CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	CentroidHomfold‑LAST		MCFold
MCC	0.735	>	0.574
Average MCC ± 95% Confidence Intervals	0.747 ± 0.084	>	0.596 ± 0.098
Sensitivity	0.696	>	0.607
Positive Predictive Value	0.785	>	0.556
Total TP	672	>	586
Total TN	62720	>	62522
Total FP	280	<	628
Total FP CONTRA	53	<	110
Total FP INCONS	131	<	358
Total FP COMP	96	<	160
Total FN	294	<	380
P-value	3.56938820447e-08

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Performance plots

Comparison of performance of CentroidHomfold-LAST 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 CentroidHomfold‑LAST 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 CentroidHomfold‑LAST and MCFold).
Comparison of average Matthews Correlation Coefficients (MCCs) for CentroidHomfold-LAST 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 CentroidHomfold‑LAST and MCFold).

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Performance of CentroidHomfold‑LAST - scored higher in this pairwise comparison

1. Total counts & total scores for CentroidHomfold‑LAST

Total Base Pair Counts
Total TP	672
Total TN	62720
Total FP	280
Total FP CONTRA	53
Total FP INCONS	131
Total FP COMP	96
Total FN	294

Total Scores
MCC	0.735
Average MCC ± 95% Confidence Intervals	0.747 ± 0.084
Sensitivity	0.696
Positive Predictive Value	0.785
Nr of predictions	59

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2. Individual counts for CentroidHomfold‑LAST [ download as .csv ]

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2L94_A	HIV_FE links to Rfam database...	0.94	0.94	0.94	17	339	2	0	1	1	1
2LA5_A	-	0.77	0.71	0.83	5	269	1	0	1	0	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	517	11	0	11	0	18
2LDL_A	-	1.00	1.00	1.00	9	131	1	0	0	1	0
2LDT_A	-	0.84	0.73	1.00	8	154	0	0	0	0	3
2LHP_A	-	1.00	1.00	1.00	15	246	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	-	0.00	0.00	0.00	0	2436	4	0	4	0	29
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	-	0.95	0.91	1.00	10	197	1	0	0	1	1
2M58_A	-	-0.01	0.00	0.00	0	539	5	0	5	0	12
2RRC_A	-	0.83	0.71	1.00	5	70	0	0	0	0	2
2Y8W_B	-	1.00	1.00	1.00	6	82	1	0	0	1	0
2Y9C_V	-	0.23	0.06	1.00	1	905	0	0	0	0	17
2YIE_Z	-	1.00	1.00	1.00	8	594	0	0	0	0	0
2YIE_X	-	1.00	1.00	1.00	7	537	0	0	0	0	0
3AMU_B	tRNA links to Rfam database...	0.95	0.95	0.95	18	1138	4	0	1	3	1
3J0L_g	-	0.00	0.00	0.00	0	176	0	0	0	0	2
3J0L_8	-	1.00	1.00	1.00	7	69	0	0	0	0	0
3J0L_a	-	-0.01	0.00	0.00	0	408	3	1	2	0	11
3J0L_1	-	0.73	0.62	0.89	8	475	3	0	1	2	5
3J0L_h	-	0.88	0.84	0.93	27	2111	4	0	2	2	5
3J0L_7	-	0.83	0.70	1.00	7	512	1	0	0	1	3
3J0L_2	-	0.55	0.31	1.00	8	2242	0	0	0	0	18
3J16_L	tRNA links to Rfam database...	0.90	0.81	1.00	17	1142	0	0	0	0	4
3J20_0	tRNA links to Rfam database...	0.41	0.52	0.34	11	1187	22	7	14	1	10
3J2L_3	5S_rRNA links to Rfam database...	0.94	0.94	0.94	32	2986	8	0	2	6	2
3J3D_C	tRNA links to Rfam database...	0.73	0.79	0.68	15	946	7	3	4	0	4
3J3E_8	5_8S_rRNA links to Rfam database...	0.07	0.07	0.09	1	2731	16	4	6	6	14
3J3E_7	5S_rRNA links to Rfam database...	0.85	0.85	0.85	29	2707	9	0	5	4	5
3J3F_7	5S_rRNA links to Rfam database...	0.79	0.81	0.78	29	2897	10	1	7	2	7
3J3F_8	5_8S_rRNA links to Rfam database...	0.36	0.47	0.27	9	4728	36	11	13	12	10
3NMU_E	-	0.57	0.33	1.00	1	215	3	0	0	3	2
3R9X_C	-	1.00	1.00	1.00	8	221	2	0	0	2	0
3RKF_A	Purine links to Rfam database...	0.86	0.75	1.00	18	848	0	0	0	0	6
3SD1_A	THF links to Rfam database...	0.77	0.66	0.90	19	1512	2	1	1	0	10
3SIU_F	-	0.86	0.75	1.00	6	139	0	0	0	0	2
3SN2_B	IRE_II links to Rfam database...	0.91	0.83	1.00	10	144	0	0	0	0	2
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	-	0.78	0.73	0.84	16	1257	4	0	3	1	6
3VJR_D	-	1.00	1.00	1.00	12	239	0	0	0	0	0
3ZEX_D	5S_rRNA links to Rfam database...	0.86	0.83	0.91	29	2764	8	0	3	5	6
3ZEX_G	-	0.97	0.93	1.00	42	6465	10	0	0	10	3
3ZND_W	tRNA links to Rfam database...	0.75	0.75	0.75	6	1183	13	0	2	11	2
4A1C_2	5_8S_rRNA links to Rfam database...	0.24	0.25	0.24	5	4495	29	8	8	13	15
4A1C_3	5S_rRNA links to Rfam database...	0.80	0.78	0.83	29	2728	7	0	6	1	8
4A4U_A	-	1.00	1.00	1.00	9	96	0	0	0	0	0
4ENB_A	crcB links to Rfam database...	0.85	0.73	1.00	11	461	0	0	0	0	4
4ENC_A	crcB links to Rfam database...	0.85	0.73	1.00	11	485	0	0	0	0	4
4FRG_B	AdoCbl-variant links to Rfam database...	0.43	0.50	0.40	12	1172	18	6	12	0	12
4FRN_A	AdoCbl-variant links to Rfam database...	0.37	0.46	0.32	13	1807	28	11	17	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	-	0.87	0.76	1.00	13	609	0	0	0	0	4

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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	586
Total TN	62522
Total FP	628
Total FP CONTRA	110
Total FP INCONS	358
Total FP COMP	160
Total FN	380

Total Scores
MCC	0.574
Average MCC ± 95% Confidence Intervals	0.596 ± 0.098
Sensitivity	0.607
Positive Predictive Value	0.556
Nr of predictions	59

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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
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
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
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
3AMU_B	tRNA links to Rfam database...	0.50	0.58	0.44	11	1132	15	4	10	1	8
3J0L_g	-	-0.02	0.00	0.00	0	170	7	4	2	1	2
3J0L_8	-	1.00	1.00	1.00	7	69	0	0	0	0	0
3J0L_a	-	0.14	0.18	0.15	2	398	13	1	10	2	9
3J0L_1	-	0.88	0.85	0.92	11	472	5	0	1	4	2
3J0L_h	-	0.98	0.97	1.00	31	2109	2	0	0	2	1
3J0L_7	-	-0.02	0.00	0.00	0	504	15	6	9	0	10
3J0L_2	-	0.25	0.27	0.25	7	2222	29	4	17	8	19
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
3NMU_E	-	0.51	0.67	0.40	2	211	8	1	2	5	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_D	5S_rRNA links to Rfam database...	0.23	0.26	0.23	9	2756	33	6	25	2	26
3ZEX_G	-	0.00	0.00	0.00	0	6493	14	6	8	0	45
3ZND_W	tRNA links to Rfam database...	0.23	0.38	0.15	3	1171	26	9	8	9	5
4A1C_2	5_8S_rRNA links to Rfam database...	0.18	0.25	0.14	5	4480	45	12	19	14	15
4A1C_3	5S_rRNA links to Rfam database...	0.86	0.86	0.86	32	2726	9	0	5	4	5
4A4U_A	-	1.00	1.00	1.00	9	96	0	0	0	0	0
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
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

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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 CentroidHomfold‑LAST - scored higher in this pairwise comparison

1. Total counts & total scores for CentroidHomfold‑LAST

2. Individual counts for CentroidHomfold‑LAST [ 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 ]