CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	MCFold		RNAwolf
MCC	0.455	>	0.410
Average MCC ± 95% Confidence Intervals	0.516 ± 0.094	>	0.502 ± 0.095
Sensitivity	0.466	>	0.388
Positive Predictive Value	0.452	>	0.442
Total TP	659	>	548
Total TN	185896	<	186113
Total FP	933	>	767
Total FP CONTRA	98	>	89
Total FP INCONS	700	>	603
Total FP COMP	135	>	75
Total FN	754	<	865
P-value	3.56938820447e-08

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Performance plots

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

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Performance of MCFold - scored higher in this pairwise comparison

1. Total counts & total scores for MCFold

Total Base Pair Counts
Total TP	659
Total TN	185896
Total FP	933
Total FP CONTRA	98
Total FP INCONS	700
Total FP COMP	135
Total FN	754

Total Scores
MCC	0.455
Average MCC ± 95% Confidence Intervals	0.516 ± 0.094
Sensitivity	0.466
Positive Predictive Value	0.452
Nr of predictions	58

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2. Individual counts for MCFold [ 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	1	0	0	1	0
2LC8_A	GP_knot1 links to Rfam database...	0.41	0.45	0.39	9	1517	16	0	14	2	11
2LDL_A	-	0.95	0.91	1.00	10	341	2	0	0	2	1
2LDT_A	-	0.75	0.73	0.79	11	451	3	0	3	0	4
2LHP_A	-	1.00	1.00	1.00	16	650	1	0	0	1	0
2LI4_A	-	0.97	0.94	1.00	15	481	0	0	0	0	1
2LJJ_A	-	1.00	1.00	1.00	8	343	2	0	0	2	0
2LK3_A	-	1.00	1.00	1.00	10	266	0	0	0	0	0
2LKR_A	-	0.93	0.92	0.95	36	6067	14	0	2	12	3
2LQZ_A	-	0.91	0.91	0.91	10	340	1	1	0	0	1
2LU0_A	-	1.00	1.00	1.00	16	1160	5	0	0	5	0
2LWK_A	-	0.92	0.92	0.92	12	483	2	0	1	1	1
2M58_A	-	0.20	0.24	0.18	4	1631	19	2	16	1	13
2YIE_X	-	0.06	0.08	0.06	1	1361	21	1	15	5	11
2YIE_Z	-	0.36	0.50	0.27	6	1518	18	4	12	2	6
3AMU_B	tRNA links to Rfam database...	0.44	0.48	0.42	13	2972	18	2	16	0	14
3J0L_2	-	0.21	0.24	0.18	8	6172	39	7	29	3	25
3J0L_8	-	1.00	1.00	1.00	8	182	0	0	0	0	0
3J0L_a	-	0.16	0.19	0.17	3	1110	15	1	14	0	13
3J0L_1	-	0.79	0.79	0.79	15	1206	6	0	4	2	4
3J0L_h	-	0.91	0.91	0.91	39	6062	13	0	4	9	4
3J0L_7	-	-0.01	0.00	0.00	0	1206	19	4	15	0	17
3J0L_g	-	0.13	0.25	0.08	1	452	12	8	4	0	3
3J16_L	tRNA links to Rfam database...	0.45	0.47	0.44	14	2743	19	1	17	1	16
3J20_0	tRNA links to Rfam database...	0.59	0.57	0.63	17	2823	12	1	9	2	13
3J2L_3	5S_rRNA links to Rfam database...	0.58	0.57	0.60	30	7825	23	2	18	3	23
3J3D_C	tRNA links to Rfam database...	0.42	0.43	0.43	12	2747	18	2	14	2	16
3J3E_7	5S_rRNA links to Rfam database...	0.40	0.39	0.42	21	7090	29	3	26	0	33
3J3E_8	5_8S_rRNA links to Rfam database...	0.12	0.12	0.12	4	7470	46	3	26	17	29
3J3F_7	5S_rRNA links to Rfam database...	0.74	0.74	0.74	37	7210	17	2	11	4	13
3J3F_8	5_8S_rRNA links to Rfam database...	0.13	0.17	0.11	6	12191	61	9	40	12	30
3RKF_A	Purine links to Rfam database...	0.70	0.65	0.76	22	2182	7	1	6	0	12
3SD1_A	THF links to Rfam database...	0.33	0.33	0.35	14	3876	26	0	26	0	28
3SIU_F	-	0.42	0.45	0.42	5	366	7	1	6	0	6
3SN2_B	IRE_II links to Rfam database...	0.55	0.58	0.54	7	393	6	0	6	0	5
3TRZ_Z	-	-0.04	0.00	0.00	0	201	9	0	9	0	6
3TS0_U	-	1.00	1.00	1.00	6	247	2	0	0	2	0
3TS2_V	-	-0.02	0.00	0.00	0	268	9	0	8	1	5
3U4M_B	-	0.59	0.59	0.59	22	3123	15	0	15	0	15
3VJR_D	-	1.00	1.00	1.00	13	617	1	0	0	1	0
3ZEX_G	-	0.00	0.00	0.00	0	16456	15	1	14	0	74
3ZEX_D	5S_rRNA links to Rfam database...	0.17	0.18	0.18	9	6970	42	4	38	0	40
3ZEX_H	-	0.14	0.18	0.12	7	8987	52	14	37	1	31
3ZEX_C	5_8S_rRNA links to Rfam database...	0.24	0.21	0.28	11	14156	29	3	26	0	41
3ZEX_F	-	-0.01	0.00	0.00	0	2610	29	4	14	11	12
3ZND_W	tRNA links to Rfam database...	0.19	0.22	0.18	5	2975	26	1	22	3	18
4A1C_2	5_8S_rRNA links to Rfam database...	0.13	0.15	0.11	5	11735	56	10	31	15	28
4A1C_3	5S_rRNA links to Rfam database...	0.68	0.67	0.71	36	7089	17	1	14	2	18
4A4U_A	-	1.00	1.00	1.00	9	222	0	0	0	0	0
4ATO_G	-	0.30	0.30	0.33	3	519	8	0	6	2	7
4ENB_A	crcB links to Rfam database...	0.61	0.63	0.60	12	1255	8	2	6	0	7
4ENC_A	crcB links to Rfam database...	0.28	0.32	0.27	6	1304	17	2	14	1	13
4FNJ_A	-	0.83	0.81	0.87	13	580	3	0	2	1	3
4FRG_B	AdoCbl-variant links to Rfam database...	0.32	0.34	0.31	11	3450	25	0	25	0	21
4FRN_A	AdoCbl-variant links to Rfam database...	0.12	0.14	0.12	5	5110	38	1	35	2	31
4HXH_A	-	1.00	1.00	1.00	6	319	4	0	0	4	0
4JF2_A	preQ1-II links to Rfam database...	0.66	0.68	0.66	21	2818	11	0	11	0	10
4JRC_A	-	0.20	0.22	0.21	5	1516	19	0	19	0	18

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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	548
Total TN	186113
Total FP	767
Total FP CONTRA	89
Total FP INCONS	603
Total FP COMP	75
Total FN	865

Total Scores
MCC	0.410
Average MCC ± 95% Confidence Intervals	0.502 ± 0.095
Sensitivity	0.388
Positive Predictive Value	0.442
Nr of predictions	58

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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	482	0	0	0	0	0
2LC8_A	GP_knot1 links to Rfam database...	0.52	0.50	0.56	10	1522	8	0	8	0	10
2LDL_A	-	0.74	0.64	0.88	7	343	1	0	1	0	4
2LDT_A	-	0.86	0.80	0.92	12	452	1	0	1	0	3
2LHP_A	-	1.00	1.00	1.00	16	650	1	0	0	1	0
2LI4_A	-	0.97	0.94	1.00	15	481	0	0	0	0	1
2LJJ_A	-	1.00	1.00	1.00	8	343	3	0	0	3	0
2LK3_A	-	1.00	1.00	1.00	10	266	0	0	0	0	0
2LKR_A	-	0.81	0.74	0.88	29	6072	8	0	4	4	10
2LQZ_A	-	0.91	0.91	0.91	10	340	1	1	0	0	1
2LU0_A	-	0.97	0.94	1.00	15	1161	3	0	0	3	1
2LWK_A	-	0.37	0.38	0.38	5	483	9	0	8	1	8
2M58_A	-	0.51	0.47	0.57	8	1639	6	3	3	0	9
2YIE_X	-	-0.01	0.00	0.00	0	1364	15	4	10	1	12
2YIE_Z	-	0.43	0.42	0.45	5	1529	9	1	5	3	7
3AMU_B	tRNA links to Rfam database...	0.68	0.63	0.74	17	2980	9	0	6	3	10
3J0L_2	-	0.11	0.12	0.11	4	6181	34	5	26	3	29
3J0L_8	-	0.93	0.88	1.00	7	183	0	0	0	0	1
3J0L_a	-	0.18	0.19	0.20	3	1113	12	1	11	0	13
3J0L_1	-	0.68	0.63	0.75	12	1209	5	0	4	1	7
3J0L_h	-	0.33	0.30	0.37	13	6070	24	0	22	2	30
3J0L_7	-	-0.01	0.00	0.00	0	1214	11	0	11	0	17
3J0L_g	-	0.16	0.25	0.11	1	456	8	6	2	0	3
3J16_L	tRNA links to Rfam database...	0.45	0.40	0.52	12	2752	11	0	11	0	18
3J20_0	tRNA links to Rfam database...	0.40	0.40	0.41	12	2821	18	0	17	1	18
3J2L_3	5S_rRNA links to Rfam database...	0.55	0.49	0.62	26	7833	18	0	16	2	27
3J3D_C	tRNA links to Rfam database...	0.79	0.75	0.84	21	2750	5	2	2	1	7
3J3E_7	5S_rRNA links to Rfam database...	0.41	0.35	0.49	19	7101	20	1	19	0	35
3J3E_8	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	7470	42	4	29	9	33
3J3F_7	5S_rRNA links to Rfam database...	0.21	0.20	0.23	10	7216	34	2	32	0	40
3J3F_8	5_8S_rRNA links to Rfam database...	0.23	0.25	0.21	9	12204	45	5	28	12	27
3RKF_A	Purine links to Rfam database...	0.72	0.62	0.84	21	2186	4	0	4	0	13
3SD1_A	THF links to Rfam database...	0.46	0.43	0.50	18	3880	18	0	18	0	24
3SIU_F	-	0.73	0.55	1.00	6	372	0	0	0	0	5
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	0	0	0	0	1
3TS0_U	-	1.00	1.00	1.00	6	247	2	0	0	2	0
3TS2_V	-	-0.02	0.00	0.00	0	270	7	0	6	1	5
3U4M_B	-	0.44	0.38	0.52	14	3133	13	0	13	0	23
3VJR_D	-	1.00	1.00	1.00	13	617	1	0	0	1	0
3ZEX_G	-	0.20	0.18	0.23	13	16415	43	6	37	0	61
3ZEX_D	5S_rRNA links to Rfam database...	0.20	0.18	0.22	9	6980	32	3	29	0	40
3ZEX_H	-	0.00	0.00	0.00	0	9006	40	8	31	1	38
3ZEX_C	5_8S_rRNA links to Rfam database...	0.05	0.06	0.06	3	14144	49	12	37	0	49
3ZEX_F	-	-0.01	0.00	0.00	0	2613	20	6	9	5	12
3ZND_W	tRNA links to Rfam database...	0.50	0.48	0.52	11	2982	13	0	10	3	12
4A1C_2	5_8S_rRNA links to Rfam database...	0.08	0.09	0.08	3	11741	46	10	27	9	30
4A1C_3	5S_rRNA links to Rfam database...	0.23	0.20	0.28	11	7101	28	2	26	0	43
4A4U_A	-	1.00	1.00	1.00	9	222	0	0	0	0	0
4ATO_G	-	-0.02	0.00	0.00	0	520	8	1	7	0	10
4ENB_A	crcB links to Rfam database...	0.35	0.32	0.40	6	1260	9	1	8	0	13
4ENC_A	crcB links to Rfam database...	0.34	0.32	0.38	6	1310	10	1	9	0	13
4FNJ_A	-	-0.02	0.00	0.00	0	587	8	0	8	0	16
4FRG_B	AdoCbl-variant links to Rfam database...	0.56	0.50	0.64	16	3461	10	1	8	1	16
4FRN_A	AdoCbl-variant links to Rfam database...	-0.01	0.00	0.00	0	5119	32	0	32	0	36
4HXH_A	-	1.00	1.00	1.00	6	319	2	0	0	2	0
4JF2_A	preQ1-II links to Rfam database...	0.67	0.58	0.78	18	2827	5	3	2	0	13
4JRC_A	-	0.58	0.52	0.67	12	1522	6	0	6	0	11

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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 MCFold - scored higher in this pairwise comparison

1. Total counts & total scores for MCFold

2. Individual counts for MCFold [ 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 ]