CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	Fold		MCFold
MCC	0.746	>	0.621
Average MCC ± 95% Confidence Intervals	0.744 ± 0.069	>	0.651 ± 0.074
Sensitivity	0.770	>	0.656
Positive Predictive Value	0.731	>	0.599
Total TP	1315	>	1121
Total TN	109109	>	109036
Total FP	701	<	1002
Total FP CONTRA	142	<	174
Total FP INCONS	341	<	576
Total FP COMP	218	<	252
Total FN	393	<	587
P-value	3.56938820447e-08

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Performance plots

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

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Performance of Fold - scored higher in this pairwise comparison

1. Total counts & total scores for Fold

Total Base Pair Counts
Total TP	1315
Total TN	109109
Total FP	701
Total FP CONTRA	142
Total FP INCONS	341
Total FP COMP	218
Total FN	393

Total Scores
MCC	0.746
Average MCC ± 95% Confidence Intervals	0.744 ± 0.069
Sensitivity	0.770
Positive Predictive Value	0.731
Nr of predictions	97

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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	201	0	0	0	0	1
2KU0_A	-	0.96	0.92	1.00	11	281	0	0	0	0	1
2KUR_A	K10_TLS links to Rfam database...	1.00	1.00	1.00	19	448	0	0	0	0	0
2KUU_A	K10_TLS links to Rfam database...	1.00	1.00	1.00	18	429	1	0	0	1	0
2KUV_A	K10_TLS links to Rfam database...	1.00	1.00	1.00	19	420	0	0	0	0	0
2KUW_A	K10_TLS links to Rfam database...	1.00	1.00	1.00	18	452	1	0	0	1	0
2KX8_A	7SK links to Rfam database...	1.00	1.00	1.00	16	355	0	0	0	0	0
2KXM_A	-	0.93	0.88	1.00	7	142	0	0	0	0	1
2KZL_A	-	1.00	1.00	1.00	13	507	1	0	0	1	0
2L1F_B	Gammaretro_CES links to Rfam database...	0.91	0.92	0.92	22	767	2	0	2	0	2
2L1F_A	Gammaretro_CES links to Rfam database...	0.91	0.91	0.91	21	740	2	0	2	0	2
2L2K_A	-	1.00	1.00	1.00	17	332	0	0	0	0	0
2L3C_B	-	1.00	1.00	1.00	14	225	0	0	0	0	0
2L3E_A	-	1.00	1.00	1.00	12	228	1	0	0	1	0
2L3J_B	mir-2985-2 links to Rfam database...	1.00	1.00	1.00	30	955	0	0	0	0	0
2L5Z_A	-	1.00	1.00	1.00	9	102	0	0	0	0	0
2L94_A	HIV_FE links to Rfam database...	1.00	1.00	1.00	18	339	1	0	0	1	0
2LA5_A	-	0.77	0.71	0.83	5	269	3	0	1	2	2
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	-	0.90	0.90	0.90	26	2411	10	0	3	7	3
2LQZ_A	-	1.00	1.00	1.00	8	124	2	0	0	2	0
2LU0_A	-	0.93	0.88	1.00	14	424	0	0	0	0	2
2LWK_A	-	1.00	1.00	1.00	11	196	1	0	0	1	0
2M58_A	-	-0.02	0.00	0.00	0	529	15	0	15	0	12
2RRC_A	-	0.83	0.71	1.00	5	70	0	0	0	0	2
2WWQ_V	tRNA links to Rfam database...	0.97	0.95	1.00	18	1186	3	0	0	3	1
2XKV_B	Bacteria_small_SRP links to Rfam database...	0.64	0.73	0.57	8	1821	26	0	6	20	3
2XQD_Y	tRNA links to Rfam database...	0.98	0.95	1.00	20	1109	1	0	0	1	1
2XXA_G	Bacteria_small_SRP links to Rfam database...	1.00	1.00	1.00	35	2010	1	0	0	1	0
2Y8W_B	-	1.00	1.00	1.00	6	82	1	0	0	1	0
2Y9C_V	-	0.79	0.83	0.75	15	886	8	0	5	3	3
2YIE_Z	-	-0.02	0.00	0.00	0	587	15	6	9	0	8
2YIE_X	-	0.39	0.43	0.38	3	536	8	1	4	3	4
3AKZ_H	tRNA links to Rfam database...	1.00	1.00	1.00	20	1107	2	0	0	2	0
3AM1_B	-	0.86	0.86	0.86	25	1437	4	0	4	0	4
3AMU_B	tRNA links to Rfam database...	0.73	0.79	0.68	15	1135	10	0	7	3	4
3IZF_C	5S_rRNA links to Rfam database...	0.87	0.89	0.86	31	2604	8	0	5	3	4
3J0L_a	-	0.15	0.18	0.17	2	399	11	4	6	1	9
3J0L_2	-	0.30	0.31	0.31	8	2224	25	2	16	7	18
3J0L_g	-	-0.01	0.00	0.00	0	174	4	0	2	2	2
3J0L_7	-	-0.02	0.00	0.00	0	507	12	2	10	0	10
3J0L_h	-	0.93	0.88	1.00	28	2112	2	0	0	2	4
3J0L_1	-	0.83	0.77	0.91	10	473	4	0	1	3	3
3J0L_8	-	1.00	1.00	1.00	7	69	0	0	0	0	0
3J16_L	tRNA links to Rfam database...	0.76	0.76	0.76	16	1138	5	0	5	0	5
3J20_0	tRNA links to Rfam database...	0.54	0.57	0.52	12	1196	12	3	8	1	9
3J2L_3	5S_rRNA links to Rfam database...	0.80	0.82	0.78	28	2984	12	1	7	4	6
3J3D_C	tRNA links to Rfam database...	0.47	0.53	0.43	10	945	13	5	8	0	9
3J3E_8	5_8S_rRNA links to Rfam database...	-0.01	0.00	0.00	0	2719	34	5	18	11	15
3J3E_7	5S_rRNA links to Rfam database...	0.59	0.59	0.61	20	2708	15	2	11	2	14
3J3F_7	5S_rRNA links to Rfam database...	0.94	0.94	0.94	34	2898	4	1	1	2	2
3J3F_8	5_8S_rRNA links to Rfam database...	0.32	0.42	0.25	8	4729	41	12	12	17	11
3NDB_M	-	1.00	1.00	1.00	44	3670	4	0	0	4	0
3NKB_B	-	0.41	0.42	0.42	8	716	11	4	7	0	11
3NMU_E	-	-0.02	0.00	0.00	0	207	11	6	3	2	3
3O58_2	5S_rRNA links to Rfam database...	0.86	0.87	0.84	27	2722	12	0	5	7	4
3O58_3	5_8S_rRNA links to Rfam database...	0.39	0.50	0.31	11	4728	41	9	16	16	11
3OVB_D	-	1.00	1.00	1.00	11	215	1	0	0	1	0
3OVS_D	-	1.00	1.00	1.00	12	204	0	0	0	0	0
3P22_G	-	1.00	1.00	1.00	11	301	0	0	0	0	0
3PDR_A	ykoK links to Rfam database...	0.93	0.92	0.94	46	4791	5	1	2	2	4
3R4F_A	-	1.00	1.00	1.00	22	884	1	0	0	1	0
3R9X_C	-	1.00	1.00	1.00	8	221	2	0	0	2	0
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...	0.68	0.69	0.69	20	1504	9	4	5	0	9
3SIU_F	-	1.00	1.00	1.00	8	137	0	0	0	0	0
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	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	-	0.58	0.59	0.59	13	1254	9	2	7	0	9
3VJR_D	-	1.00	1.00	1.00	12	239	0	0	0	0	0
3ZEX_G	-	0.98	0.96	1.00	43	6464	17	0	0	17	2
3ZEX_D	5S_rRNA links to Rfam database...	0.90	0.86	0.94	30	2764	8	0	2	6	5
3ZEX_H	-	0.26	0.37	0.19	7	3588	30	19	11	0	12
3ZEX_C	5_8S_rRNA links to Rfam database...	0.28	0.34	0.23	10	5330	46	9	25	12	19
3ZEX_F	-	-0.01	0.00	0.00	0	908	11	2	4	5	4
3ZND_W	tRNA links to Rfam database...	0.24	0.38	0.16	3	1172	25	9	7	9	5
4A1C_3	5S_rRNA links to Rfam database...	0.86	0.84	0.89	31	2728	7	0	4	3	6
4A1C_2	5_8S_rRNA links to Rfam database...	0.19	0.25	0.15	5	4482	43	11	18	14	15
4A4U_A	-	1.00	1.00	1.00	9	96	0	0	0	0	0
4ATO_G	-	0.38	0.43	0.38	3	212	5	5	0	0	4
4ENB_A	crcB links to Rfam database...	0.37	0.33	0.45	5	461	7	0	6	1	10
4ENC_A	crcB links to Rfam database...	0.36	0.33	0.42	5	484	8	0	7	1	10
4FNJ_A	-	0.91	0.83	1.00	10	240	0	0	0	0	2
4FRG_B	AdoCbl-variant links to Rfam database...	0.22	0.25	0.23	6	1176	20	7	13	0	18
4FRN_A	AdoCbl-variant links to Rfam database...	0.46	0.46	0.46	13	1820	15	7	8	0	15
4HXH_A	-	1.00	1.00	1.00	6	89	0	0	0	0	0
4JF2_A	preQ1-II links to Rfam database...	0.89	0.79	1.00	19	1063	0	0	0	0	5
4JRC_A	-	0.34	0.35	0.35	6	605	11	0	11	0	11

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Performance of MCFold - scored lower in this pairwise comparison

1. Total counts & total scores for MCFold

Total Base Pair Counts
Total TP	1121
Total TN	109036
Total FP	1002
Total FP CONTRA	174
Total FP INCONS	576
Total FP COMP	252
Total FN	587

Total Scores
MCC	0.621
Average MCC ± 95% Confidence Intervals	0.651 ± 0.074
Sensitivity	0.656
Positive Predictive Value	0.599
Nr of predictions	97

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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
2KPV_A	-	1.00	1.00	1.00	13	200	0	0	0	0	0
2KU0_A	-	1.00	1.00	1.00	12	280	1	0	0	1	0
2KUR_A	K10_TLS links to Rfam database...	1.00	1.00	1.00	19	448	0	0	0	0	0
2KUU_A	K10_TLS links to Rfam database...	1.00	1.00	1.00	18	429	1	0	0	1	0
2KUV_A	K10_TLS links to Rfam database...	1.00	1.00	1.00	19	420	0	0	0	0	0
2KUW_A	K10_TLS links to Rfam database...	1.00	1.00	1.00	18	452	1	0	0	1	0
2KX8_A	7SK links to Rfam database...	1.00	1.00	1.00	16	355	0	0	0	0	0
2KXM_A	-	1.00	1.00	1.00	8	141	1	0	0	1	0
2KZL_A	-	1.00	1.00	1.00	13	507	5	0	0	5	0
2L1F_B	Gammaretro_CES links to Rfam database...	0.80	0.79	0.83	19	768	4	0	4	0	5
2L1F_A	Gammaretro_CES links to Rfam database...	0.79	0.78	0.82	18	741	4	0	4	0	5
2L2K_A	-	1.00	1.00	1.00	17	332	1	0	0	1	0
2L3C_B	-	1.00	1.00	1.00	14	225	1	0	0	1	0
2L3E_A	-	1.00	1.00	1.00	12	228	2	0	0	2	0
2L3J_B	mir-2985-2 links to Rfam database...	1.00	1.00	1.00	30	955	0	0	0	0	0
2L5Z_A	-	1.00	1.00	1.00	9	102	0	0	0	0	0
2L94_A	HIV_FE links to Rfam database...	1.00	1.00	1.00	18	339	1	0	0	1	0
2LA5_A	-	-0.03	0.00	0.00	0	265	10	0	10	0	7
2LBS_A	-	1.00	1.00	1.00	14	193	1	0	0	1	0
2LC8_A	GP_knot1 links to Rfam database...	0.44	0.44	0.47	8	511	10	0	9	1	10
2LDL_A	-	1.00	1.00	1.00	9	131	1	0	0	1	0
2LDT_A	-	0.95	0.91	1.00	10	152	0	0	0	0	1
2LHP_A	-	1.00	1.00	1.00	15	246	1	0	0	1	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	-	1.00	1.00	1.00	29	2411	11	0	0	11	0
2LQZ_A	-	1.00	1.00	1.00	8	124	3	0	0	3	0
2LU0_A	-	1.00	1.00	1.00	16	422	2	0	0	2	0
2LWK_A	-	1.00	1.00	1.00	11	196	2	0	0	2	0
2M58_A	-	0.22	0.25	0.23	3	531	13	1	9	3	9
2RRC_A	-	1.00	1.00	1.00	7	68	1	0	0	1	0
2WWQ_V	tRNA links to Rfam database...	0.19	0.21	0.19	4	1183	20	3	14	3	15
2XKV_B	Bacteria_small_SRP links to Rfam database...	0.20	0.27	0.16	3	1816	30	4	12	14	8
2XQD_Y	tRNA links to Rfam database...	0.39	0.43	0.38	9	1105	18	2	13	3	12
2XXA_G	Bacteria_small_SRP links to Rfam database...	0.23	0.26	0.24	9	2007	30	1	28	1	26
2Y8W_B	-	1.00	1.00	1.00	6	82	2	0	0	2	0
2Y9C_V	-	0.65	0.72	0.59	13	884	12	1	8	3	5
2YIE_Z	-	0.53	0.63	0.45	5	591	8	2	4	2	3
2YIE_X	-	-0.01	0.00	0.00	0	535	15	1	8	6	7
3AKZ_H	tRNA links to Rfam database...	0.46	0.50	0.43	10	1104	16	5	8	3	10
3AM1_B	-	1.00	1.00	1.00	29	1437	1	0	0	1	0
3AMU_B	tRNA links to Rfam database...	0.50	0.58	0.44	11	1132	15	4	10	1	8
3IZF_C	5S_rRNA links to Rfam database...	0.92	0.94	0.89	33	2603	10	0	4	6	2
3J0L_a	-	0.14	0.18	0.15	2	398	13	1	10	2	9
3J0L_2	-	0.25	0.27	0.25	7	2222	29	4	17	8	19
3J0L_g	-	-0.02	0.00	0.00	0	170	7	4	2	1	2
3J0L_7	-	-0.02	0.00	0.00	0	504	15	6	9	0	10
3J0L_h	-	0.98	0.97	1.00	31	2109	2	0	0	2	1
3J0L_1	-	0.88	0.85	0.92	11	472	5	0	1	4	2
3J0L_8	-	1.00	1.00	1.00	7	69	0	0	0	0	0
3J16_L	tRNA links to Rfam database...	0.54	0.57	0.52	12	1136	12	4	7	1	9
3J20_0	tRNA links to Rfam database...	0.66	0.71	0.63	15	1195	11	3	6	2	6
3J2L_3	5S_rRNA links to Rfam database...	0.77	0.79	0.75	27	2984	15	1	8	6	7
3J3D_C	tRNA links to Rfam database...	0.54	0.63	0.48	12	943	13	4	9	0	7
3J3E_8	5_8S_rRNA links to Rfam database...	0.15	0.20	0.12	3	2716	36	11	12	13	12
3J3E_7	5S_rRNA links to Rfam database...	0.55	0.56	0.54	19	2706	23	1	15	7	15
3J3F_7	5S_rRNA links to Rfam database...	0.88	0.89	0.86	32	2897	9	1	4	4	4
3J3F_8	5_8S_rRNA links to Rfam database...	0.14	0.21	0.10	4	4720	51	17	20	14	15
3NDB_M	-	0.29	0.30	0.30	13	3671	35	1	29	5	31
3NKB_B	-	0.68	0.74	0.64	14	713	8	2	6	0	5
3NMU_E	-	0.51	0.67	0.40	2	211	8	1	2	5	1
3O58_2	5S_rRNA links to Rfam database...	0.25	0.29	0.23	9	2715	31	6	24	1	22
3O58_3	5_8S_rRNA links to Rfam database...	0.28	0.36	0.22	8	4727	39	14	15	10	14
3OVB_D	-	1.00	1.00	1.00	11	215	1	0	0	1	0
3OVS_D	-	1.00	1.00	1.00	12	204	0	0	0	0	0
3P22_G	-	1.00	1.00	1.00	11	301	1	0	0	1	0
3PDR_A	ykoK links to Rfam database...	0.78	0.80	0.77	40	4788	14	5	7	2	10
3R4F_A	-	0.95	0.95	0.95	21	884	4	0	1	3	1
3R9X_C	-	0.87	0.88	0.88	7	221	5	0	1	4	1
3RKF_A	Purine links to Rfam database...	0.89	0.88	0.91	21	843	3	0	2	1	3
3SD1_A	THF links to Rfam database...	0.43	0.45	0.43	13	1503	17	1	16	0	16
3SIU_F	-	0.53	0.63	0.50	5	135	5	2	3	0	3
3SN2_B	IRE_II links to Rfam database...	0.58	0.58	0.64	7	143	4	0	4	0	5
3TRZ_Z	-	-0.05	0.00	0.00	0	88	4	0	4	0	5
3TS0_U	-	1.00	1.00	1.00	6	112	1	0	0	1	0
3TS2_V	-	-0.05	0.00	0.00	0	102	7	0	6	1	5
3U4M_B	-	0.74	0.77	0.71	17	1252	10	1	6	3	5
3VJR_D	-	1.00	1.00	1.00	12	239	1	0	0	1	0
3ZEX_G	-	0.00	0.00	0.00	0	6493	14	6	8	0	45
3ZEX_D	5S_rRNA links to Rfam database...	0.23	0.26	0.23	9	2756	33	6	25	2	26
3ZEX_H	-	0.22	0.32	0.16	6	3588	36	15	16	5	13
3ZEX_C	5_8S_rRNA links to Rfam database...	0.30	0.34	0.27	10	5337	28	6	21	1	19
3ZEX_F	-	0.00	0.00	0.00	0	909	22	0	5	17	4
3ZND_W	tRNA links to Rfam database...	0.23	0.38	0.15	3	1171	26	9	8	9	5
4A1C_3	5S_rRNA links to Rfam database...	0.86	0.86	0.86	32	2726	9	0	5	4	5
4A1C_2	5_8S_rRNA links to Rfam database...	0.18	0.25	0.14	5	4480	45	12	19	14	15
4A4U_A	-	1.00	1.00	1.00	9	96	0	0	0	0	0
4ATO_G	-	0.36	0.43	0.33	3	211	8	0	6	2	4
4ENB_A	crcB links to Rfam database...	0.78	0.73	0.85	11	459	4	0	2	2	4
4ENC_A	crcB links to Rfam database...	0.34	0.33	0.38	5	483	11	0	8	3	10
4FNJ_A	-	0.91	0.92	0.92	11	238	1	0	1	0	1
4FRG_B	AdoCbl-variant links to Rfam database...	0.35	0.38	0.35	9	1176	17	3	14	0	15
4FRN_A	AdoCbl-variant links to Rfam database...	0.09	0.11	0.10	3	1818	28	2	25	1	25
4HXH_A	-	1.00	1.00	1.00	6	89	0	0	0	0	0
4JF2_A	preQ1-II links to Rfam database...	0.74	0.75	0.75	18	1058	7	1	5	1	6
4JRC_A	-	0.24	0.29	0.23	5	600	17	0	17	0	12

^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 Fold - scored higher in this pairwise comparison

1. Total counts & total scores for Fold

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

Performance of MCFold - scored lower in this pairwise comparison

1. Total counts & total scores for MCFold

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