Value	0.552
Nr of predictions	86

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2KDQ_B	mir-TAR links to Rfam database...	0.95	0.91	1.00	10	396	0	0	0	0	1
2KFC_A	-	-0.02	0.00	0.00	0	623	7	0	7	0	20
2KRL_A	-	0.76	0.60	0.96	24	5126	5	0	1	4	16
2KX8_A	7SK links to Rfam database...	0.94	0.89	1.00	16	845	0	0	0	0	2
2LA5_A	-	0.39	0.26	0.63	5	622	3	1	2	0	14
2LC8_A	GP_knot1 links to Rfam database...	0.45	0.35	0.58	7	1528	5	0	5	0	13
2LKR_A	-	0.89	0.79	1.00	31	6074	1	0	0	1	8
2M58_A	-	0.29	0.18	0.50	3	1647	3	1	2	0	14
2RP0_A	-	0.64	0.42	1.00	5	346	0	0	0	0	7
2WDL_A	-	0.41	0.34	0.50	410	3937401	411	25	385	1	794
2WRQ_Y	tRNA links to Rfam database...	0.53	0.53	0.53	9	2833	13	5	3	5	8
2WW9_E	-	0.53	0.29	1.00	4	557	0	0	0	0	10
2WW9_F	-	0.69	0.70	0.70	7	290	3	0	3	0	3
2WW9_D	-	0.29	0.12	0.75	3	1949	1	0	1	0	23
2WWQ_V	tRNA links to Rfam database...	0.80	0.68	0.95	19	2906	2	0	1	1	9
2XQD_Y	tRNA links to Rfam database...	0.77	0.67	0.90	18	2830	2	0	2	0	9
2ZZM_B	tRNA links to Rfam database...	0.12	0.09	0.17	3	3468	15	0	15	0	29
2ZZN_D	tRNA links to Rfam database...	0.82	0.78	0.88	21	2461	3	0	3	0	6
3A2K_C	tRNA links to Rfam database...	0.42	0.39	0.46	11	2902	13	2	11	0	17
3A3A_A	tRNA-Sec links to Rfam database...	0.87	0.76	1.00	28	3627	0	0	0	0	9
3ADB_C	-	0.62	0.55	0.70	21	4156	9	0	9	0	17
3AKZ_H	tRNA links to Rfam database...	0.44	0.39	0.50	11	2679	11	2	9	0	17
3AM1_B	-	0.69	0.63	0.76	22	3211	7	1	6	0	13
3AMU_B	tRNA links to Rfam database...	0.70	0.59	0.84	16	2984	5	0	3	2	11
3G4S_9	5S_rRNA links to Rfam database...	0.51	0.39	0.69	22	7349	10	1	9	0	35
3GCA_A	-	0.54	0.29	1.00	5	523	0	0	0	0	12
3GX2_A	SAM links to Rfam database...	0.72	0.55	0.96	22	4348	2	0	1	1	18
3IVN_B	Purine links to Rfam database...	0.78	0.61	1.00	19	2327	0	0	0	0	12
3IWN_A	c-di-GMP-I links to Rfam database...	0.63	0.58	0.70	19	4251	9	0	8	1	14
3IYQ_A	tmRNA links to Rfam database...	0.33	0.34	0.32	32	60627	71	19	48	4	62
3IZ4_A	tmRNA links to Rfam database...	0.52	0.42	0.65	56	70790	31	3	27	1	76
3IZF_C	5S_rRNA links to Rfam database...	0.71	0.61	0.83	33	6863	7	0	7	0	21
3J0L_7	-	-0.01	0.00	0.00	0	1222	3	0	3	0	17
3J0L_2	-	0.36	0.33	0.39	11	6188	19	2	15	2	22
3J0L_g	-	-0.01	0.00	0.00	0	460	5	1	4	0	4
3J0L_a	-	0.51	0.50	0.53	8	1113	7	3	4	0	8
3J16_L	tRNA links to Rfam database...	0.29	0.23	0.37	7	2756	12	0	12	0	23
3J20_1	tRNA links to Rfam database...	0.73	0.70	0.76	16	2905	6	0	5	1	7
3J20_0	tRNA links to Rfam database...	0.43	0.40	0.48	12	2825	14	0	13	1	18
3J2C_O	-	0.64	0.48	0.86	30	10261	6	0	5	1	33
3J2C_M	-	0.63	0.49	0.80	102	106363	31	3	23	5	105
3J2L_3	5S_rRNA links to Rfam database...	0.62	0.53	0.74	28	7837	12	0	10	2	25
3J3D_C	tRNA links to Rfam database...	0.36	0.25	0.54	7	2762	6	0	6	0	21
3J3E_7	5S_rRNA links to Rfam database...	0.60	0.50	0.73	27	7103	10	1	9	0	27
3J3E_8	5_8S_rRNA links to Rfam database...	0.06	0.06	0.08	2	7477	32	2	22	8	31
3J3F_7	5S_rRNA links to Rfam database...	0.69	0.60	0.79	30	7222	8	1	7	0	20
3J3F_8	5_8S_rRNA links to Rfam database...	0.35	0.33	0.38	12	12214	34	3	17	14	24
3J3V_B	5S_rRNA links to Rfam database...	0.51	0.37	0.72	21	6992	8	0	8	0	36
3JYV_7	tRNA links to Rfam database...	-0.01	0.00	0.00	0	2834	16	0	16	0	32
3JYX_5	-	0.35	0.32	0.39	286	5022127	525	142	310	73	607
3JYX_4	5_8S_rRNA links to Rfam database...	0.35	0.30	0.42	10	12222	23	3	11	9	23
3JYX_3	5S_rRNA links to Rfam database...	0.62	0.63	0.61	17	6300	19	1	10	8	10
3KIY_A	-	0.43	0.34	0.55	424	4053360	352	20	324	8	817
3KTW_C	-	0.74	0.63	0.87	27	4529	5	2	2	1	16
3LA5_A	Purine links to Rfam database...	0.78	0.62	1.00	21	2464	0	0	0	0	13
3NDB_M	-	0.81	0.69	0.95	42	9136	3	0	2	1	19
3NKB_B	-	0.64	0.54	0.78	14	1998	4	0	4	0	12
3NPB_A	SAM links to Rfam database...	0.77	0.65	0.91	30	6988	6	1	2	3	16
3O58_3	5_8S_rRNA links to Rfam database...	0.43	0.34	0.55	12	12381	17	0	10	7	23
3O58_2	5S_rRNA links to Rfam database...	0.74	0.74	0.74	28	7222	11	3	7	1	10
3PDR_A	ykoK links to Rfam database...	0.69	0.56	0.85	40	12833	9	0	7	2	32
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...	0.65	0.50	0.84	21	3891	4	1	3	0	21
3U4M_B	-	0.38	0.32	0.46	12	3134	14	0	14	0	25
3UZL_B	tRNA links to Rfam database...	0.51	0.32	0.80	12	3555	3	2	1	0	25
3W1K_J	tRNA-Sec links to Rfam database...	0.87	0.79	0.97	30	4155	1	1	0	0	8
3W3S_B	tRNA-Sec links to Rfam database...	0.57	0.53	0.64	21	4720	13	1	11	1	19
3ZEX_H	-	0.19	0.18	0.19	7	9009	29	5	24	0	31
3ZEX_G	-	0.78	0.68	0.91	50	16416	9	0	5	4	24
3ZEX_C	5_8S_rRNA links to Rfam database...	0.32	0.21	0.48	11	14173	26	1	11	14	41
3ZEX_E	-	0.00	0.00	0.00	0	21891	56	3	51	2	77
3ZEX_D	5S_rRNA links to Rfam database...	0.74	0.63	0.86	31	6985	5	0	5	0	18
3ZEX_B	-	0.31	0.27	0.36	152	1071959	280	27	242	11	406
3ZEX_F	-	0.00	0.00	0.00	0	2623	7	2	3	2	12
3ZND_W	tRNA links to Rfam database...	0.20	0.22	0.19	5	2977	22	1	20	1	18
4A1C_3	5S_rRNA links to Rfam database...	0.69	0.57	0.84	31	7103	6	1	5	0	23
4A1C_2	5_8S_rRNA links to Rfam database...	0.16	0.15	0.17	5	11751	34	2	23	9	28
4AOB_A	SAM links to Rfam database...	0.50	0.40	0.63	17	4344	11	2	8	1	25
4ATO_G	-	0.31	0.10	1.00	1	527	0	0	0	0	9
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...	0.51	0.26	1.00	5	1321	0	0	0	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...	0.62	0.47	0.83	15	3468	3	1	2	0	17
4FRN_A	AdoCbl-variant links to Rfam database...	0.63	0.44	0.89	16	5133	2	2	0	0	20
4JF2_A	preQ1-II links to Rfam database...	0.78	0.61	1.00	19	2831	0	0	0	0	12
4JRC_A	-	0.29	0.26	0.35	6	1523	11	0	11	0	17

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Performance of PknotsRG - scored lower in this pairwise comparison

1. Total counts & total scores for PknotsRG

Total Base Pair Counts
Total TP	2698
Total TN	14695457
Total FP	3090
Total FP CONTRA	376
Total FP INCONS	2490
Total FP COMP	224
Total FN	4275

Total Scores
MCC	0.433
Average MCC ± 95% Confidence Intervals	0.534 ± 0.054
Sensitivity	0.387
Positive Predictive Value	0.485
Nr of predictions	86

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2KDQ_B	mir-TAR links to Rfam database...	0.95	0.91	1.00	10	396	0	0	0	0	1
2KFC_A	-	0.48	0.35	0.70	7	620	3	0	3	0	13
2KRL_A	-	0.72	0.60	0.86	24	5123	8	2	2	4	16
2KX8_A	7SK links to Rfam database...	0.94	0.89	1.00	16	845	0	0	0	0	2
2LA5_A	-	0.39	0.26	0.63	5	622	3	1	2	0	14
2LC8_A	GP_knot1 links to Rfam database...	0.63	0.55	0.73	11	1525	4	1	3	0	9
2LKR_A	-	0.73	0.69	0.77	27	6070	8	2	6	0	12
2M58_A	-	0.81	0.71	0.92	12	1640	1	1	0	0	5
2RP0_A	-	0.66	0.58	0.78	7	342	2	1	1	0	5
2WDL_A	-	0.39	0.34	0.45	409	3937319	494	25	468	1	795
2WRQ_Y	tRNA links to Rfam database...	0.53	0.53	0.53	9	2833	13	5	3	5	8
2WW9_E	-	0.53	0.29	1.00	4	557	0	0	0	0	10
2WW9_F	-	0.69	0.70	0.70	7	290	3	0	3	0	3
2WW9_D	-	0.14	0.12	0.19	3	1937	13	0	13	0	23
2WWQ_V	tRNA links to Rfam database...	0.76	0.68	0.86	19	2904	5	0	3	2	9
2XQD_Y	tRNA links to Rfam database...	0.88	0.78	1.00	21	2829	0	0	0	0	6
2ZZM_B	tRNA links to Rfam database...	0.21	0.19	0.25	6	3462	18	0	18	0	26
2ZZN_D	tRNA links to Rfam database...	0.84	0.78	0.91	21	2462	2	0	2	0	6
3A2K_C	tRNA links to Rfam database...	0.42	0.39	0.46	11	2902	13	2	11	0	17
3A3A_A	tRNA-Sec links to Rfam database...	0.87	0.76	1.00	28	3627	0	0	0	0	9
3ADB_C	-	0.33	0.32	0.36	12	4153	21	0	21	0	26
3AKZ_H	tRNA links to Rfam database...	0.41	0.39	0.44	11	2676	14	4	10	0	17
3AM1_B	-	0.68	0.63	0.73	22	3210	8	1	7	0	13
3AMU_B	tRNA links to Rfam database...	0.70	0.59	0.84	16	2984	5	0	3	2	11
3G4S_9	5S_rRNA links to Rfam database...	0.54	0.42	0.71	24	7347	10	1	9	0	33
3GCA_A	-	0.54	0.29	1.00	5	523	0	0	0	0	12
3GX2_A	SAM links to Rfam database...	0.67	0.55	0.81	22	4344	6	0	5	1	18
3IVN_B	Purine links to Rfam database...	0.78	0.61	1.00	19	2327	0	0	0	0	12
3IWN_A	c-di-GMP-I links to Rfam database...	0.20	0.18	0.24	6	4253	19	1	18	0	27
3IYQ_A	tmRNA links to Rfam database...	0.31	0.33	0.28	31	60617	80	24	54	2	63
3IZ4_A	tmRNA links to Rfam database...	0.51	0.47	0.55	62	70763	52	10	41	1	70
3IZF_C	5S_rRNA links to Rfam database...	0.59	0.52	0.67	28	6861	14	1	13	0	26
3J0L_7	-	0.28	0.29	0.29	5	1208	12	0	12	0	12
3J0L_2	-	0.24	0.24	0.24	8	6183	27	2	23	2	25
3J0L_g	-	-0.01	0.00	0.00	0	461	4	1	3	0	4
3J0L_a	-	0.23	0.19	0.30	3	1118	7	1	6	0	13
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...	0.43	0.40	0.48	12	2825	14	0	13	1	18
3J2C_O	-	0.60	0.51	0.71	32	10251	14	0	13	1	31
3J2C_M	-	0.50	0.41	0.61	85	106351	58	9	46	3	122
3J2L_3	5S_rRNA links to Rfam database...	0.62	0.53	0.74	28	7837	12	0	10	2	25
3J3D_C	tRNA links to Rfam database...	0.60	0.54	0.68	15	2753	7	0	7	0	13
3J3E_7	5S_rRNA links to Rfam database...	0.58	0.48	0.70	26	7103	11	1	10	0	28
3J3E_8	5_8S_rRNA links to Rfam database...	0.17	0.15	0.19	5	7477	30	2	19	9	28
3J3F_7	5S_rRNA links to Rfam database...	0.80	0.70	0.92	35	7222	4	0	3	1	15
3J3F_8	5_8S_rRNA links to Rfam database...	0.31	0.31	0.31	11	12211	37	4	20	13	25
3J3V_B	5S_rRNA links to Rfam database...	0.55	0.44	0.69	25	6985	11	1	10	0	32
3JYV_7	tRNA links to Rfam database...	-0.01	0.00	0.00	0	2828	22	1	21	0	32
3JYX_5	-	0.31	0.32	0.31	284	5021948	714	166	467	81	609
3JYX_4	5_8S_rRNA links to Rfam database...	0.31	0.30	0.32	10	12215	33	5	16	12	23
3JYX_3	5S_rRNA links to Rfam database...	0.62	0.63	0.61	17	6300	22	1	10	11	10
3KIY_A	-	0.39	0.33	0.45	413	4053217	505	24	474	7	828
3KTW_C	-	0.77	0.65	0.90	28	4529	4	2	1	1	15
3LA5_A	Purine links to Rfam database...	0.78	0.62	1.00	21	2464	0	0	0	0	13
3NDB_M	-	0.77	0.69	0.86	42	9131	8	0	7	1	19
3NKB_B	-	0.59	0.54	0.67	14	1995	7	0	7	0	12
3NPB_A	SAM links to Rfam database...	0.83	0.72	0.97	33	6987	3	0	1	2	13
3O58_3	5_8S_rRNA links to Rfam database...	0.34	0.34	0.34	12	12368	34	2	21	11	23
3O58_2	5S_rRNA links to Rfam database...	0.59	0.61	0.58	23	7220	19	4	13	2	15
3PDR_A	ykoK links to Rfam database...	0.75	0.63	0.90	45	12830	7	1	4	2	27
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	0.50	0.75	21	3888	7	1	6	0	21
3U4M_B	-	0.38	0.32	0.46	12	3134	14	0	14	0	25
3UZL_B	tRNA links to Rfam database...	0.48	0.38	0.61	14	3547	9	0	9	0	23
3W1K_J	tRNA-Sec links to Rfam database...	0.87	0.79	0.97	30	4155	1	1	0	0	8
3W3S_B	tRNA-Sec links to Rfam database...	0.58	0.53	0.66	21	4721	12	1	10	1	19
3ZEX_H	-	0.18	0.18	0.18	7	9006	32	6	26	0	31
3ZEX_G	-	0.56	0.46	0.68	34	16421	21	1	15	5	40
3ZEX_C	5_8S_rRNA links to Rfam database...	0.24	0.21	0.28	11	14157	43	1	27	15	41
3ZEX_E	-	0.00	0.00	0.00	0	21892	55	4	49	2	77
3ZEX_D	5S_rRNA links to Rfam database...	0.77	0.65	0.91	32	6986	3	0	3	0	17
3ZEX_B	-	0.30	0.27	0.34	152	1071927	311	34	267	10	406
3ZEX_F	-	0.00	0.00	0.00	0	2617	11	2	9	0	12
3ZND_W	tRNA links to Rfam database...	0.20	0.22	0.19	5	2977	22	1	20	1	18
4A1C_3	5S_rRNA links to Rfam database...	0.70	0.59	0.82	32	7101	7	1	6	0	22
4A1C_2	5_8S_rRNA links to Rfam database...	0.14	0.15	0.13	5	11742	43	5	29	9	28
4AOB_A	SAM links to Rfam database...	0.50	0.40	0.63	17	4344	11	2	8	1	25
4ATO_G	-	0.73	0.70	0.78	7	519	2	1	1	0	3
4ENB_A	crcB links to Rfam database...	0.89	0.79	1.00	15	1260	0	0	0	0	4
4ENC_A	crcB links to Rfam database...	0.86	0.79	0.94	15	1310	1	1	0	0	4
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
4JF2_A	preQ1-II links to Rfam database...	0.77	0.71	0.85	22	2824	4	3	1	0	9
4JRC_A	-	0.29	0.26	0.35	6	1523	11	0	11	0	17

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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 Sfold - scored higher in this pairwise comparison

1. Total counts & total scores for Sfold

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

Performance of PknotsRG - scored lower in this pairwise comparison

1. Total counts & total scores for PknotsRG

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