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		Fold
MCC	0.570	>	0.535
Average MCC ± 95% Confidence Intervals	0.695 ± 0.053	>	0.677 ± 0.061
Sensitivity	0.491	>	0.481
Positive Predictive Value	0.662	>	0.597
Total TP	1994	>	1952
Total TN	2727763	>	2727504
Total FP	1138	<	1442
Total FP CONTRA	109	<	138
Total FP INCONS	910	<	1182
Total FP COMP	119	<	122
Total FN	2065	<	2107
P-value	3.56938820447e-08

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Performance plots

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

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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	1994
Total TN	2727763
Total FP	1138
Total FP CONTRA	109
Total FP INCONS	910
Total FP COMP	119
Total FN	2065

Total Scores
MCC	0.570
Average MCC ± 95% Confidence Intervals	0.695 ± 0.053
Sensitivity	0.491
Positive Predictive Value	0.662
Nr of predictions	101

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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
2KPV_A	-	0.96	0.92	1.00	12	549	0	0	0	0	1
2KRL_A	-	0.76	0.60	0.96	24	5126	5	0	1	4	16
2KU0_A	-	0.83	0.69	1.00	11	692	0	0	0	0	5
2KUR_A	K10_TLS links to Rfam database...	0.90	0.86	0.95	18	1109	1	0	1	0	3
2KUU_A	K10_TLS links to Rfam database...	0.87	0.81	0.94	17	1110	2	0	1	1	4
2KUV_A	K10_TLS links to Rfam database...	0.88	0.82	0.95	18	1109	1	0	1	0	4
2KUW_A	K10_TLS links to Rfam database...	0.90	0.86	0.95	18	1109	1	0	1	0	3
2KX8_A	7SK links to Rfam database...	0.94	0.89	1.00	16	845	0	0	0	0	2
2KXM_A	-	0.89	0.80	1.00	8	343	0	0	0	0	2
2KZL_A	-	0.86	0.74	1.00	14	1471	0	0	0	0	5
2L1F_A	Gammaretro_CES links to Rfam database...	0.98	0.96	1.00	23	2057	0	0	0	0	1
2L1F_B	Gammaretro_CES links to Rfam database...	0.98	0.96	1.00	24	2121	0	0	0	0	1
2L2K_A	-	0.94	0.89	1.00	17	844	0	0	0	0	2
2L3C_B	-	0.91	0.82	1.00	14	547	0	0	0	0	3
2L3E_A	-	0.96	0.92	1.00	12	583	1	0	0	1	1
2L3J_B	mir-2985-2 links to Rfam database...	0.94	0.88	1.00	30	2455	0	0	0	0	4
2L5Z_A	-	0.86	0.75	1.00	9	316	0	0	0	0	3
2L94_A	HIV_FE links to Rfam database...	0.97	0.95	1.00	19	971	0	0	0	0	1
2LA5_A	-	0.39	0.26	0.63	5	622	3	1	2	0	14
2LBS_A	-	1.00	1.00	1.00	14	482	0	0	0	0	0
2LC8_A	GP_knot1 links to Rfam database...	0.45	0.35	0.58	7	1528	5	0	5	0	13
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	-	0.89	0.79	1.00	31	6074	1	0	0	1	8
2LQZ_A	-	0.85	0.82	0.90	9	341	1	1	0	0	2
2LWK_A	-	0.88	0.85	0.92	11	484	1	0	1	0	2
2RRC_A	-	0.83	0.70	1.00	7	224	0	0	0	0	3
2WWQ_V	tRNA links to Rfam database...	0.80	0.68	0.95	19	2906	2	0	1	1	9
2XKV_B	Bacteria_small_SRP links to Rfam database...	0.51	0.50	0.53	10	4541	23	0	9	14	10
2XQD_Y	tRNA links to Rfam database...	0.77	0.67	0.90	18	2830	2	0	2	0	9
2XXA_G	Bacteria_small_SRP links to Rfam database...	0.36	0.31	0.43	13	5121	17	1	16	0	29
2Y8W_B	-	1.00	1.00	1.00	6	184	1	0	0	1	0
2Y9C_V	-	0.65	0.63	0.68	15	2256	8	1	6	1	9
2YIE_Z	-	-0.01	0.00	0.00	0	1525	15	3	12	0	12
2YIE_X	-	0.58	0.33	1.00	4	1374	0	0	0	0	8
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
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_8	-	0.93	0.88	1.00	7	183	0	0	0	0	1
3J0L_a	-	0.51	0.50	0.53	8	1113	7	3	4	0	8
3J0L_2	-	0.36	0.33	0.39	11	6188	19	2	15	2	22
3J0L_1	-	0.76	0.63	0.92	12	1212	3	0	1	2	7
3J0L_h	-	0.75	0.60	0.93	26	6077	4	0	2	2	17
3J0L_g	-	-0.01	0.00	0.00	0	460	5	1	4	0	4
3J16_L	tRNA links to Rfam database...	0.29	0.23	0.37	7	2756	12	0	12	0	23
3J20_0	tRNA links to Rfam database...	0.43	0.40	0.48	12	2825	14	0	13	1	18
3J20_1	tRNA links to Rfam database...	0.73	0.70	0.76	16	2905	6	0	5	1	7
3J20_2	SSU_rRNA_archaea links to Rfam database...	0.47	0.41	0.55	261	1116287	220	14	203	3	372
3J2C_M	-	0.63	0.49	0.80	102	106363	31	3	23	5	105
3J2C_O	-	0.64	0.48	0.86	30	10261	6	0	5	1	33
3J2L_3	5S_rRNA links to Rfam database...	0.62	0.53	0.74	28	7837	12	0	10	2	25
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
3NMU_E	-	0.61	0.50	0.75	3	557	4	0	1	3	3
3NPB_A	SAM links to Rfam database...	0.77	0.65	0.91	30	6988	6	1	2	3	16
3O58_2	5S_rRNA links to Rfam database...	0.74	0.74	0.74	28	7222	11	3	7	1	10
3O58_3	5_8S_rRNA links to Rfam database...	0.43	0.34	0.55	12	12381	17	0	10	7	23
3OVB_D	-	1.00	1.00	1.00	11	584	1	0	0	1	0
3OVS_D	-	0.96	0.92	1.00	12	549	0	0	0	0	1
3P22_G	-	0.96	0.92	1.00	11	730	0	0	0	0	1
3PDR_A	ykoK links to Rfam database...	0.69	0.56	0.85	40	12833	9	0	7	2	32
3R4F_A	-	0.96	0.92	1.00	23	2122	0	0	0	0	2
3R9X_C	-	0.84	0.80	0.89	8	586	2	0	1	1	2
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
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	2	0	0	2	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...	0.51	0.32	0.80	12	3555	3	2	1	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...	0.57	0.53	0.64	21	4720	13	1	11	1	19
3ZEX_F	-	0.00	0.00	0.00	0	2623	7	2	3	2	12
3ZEX_G	-	0.78	0.68	0.91	50	16416	9	0	5	4	24
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_H	-	0.19	0.18	0.19	7	9009	29	5	24	0	31
3ZEX_C	5_8S_rRNA links to Rfam database...	0.32	0.21	0.48	11	14173	26	1	11	14	41
4A1C_2	5_8S_rRNA links to Rfam database...	0.16	0.15	0.17	5	11751	34	2	23	9	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...	0.50	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
4HXH_A	-	1.00	1.00	1.00	6	319	0	0	0	0	0

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Performance of Fold - scored lower in this pairwise comparison

1. Total counts & total scores for Fold

Total Base Pair Counts
Total TP	1952
Total TN	2727504
Total FP	1442
Total FP CONTRA	138
Total FP INCONS	1182
Total FP COMP	122
Total FN	2107

Total Scores
MCC	0.535
Average MCC ± 95% Confidence Intervals	0.677 ± 0.061
Sensitivity	0.481
Positive Predictive Value	0.597
Nr of predictions	101

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2KPV_A	-	0.96	0.92	1.00	12	549	0	0	0	0	1
2KRL_A	-	0.76	0.60	0.96	24	5126	5	0	1	4	16
2KU0_A	-	0.83	0.69	1.00	11	692	0	0	0	0	5
2KUR_A	K10_TLS links to Rfam database...	0.95	0.90	1.00	19	1109	0	0	0	0	2
2KUU_A	K10_TLS links to Rfam database...	0.92	0.86	1.00	18	1110	1	0	0	1	3
2KUV_A	K10_TLS links to Rfam database...	0.93	0.86	1.00	19	1109	0	0	0	0	3
2KUW_A	K10_TLS links to Rfam database...	0.95	0.90	1.00	19	1109	0	0	0	0	2
2KX8_A	7SK links to Rfam database...	0.94	0.89	1.00	16	845	0	0	0	0	2
2KXM_A	-	0.83	0.70	1.00	7	344	0	0	0	0	3
2KZL_A	-	0.86	0.74	1.00	14	1471	0	0	0	0	5
2L1F_A	Gammaretro_CES links to Rfam database...	0.89	0.88	0.91	21	2057	2	0	2	0	3
2L1F_B	Gammaretro_CES links to Rfam database...	0.90	0.88	0.92	22	2121	2	0	2	0	3
2L2K_A	-	0.94	0.89	1.00	17	844	0	0	0	0	2
2L3C_B	-	0.91	0.82	1.00	14	547	0	0	0	0	3
2L3E_A	-	0.96	0.92	1.00	12	583	1	0	0	1	1
2L3J_B	mir-2985-2 links to Rfam database...	0.94	0.88	1.00	30	2455	0	0	0	0	4
2L5Z_A	-	0.86	0.75	1.00	9	316	0	0	0	0	3
2L94_A	HIV_FE links to Rfam database...	0.97	0.95	1.00	19	971	0	0	0	0	1
2LA5_A	-	0.39	0.26	0.63	5	622	3	1	2	0	14
2LBS_A	-	1.00	1.00	1.00	14	482	0	0	0	0	0
2LC8_A	GP_knot1 links to Rfam database...	-0.01	0.00	0.00	0	1525	15	2	13	0	20
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	-	0.85	0.79	0.91	31	6071	5	0	3	2	8
2LQZ_A	-	0.85	0.82	0.90	9	341	1	1	0	0	2
2LWK_A	-	0.96	0.92	1.00	12	484	0	0	0	0	1
2RRC_A	-	0.70	0.50	1.00	5	226	0	0	0	0	5
2WWQ_V	tRNA links to Rfam database...	0.76	0.64	0.90	18	2906	3	0	2	1	10
2XKV_B	Bacteria_small_SRP links to Rfam database...	0.51	0.50	0.53	10	4541	24	0	9	15	10
2XQD_Y	tRNA links to Rfam database...	0.88	0.78	1.00	21	2829	0	0	0	0	6
2XXA_G	Bacteria_small_SRP links to Rfam database...	0.93	0.86	1.00	36	5115	0	0	0	0	6
2Y8W_B	-	1.00	1.00	1.00	6	184	1	0	0	1	0
2Y9C_V	-	0.65	0.63	0.68	15	2256	8	1	6	1	9
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	8	2	6	0	9
3ADB_C	-	0.80	0.74	0.88	28	4154	4	0	4	0	10
3AKZ_H	tRNA links to Rfam database...	0.84	0.75	0.95	21	2679	1	1	0	0	7
3AM1_B	-	0.78	0.71	0.86	25	3211	4	0	4	0	10
3AMU_B	tRNA links to Rfam database...	0.64	0.59	0.70	16	2980	9	0	7	2	11
3IYQ_A	tmRNA links to Rfam database...	0.29	0.31	0.27	29	60618	83	20	59	4	65
3IZ4_A	tmRNA links to Rfam database...	0.53	0.46	0.61	61	70776	44	5	34	5	71
3IZF_C	5S_rRNA links to Rfam database...	0.70	0.59	0.82	32	6864	7	1	6	0	22
3J0L_7	-	-0.01	0.00	0.00	0	1213	12	0	12	0	17
3J0L_8	-	0.93	0.88	1.00	7	183	0	0	0	0	1
3J0L_a	-	0.20	0.19	0.23	3	1115	10	2	8	0	13
3J0L_2	-	0.25	0.24	0.26	8	6185	25	2	21	2	25
3J0L_1	-	0.76	0.63	0.92	12	1212	2	0	1	1	7
3J0L_h	-	0.81	0.65	1.00	28	6077	2	0	0	2	15
3J0L_g	-	-0.01	0.00	0.00	0	461	4	1	3	0	4
3J16_L	tRNA links to Rfam database...	0.63	0.53	0.76	16	2754	5	0	5	0	14
3J20_0	tRNA links to Rfam database...	0.45	0.40	0.52	12	2827	12	0	11	1	18
3J20_1	tRNA links to Rfam database...	0.96	0.91	1.00	21	2905	0	0	0	0	2
3J20_2	SSU_rRNA_archaea links to Rfam database...	0.45	0.40	0.51	256	1116260	253	15	234	4	377
3J2C_M	-	0.19	0.15	0.23	32	106350	110	5	104	1	175
3J2C_O	-	0.59	0.54	0.65	34	10244	18	1	17	0	29
3J2L_3	5S_rRNA links to Rfam database...	0.62	0.53	0.74	28	7837	12	0	10	2	25
3NDB_M	-	0.84	0.74	0.96	45	9133	3	0	2	1	16
3NKB_B	-	0.35	0.31	0.42	8	1997	11	0	11	0	18
3NMU_E	-	-0.01	0.00	0.00	0	552	11	2	7	2	6
3NPB_A	SAM links to Rfam database...	0.70	0.61	0.80	28	6986	10	1	6	3	18
3O58_2	5S_rRNA links to Rfam database...	0.71	0.71	0.71	27	7222	12	3	8	1	11
3O58_3	5_8S_rRNA links to Rfam database...	0.29	0.31	0.28	11	12363	41	3	26	12	24
3OVB_D	-	1.00	1.00	1.00	11	584	1	0	0	1	0
3OVS_D	-	0.96	0.92	1.00	12	549	0	0	0	0	1
3P22_G	-	0.96	0.92	1.00	11	730	0	0	0	0	1
3PDR_A	ykoK links to Rfam database...	0.77	0.64	0.94	46	12831	5	0	3	2	26
3R4F_A	-	0.96	0.92	1.00	23	2122	0	0	0	0	2
3R9X_C	-	0.84	0.80	0.89	8	586	2	0	1	1	2
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...	0.57	0.48	0.69	20	3887	9	1	8	0	22
3SIU_F	-	0.85	0.73	1.00	8	370	0	0	0	0	3
3SN2_B	IRE_II links to Rfam database...	1.00	1.00	1.00	12	394	0	0	0	0	0
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	-	0.45	0.35	0.59	13	3138	9	1	8	0	24
3UZL_B	tRNA links to Rfam database...	0.77	0.62	0.96	23	3546	1	0	1	0	14
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	2617	11	2	9	0	12
3ZEX_G	-	0.76	0.65	0.89	48	16417	12	0	6	6	26
3ZEX_E	-	0.00	0.00	0.00	0	21890	57	2	53	2	77
3ZEX_D	5S_rRNA links to Rfam database...	0.76	0.67	0.87	33	6983	5	1	4	0	16
3ZEX_B	-	0.27	0.24	0.30	135	1071923	334	34	288	12	423
3ZEX_H	-	0.18	0.18	0.19	7	9008	30	5	25	0	31
3ZEX_C	5_8S_rRNA links to Rfam database...	0.22	0.21	0.24	11	14151	45	4	30	11	41
4A1C_2	5_8S_rRNA links to Rfam database...	0.14	0.15	0.14	5	11744	43	5	27	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...	0.32	0.26	0.42	5	1263	7	1	6	0	14
4ENC_A	crcB links to Rfam database...	0.31	0.26	0.38	5	1313	8	1	7	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...	0.24	0.22	0.27	7	3460	19	3	16	0	25
4FRN_A	AdoCbl-variant links to Rfam database...	0.41	0.36	0.46	13	5123	15	2	13	0	23
4HXH_A	-	1.00	1.00	1.00	6	319	0	0	0	0	0

^top

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 Fold - scored lower in this pairwise comparison

1. Total counts & total scores for Fold

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