CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	RNAsubopt		RNAwolf
MCC	0.640	>	0.467
Average MCC ± 95% Confidence Intervals	0.674 ± 0.082	>	0.543 ± 0.090
Sensitivity	0.677	>	0.481
Positive Predictive Value	0.612	>	0.464
Total TP	888	>	630
Total TN	132933	<	133025
Total FP	750	<	879
Total FP CONTRA	191	<	203
Total FP INCONS	371	<	525
Total FP COMP	188	>	151
Total FN	423	<	681
P-value	3.56938820447e-08

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Performance plots

Comparison of performance of RNAsubopt and RNAwolf. 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 RNAsubopt and RNAwolf).
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 RNAsubopt and RNAwolf).
Comparison of average Matthews Correlation Coefficients (MCCs) for RNAsubopt and RNAwolf. 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 RNAsubopt and RNAwolf).

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Performance of RNAsubopt - scored higher in this pairwise comparison

1. Total counts & total scores for RNAsubopt

Total Base Pair Counts
Total TP	888
Total TN	132933
Total FP	750
Total FP CONTRA	191
Total FP INCONS	371
Total FP COMP	188
Total FN	423

Total Scores
MCC	0.640
Average MCC ± 95% Confidence Intervals	0.674 ± 0.082
Sensitivity	0.677
Positive Predictive Value	0.612
Nr of predictions	67

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2. Individual counts for RNAsubopt [ 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	193	0	0	0	0	0
2LC8_A	GP_knot1 links to Rfam database...	-0.03	0.00	0.00	0	513	15	3	12	0	18
2LDL_A	-	1.00	1.00	1.00	9	131	1	0	0	1	0
2LDT_A	-	1.00	1.00	1.00	11	151	0	0	0	0	0
2LHP_A	-	1.00	1.00	1.00	15	246	0	0	0	0	0
2LI4_A	-	1.00	1.00	1.00	14	175	0	0	0	0	0
2LJJ_A	-	1.00	1.00	1.00	7	123	3	0	0	3	0
2LK3_A	-	1.00	1.00	1.00	9	91	0	0	0	0	0
2LKR_A	-	0.85	0.86	0.83	25	2410	14	0	5	9	4
2LQZ_A	-	1.00	1.00	1.00	8	124	2	0	0	2	0
2LU0_A	-	1.00	1.00	1.00	16	422	0	0	0	0	0
2LWK_A	-	0.95	0.91	1.00	10	197	1	0	0	1	1
2M58_A	-	0.60	0.58	0.64	7	533	4	1	3	0	5
2YIE_X	-	1.00	1.00	1.00	7	537	4	0	0	4	0
2YIE_Z	-	-0.02	0.00	0.00	0	587	15	6	9	0	8
3AMU_B	tRNA links to Rfam database...	0.81	0.79	0.83	15	1139	6	0	3	3	4
3J0L_8	-	1.00	1.00	1.00	7	69	0	0	0	0	0
3J0L_a	-	0.35	0.36	0.36	4	400	8	3	4	1	7
3J0L_1	-	0.83	0.77	0.91	10	473	4	0	1	3	3
3J0L_h	-	0.87	0.81	0.93	26	2112	4	1	1	2	6
3J0L_2	-	0.28	0.31	0.28	8	2221	25	2	19	4	18
3J0L_7	-	-0.02	0.00	0.00	0	507	12	2	10	0	10
3J0L_g	-	-0.01	0.00	0.00	0	173	5	1	2	2	2
3J16_L	tRNA links to Rfam database...	0.49	0.52	0.48	11	1136	12	3	9	0	10
3J20_1	tRNA links to Rfam database...	1.00	1.00	1.00	20	1092	3	0	0	3	0
3J20_0	tRNA links to Rfam database...	0.51	0.57	0.48	12	1194	14	2	11	1	9
3J2C_O	-	0.66	0.68	0.65	28	3944	20	3	12	5	13
3J2C_M	-	0.55	0.64	0.48	61	39798	87	28	38	21	35
3J2L_3	5S_rRNA links to Rfam database...	0.80	0.82	0.78	28	2984	13	1	7	5	6
3J3D_C	tRNA links to Rfam database...	0.65	0.74	0.58	14	944	10	5	5	0	5
3J3E_7	5S_rRNA links to Rfam database...	0.79	0.79	0.79	27	2707	12	2	5	5	7
3J3E_8	5_8S_rRNA links to Rfam database...	0.25	0.33	0.20	5	2717	32	7	13	12	10
3J3F_7	5S_rRNA links to Rfam database...	0.96	0.97	0.95	35	2897	4	1	1	2	1
3J3F_8	5_8S_rRNA links to Rfam database...	0.35	0.47	0.26	9	4726	42	13	13	16	10
3J3V_B	5S_rRNA links to Rfam database...	0.80	0.81	0.79	22	2628	12	2	4	6	5
3RKF_A	Purine links to Rfam database...	0.91	0.83	1.00	20	846	0	0	0	0	4
3SD1_A	THF links to Rfam database...	0.73	0.72	0.75	21	1505	7	4	3	0	8
3SIU_F	-	1.00	1.00	1.00	8	137	0	0	0	0	0
3SN2_B	IRE_II links to Rfam database...	0.95	0.92	1.00	11	143	0	0	0	0	1
3TRZ_Z	-	1.00	1.00	1.00	5	87	1	0	0	1	0
3TS0_U	-	1.00	1.00	1.00	6	112	1	0	0	1	0
3TS2_V	-	1.00	1.00	1.00	5	103	0	0	0	0	0
3U4M_B	-	0.49	0.55	0.46	12	1250	14	3	11	0	10
3UZL_B	tRNA links to Rfam database...	0.49	0.50	0.50	8	1277	15	0	8	7	8
3VJR_D	-	1.00	1.00	1.00	12	239	0	0	0	0	0
3W1K_J	tRNA-Sec links to Rfam database...	0.97	0.97	0.97	30	1647	1	1	0	0	1
3W3S_B	tRNA-Sec links to Rfam database...	0.95	0.94	0.97	31	1957	2	0	1	1	2
3ZEX_E	-	0.00	0.00	0.00	0	8255	54	17	32	5	34
3ZEX_F	-	-0.01	0.00	0.00	0	908	11	2	4	5	4
3ZEX_C	5_8S_rRNA links to Rfam database...	0.30	0.34	0.26	10	5336	43	5	23	15	19
3ZEX_H	-	0.25	0.37	0.18	7	3586	32	20	12	0	12
3ZEX_D	5S_rRNA links to Rfam database...	0.91	0.89	0.94	31	2763	6	0	2	4	4
3ZEX_G	-	0.59	0.64	0.55	29	6454	34	12	12	10	16
3ZND_W	tRNA links to Rfam database...	0.24	0.38	0.16	3	1172	25	9	7	9	5
4A1C_2	5_8S_rRNA links to Rfam database...	0.18	0.25	0.14	5	4481	43	13	17	13	15
4A1C_3	5S_rRNA links to Rfam database...	0.85	0.84	0.86	31	2727	8	0	5	3	6
4A4U_A	-	1.00	1.00	1.00	9	96	0	0	0	0	0
4AOB_A	SAM links to Rfam database...	0.62	0.62	0.64	18	1409	11	4	6	1	11
4ATO_G	-	0.36	0.43	0.33	3	211	6	6	0	0	4
4ENB_A	crcB links to Rfam database...	0.85	0.73	1.00	11	461	2	0	0	2	4
4ENC_A	crcB links to Rfam database...	0.36	0.33	0.42	5	484	7	0	7	0	10
4FNJ_A	-	0.91	0.83	1.00	10	240	0	0	0	0	2
4FRG_B	AdoCbl-variant links to Rfam database...	0.36	0.38	0.38	9	1178	15	2	13	0	15
4FRN_A	AdoCbl-variant links to Rfam database...	0.58	0.57	0.59	16	1821	11	3	8	0	12
4HXH_A	-	1.00	1.00	1.00	6	89	0	0	0	0	0
4JF2_A	preQ1-II links to Rfam database...	0.69	0.67	0.73	16	1060	6	4	2	0	8
4JRC_A	-	0.34	0.35	0.35	6	605	11	0	11	0	11

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Performance of RNAwolf - scored lower in this pairwise comparison

1. Total counts & total scores for RNAwolf

Total Base Pair Counts
Total TP	630
Total TN	133025
Total FP	879
Total FP CONTRA	203
Total FP INCONS	525
Total FP COMP	151
Total FN	681

Total Scores
MCC	0.467
Average MCC ± 95% Confidence Intervals	0.543 ± 0.090
Sensitivity	0.481
Positive Predictive Value	0.464
Nr of predictions	67

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2. Individual counts for RNAwolf [ 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	193	0	0	0	0	0
2LC8_A	GP_knot1 links to Rfam database...	0.52	0.50	0.56	9	512	7	0	7	0	9
2LDL_A	-	0.88	0.78	1.00	7	133	0	0	0	0	2
2LDT_A	-	1.00	1.00	1.00	11	151	0	0	0	0	0
2LHP_A	-	1.00	1.00	1.00	15	246	1	0	0	1	0
2LI4_A	-	0.96	0.93	1.00	13	176	0	0	0	0	1
2LJJ_A	-	1.00	1.00	1.00	7	123	3	0	0	3	0
2LK3_A	-	1.00	1.00	1.00	9	91	0	0	0	0	0
2LKR_A	-	0.84	0.79	0.88	23	2414	11	0	3	8	6
2LQZ_A	-	1.00	1.00	1.00	8	124	1	0	0	1	0
2LU0_A	-	0.97	0.94	1.00	15	423	0	0	0	0	1
2LWK_A	-	0.48	0.45	0.56	5	198	5	0	4	1	6
2M58_A	-	0.60	0.58	0.64	7	533	4	1	3	0	5
2YIE_X	-	-0.01	0.00	0.00	0	536	11	1	7	3	7
2YIE_Z	-	0.62	0.63	0.63	5	594	7	1	2	4	3
3AMU_B	tRNA links to Rfam database...	0.77	0.79	0.75	15	1137	8	0	5	3	4
3J0L_8	-	1.00	1.00	1.00	7	69	0	0	0	0	0
3J0L_a	-	0.14	0.18	0.14	2	397	13	4	8	1	9
3J0L_1	-	0.68	0.54	0.88	7	476	5	0	1	4	6
3J0L_h	-	0.47	0.41	0.57	13	2117	12	1	9	2	19
3J0L_2	-	0.14	0.15	0.15	4	2223	26	4	19	3	22
3J0L_7	-	-0.02	0.00	0.00	0	509	10	1	9	0	10
3J0L_g	-	-0.02	0.00	0.00	0	171	7	4	1	2	2
3J16_L	tRNA links to Rfam database...	0.58	0.57	0.60	12	1139	9	2	6	1	9
3J20_1	tRNA links to Rfam database...	0.53	0.55	0.52	11	1091	11	4	6	1	9
3J20_0	tRNA links to Rfam database...	0.54	0.57	0.52	12	1196	12	2	9	1	9
3J2C_O	-	0.41	0.44	0.40	18	3942	30	7	20	3	23
3J2C_M	-	0.21	0.25	0.19	24	39797	113	35	69	9	72
3J2L_3	5S_rRNA links to Rfam database...	0.71	0.71	0.73	24	2987	13	1	8	4	10
3J3D_C	tRNA links to Rfam database...	0.92	0.95	0.90	18	948	3	2	0	1	1
3J3E_7	5S_rRNA links to Rfam database...	0.57	0.56	0.59	19	2709	15	1	12	2	15
3J3E_8	5_8S_rRNA links to Rfam database...	-0.01	0.00	0.00	0	2719	37	6	17	14	15
3J3F_7	5S_rRNA links to Rfam database...	0.27	0.28	0.28	10	2898	27	4	22	1	26
3J3F_8	5_8S_rRNA links to Rfam database...	0.28	0.37	0.23	7	4730	39	9	15	15	12
3J3V_B	5S_rRNA links to Rfam database...	0.59	0.59	0.59	16	2629	16	1	10	5	11
3RKF_A	Purine links to Rfam database...	0.89	0.83	0.95	20	845	1	0	1	0	4
3SD1_A	THF links to Rfam database...	0.58	0.59	0.59	17	1504	12	2	10	0	12
3SIU_F	-	0.86	0.75	1.00	6	139	0	0	0	0	2
3SN2_B	IRE_II links to Rfam database...	1.00	1.00	1.00	12	142	0	0	0	0	0
3TRZ_Z	-	1.00	1.00	1.00	5	87	0	0	0	0	0
3TS0_U	-	1.00	1.00	1.00	6	112	1	0	0	1	0
3TS2_V	-	-0.05	0.00	0.00	0	103	6	0	5	1	5
3U4M_B	-	0.50	0.50	0.52	11	1255	12	1	9	2	11
3UZL_B	tRNA links to Rfam database...	0.93	0.88	1.00	14	1279	7	0	0	7	2
3VJR_D	-	1.00	1.00	1.00	12	239	1	0	0	1	0
3W1K_J	tRNA-Sec links to Rfam database...	0.81	0.77	0.86	24	1650	5	0	4	1	7
3W3S_B	tRNA-Sec links to Rfam database...	0.70	0.70	0.72	23	1957	10	0	9	1	10
3ZEX_E	-	-0.01	0.00	0.00	0	8244	60	23	37	0	34
3ZEX_F	-	0.00	0.00	0.00	0	910	17	0	4	13	4
3ZEX_C	5_8S_rRNA links to Rfam database...	0.08	0.10	0.07	3	5328	43	18	25	0	26
3ZEX_H	-	-0.01	0.00	0.00	0	3593	33	17	15	1	19
3ZEX_D	5S_rRNA links to Rfam database...	0.26	0.26	0.27	9	2763	24	8	16	0	26
3ZEX_G	-	0.20	0.20	0.21	9	6465	37	13	20	4	36
3ZND_W	tRNA links to Rfam database...	0.67	0.75	0.60	6	1181	15	0	4	11	2
4A1C_2	5_8S_rRNA links to Rfam database...	0.12	0.15	0.10	3	4487	38	12	14	12	17
4A1C_3	5S_rRNA links to Rfam database...	0.32	0.30	0.35	11	2732	21	1	19	1	26
4A4U_A	-	1.00	1.00	1.00	9	96	0	0	0	0	0
4AOB_A	SAM links to Rfam database...	0.26	0.24	0.30	7	1414	17	2	14	1	22
4ATO_G	-	-0.03	0.00	0.00	0	213	7	4	3	0	7
4ENB_A	crcB links to Rfam database...	0.45	0.40	0.55	6	461	5	1	4	0	9
4ENC_A	crcB links to Rfam database...	0.34	0.33	0.38	5	483	9	0	8	1	10
4FNJ_A	-	-0.04	0.00	0.00	0	243	7	0	7	0	12
4FRG_B	AdoCbl-variant links to Rfam database...	0.54	0.50	0.60	12	1182	8	3	5	0	12
4FRN_A	AdoCbl-variant links to Rfam database...	-0.01	0.00	0.00	0	1828	20	1	19	0	28
4HXH_A	-	1.00	1.00	1.00	6	89	0	0	0	0	0
4JF2_A	preQ1-II links to Rfam database...	0.72	0.67	0.80	16	1062	4	4	0	0	8
4JRC_A	-	0.71	0.65	0.79	11	608	3	2	1	0	6

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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 RNAsubopt - scored higher in this pairwise comparison

1. Total counts & total scores for RNAsubopt

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

Performance of RNAwolf - scored lower in this pairwise comparison

1. Total counts & total scores for RNAwolf

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