CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	ContextFold		RNAwolf
MCC	0.683	>	0.418
Average MCC ± 95% Confidence Intervals	0.724 ± 0.088	>	0.515 ± 0.094
Sensitivity	0.677	>	0.428
Positive Predictive Value	0.691	>	0.410
Total TP	1319	>	835
Total TN	970979	>	970849
Total FP	827	<	1426
Total FP CONTRA	173	<	324
Total FP INCONS	416	<	879
Total FP COMP	238	>	223
Total FN	630	<	1114
P-value	3.56938820447e-08

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Performance plots

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

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Performance of ContextFold - scored higher in this pairwise comparison

1. Total counts & total scores for ContextFold

Total Base Pair Counts
Total TP	1319
Total TN	970979
Total FP	827
Total FP CONTRA	173
Total FP INCONS	416
Total FP COMP	238
Total FN	630

Total Scores
MCC	0.683
Average MCC ± 95% Confidence Intervals	0.724 ± 0.088
Sensitivity	0.677
Positive Predictive Value	0.691
Nr of predictions	61

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2LC8_A	GP_knot1 links to Rfam database...	0.58	0.56	0.63	10	512	6	0	6	0	8
2LDL_A	-	1.00	1.00	1.00	9	131	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	-	0.92	0.86	1.00	6	124	3	0	0	3	1
2LK3_A	-	0.94	0.89	1.00	8	92	0	0	0	0	1
2LKR_A	-	0.70	0.66	0.76	19	2415	12	0	6	6	10
2LQZ_A	-	1.00	1.00	1.00	8	124	1	0	0	1	0
2LU0_A	-	1.00	1.00	1.00	16	422	0	0	0	0	0
2LWK_A	-	1.00	1.00	1.00	11	196	1	0	0	1	0
2M58_A	-	-0.02	0.00	0.00	0	530	14	3	11	0	12
3J0L_2	-	0.80	0.77	0.83	20	2226	11	0	4	7	6
3J0L_8	-	1.00	1.00	1.00	7	69	0	0	0	0	0
3J0L_a	-	0.80	0.73	0.89	8	402	2	0	1	1	3
3J0L_1	-	0.75	0.69	0.82	9	473	5	0	2	3	4
3J0L_h	-	0.95	0.91	1.00	29	2111	2	0	0	2	3
3J0L_7	-	-0.02	0.00	0.00	0	506	13	3	10	0	10
3J0L_g	-	-0.01	0.00	0.00	0	174	3	0	2	1	2
3J16_L	tRNA links to Rfam database...	0.90	0.81	1.00	17	1142	0	0	0	0	4
3J20_2	SSU_rRNA_archaea links to Rfam database...	0.89	0.88	0.89	362	421963	88	15	28	45	50
3J20_1	tRNA links to Rfam database...	1.00	1.00	1.00	20	1092	1	0	0	1	0
3J20_0	tRNA links to Rfam database...	0.95	0.95	0.95	20	1198	2	1	0	1	1
3J2C_M	-	0.97	0.97	0.98	93	39830	38	0	2	36	3
3J2C_O	-	1.00	1.00	1.00	41	3946	4	0	0	4	0
3J2L_3	5S_rRNA links to Rfam database...	0.95	0.91	1.00	31	2989	4	0	0	4	3
3J3D_C	tRNA links to Rfam database...	0.79	0.79	0.79	15	949	4	3	1	0	4
3J3E_8	5_8S_rRNA links to Rfam database...	-0.01	0.00	0.00	0	2722	29	12	8	9	15
3J3E_7	5S_rRNA links to Rfam database...	0.94	0.88	1.00	30	2711	2	0	0	2	4
3J3F_8	5_8S_rRNA links to Rfam database...	0.36	0.42	0.31	8	4735	32	9	9	14	11
3J3F_7	5S_rRNA links to Rfam database...	0.96	0.92	1.00	33	2901	2	0	0	2	3
3J3V_B	5S_rRNA links to Rfam database...	0.98	0.96	1.00	26	2630	7	0	0	7	1
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	0	0	0	0	0
3TS0_U	-	1.00	1.00	1.00	6	112	0	0	0	0	0
3TS2_V	-	1.00	1.00	1.00	5	103	0	0	0	0	0
3U4M_B	-	0.98	0.95	1.00	21	1255	0	0	0	0	1
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	0	0	0	0	0
3W1K_J	tRNA-Sec links to Rfam database...	0.90	0.87	0.93	27	1649	2	1	1	0	4
3W3S_B	tRNA-Sec links to Rfam database...	0.87	0.85	0.90	28	1958	4	0	3	1	5
3ZEX_H	-	0.29	0.37	0.24	7	3596	27	7	15	5	12
3ZEX_F	-	0.00	0.00	0.00	0	910	16	0	4	12	4
3ZEX_C	5_8S_rRNA links to Rfam database...	0.44	0.41	0.48	12	5349	23	4	9	10	17
3ZEX_B	-	0.23	0.23	0.23	81	420993	296	62	216	18	265
3ZEX_D	5S_rRNA links to Rfam database...	0.92	0.86	1.00	30	2766	4	0	0	4	5
3ZEX_E	-	0.12	0.15	0.10	5	8255	44	20	24	0	29
3ZEX_G	-	0.32	0.31	0.33	14	6465	35	10	18	7	31
3ZND_W	tRNA links to Rfam database...	0.26	0.38	0.19	3	1175	22	6	7	9	5
4A1C_2	5_8S_rRNA links to Rfam database...	0.26	0.25	0.28	5	4498	26	3	10	13	15
4A1C_3	5S_rRNA links to Rfam database...	0.96	0.92	1.00	34	2729	1	0	0	1	3
4A4U_A	-	1.00	1.00	1.00	9	96	0	0	0	0	0
4AOB_A	SAM links to Rfam database...	0.62	0.59	0.68	17	1412	9	2	6	1	12
4ATO_G	-	-0.02	0.00	0.00	0	218	2	1	1	0	7
4ENB_A	crcB links to Rfam database...	0.77	0.60	1.00	9	463	0	0	0	0	6
4ENC_A	crcB links to Rfam database...	0.73	0.60	0.90	9	486	1	1	0	0	6
4FNJ_A	-	0.91	0.83	1.00	10	240	0	0	0	0	2
4FRG_B	AdoCbl-variant links to Rfam database...	0.77	0.71	0.85	17	1182	3	2	1	0	7
4FRN_A	AdoCbl-variant links to Rfam database...	0.42	0.39	0.46	11	1824	13	6	7	0	17
4HXH_A	-	1.00	1.00	1.00	6	89	0	0	0	0	0
4JF2_A	preQ1-II links to Rfam database...	0.57	0.50	0.67	12	1064	6	2	4	0	12
4JRC_A	-	0.91	0.82	1.00	14	608	0	0	0	0	3

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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	835
Total TN	970849
Total FP	1426
Total FP CONTRA	324
Total FP INCONS	879
Total FP COMP	223
Total FN	1114

Total Scores
MCC	0.418
Average MCC ± 95% Confidence Intervals	0.515 ± 0.094
Sensitivity	0.428
Positive Predictive Value	0.410
Nr of predictions	61

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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
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
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
3J0L_2	-	0.14	0.15	0.15	4	2223	26	4	19	3	22
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_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_2	SSU_rRNA_archaea links to Rfam database...	0.55	0.55	0.56	228	421959	243	27	154	62	184
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_M	-	0.21	0.25	0.19	24	39797	113	35	69	9	72
3J2C_O	-	0.41	0.44	0.40	18	3942	30	7	20	3	23
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_8	5_8S_rRNA links to Rfam database...	-0.01	0.00	0.00	0	2719	37	6	17	14	15
3J3E_7	5S_rRNA links to Rfam database...	0.57	0.56	0.59	19	2709	15	1	12	2	15
3J3F_8	5_8S_rRNA links to Rfam database...	0.28	0.37	0.23	7	4730	39	9	15	15	12
3J3F_7	5S_rRNA links to Rfam database...	0.27	0.28	0.28	10	2898	27	4	22	1	26
3J3V_B	5S_rRNA links to Rfam database...	0.59	0.59	0.59	16	2629	16	1	10	5	11
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_H	-	-0.01	0.00	0.00	0	3593	33	17	15	1	19
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_B	-	0.18	0.19	0.17	65	420964	343	98	225	20	281
3ZEX_D	5S_rRNA links to Rfam database...	0.26	0.26	0.27	9	2763	24	8	16	0	26
3ZEX_E	-	-0.01	0.00	0.00	0	8244	60	23	37	0	34
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 ContextFold - scored higher in this pairwise comparison

1. Total counts & total scores for ContextFold

2. Individual counts for ContextFold [ 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 ]