CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	Pknots		Vsfold4
MCC	0.525	>	0.479
Average MCC ± 95% Confidence Intervals	0.536 ± 0.062	>	0.486 ± 0.062
Sensitivity	0.467	>	0.394
Positive Predictive Value	0.596	>	0.592
Total TP	1080	>	910
Total TN	305481	<	305754
Total FP	810	>	706
Total FP CONTRA	93	>	54
Total FP INCONS	638	>	574
Total FP COMP	79	>	78
Total FN	1232	<	1402
P-value	3.56938820447e-08

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Performance plots

Comparison of performance of Pknots and Vsfold4. 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 Pknots and Vsfold4).
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 Pknots and Vsfold4).
Comparison of average Matthews Correlation Coefficients (MCCs) for Pknots and Vsfold4. 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 Pknots and Vsfold4).

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Performance of Pknots - scored higher in this pairwise comparison

1. Total counts & total scores for Pknots

Total Base Pair Counts
Total TP	1080
Total TN	305481
Total FP	810
Total FP CONTRA	93
Total FP INCONS	638
Total FP COMP	79
Total FN	1232

Total Scores
MCC	0.525
Average MCC ± 95% Confidence Intervals	0.536 ± 0.062
Sensitivity	0.467
Positive Predictive Value	0.596
Nr of predictions	71

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2KDQ_B	mir-TAR links to Rfam database...	0.95	0.91	1.00	10	396	0	0	0	0	1
2KFC_A	-	0.11	0.10	0.17	2	618	10	0	10	0	18
2KRL_A	-	0.67	0.58	0.79	23	5122	9	2	4	3	17
2KX8_A	7SK links to Rfam database...	0.94	0.89	1.00	16	845	0	0	0	0	2
2LA5_A	-	0.46	0.26	0.83	5	624	1	0	1	0	14
2LC8_A	GP_knot1 links to Rfam database...	0.79	0.75	0.83	15	1522	3	1	2	0	5
2LKR_A	-	0.44	0.44	0.45	17	6067	22	4	17	1	22
2M58_A	-	0.51	0.41	0.64	7	1642	4	1	3	0	10
2RP0_A	-	0.66	0.58	0.78	7	342	2	1	1	0	5
2WRQ_Y	tRNA links to Rfam database...	0.57	0.59	0.56	10	2832	12	5	3	4	7
2WW9_D	-	0.35	0.31	0.42	8	1934	11	2	9	0	18
2WW9_E	-	0.39	0.29	0.57	4	554	3	0	3	0	10
2WW9_F	-	0.59	0.60	0.60	6	290	4	0	4	0	4
2WWQ_V	tRNA links to Rfam database...	0.24	0.21	0.29	6	2905	16	1	14	1	22
2XQD_Y	tRNA links to Rfam database...	0.88	0.78	1.00	21	2829	0	0	0	0	6
2ZZM_B	tRNA links to Rfam database...	0.20	0.19	0.23	6	3460	20	2	18	0	26
2ZZN_D	tRNA links to Rfam database...	0.86	0.78	0.95	21	2463	1	0	1	0	6
3A2K_C	tRNA links to Rfam database...	0.45	0.43	0.48	12	2901	13	2	11	0	16
3A3A_A	tRNA-Sec links to Rfam database...	0.87	0.76	1.00	28	3627	0	0	0	0	9
3ADB_C	-	0.92	0.84	1.00	32	4154	0	0	0	0	6
3AKZ_H	tRNA links to Rfam database...	0.84	0.75	0.95	21	2679	1	1	0	0	7
3AM1_B	-	0.91	0.83	1.00	29	3211	0	0	0	0	6
3AMU_B	tRNA links to Rfam database...	0.86	0.74	1.00	20	2983	2	0	0	2	7
3G4S_9	5S_rRNA links to Rfam database...	0.25	0.21	0.31	12	7342	27	0	27	0	45
3GCA_A	-	0.35	0.24	0.57	4	521	3	0	3	0	13
3GX2_A	SAM links to Rfam database...	0.47	0.40	0.55	16	4342	14	1	12	1	24
3IVN_B	Purine links to Rfam database...	0.78	0.65	0.95	20	2325	1	0	1	0	11
3IWN_A	c-di-GMP-I links to Rfam database...	0.21	0.18	0.25	6	4254	18	1	17	0	27
3IZF_C	5S_rRNA links to Rfam database...	0.70	0.61	0.80	33	6862	8	1	7	0	21
3J0L_7	-	0.28	0.29	0.29	5	1208	12	0	12	0	12
3J0L_a	-	0.35	0.31	0.42	5	1116	7	1	6	0	11
3J0L_2	-	0.36	0.36	0.36	12	6183	23	3	18	2	21
3J0L_g	-	-0.01	0.00	0.00	0	460	5	2	3	0	4
3J16_L	tRNA links to Rfam database...	0.34	0.30	0.41	9	2753	13	0	13	0	21
3J20_0	tRNA links to Rfam database...	0.84	0.70	1.00	21	2829	1	0	0	1	9
3J20_1	tRNA links to Rfam database...	0.96	0.91	1.00	21	2905	0	0	0	0	2
3J2L_3	5S_rRNA links to Rfam database...	0.62	0.51	0.75	27	7839	12	0	9	3	26
3J3D_C	tRNA links to Rfam database...	0.46	0.43	0.50	12	2751	12	1	11	0	16
3J3E_8	5_8S_rRNA links to Rfam database...	0.07	0.06	0.08	2	7479	33	2	20	11	31
3J3E_7	5S_rRNA links to Rfam database...	0.43	0.35	0.54	19	7105	16	1	15	0	35
3J3F_8	5_8S_rRNA links to Rfam database...	0.36	0.36	0.37	13	12211	34	2	20	12	23
3J3F_7	5S_rRNA links to Rfam database...	0.27	0.24	0.32	12	7222	27	1	25	1	38
3J3V_B	5S_rRNA links to Rfam database...	0.41	0.33	0.51	19	6984	18	1	17	0	38
3JYV_7	tRNA links to Rfam database...	0.81	0.66	1.00	21	2829	0	0	0	0	11
3JYX_4	5_8S_rRNA links to Rfam database...	0.18	0.21	0.16	7	12203	41	13	23	5	26
3JYX_3	5S_rRNA links to Rfam database...	0.34	0.37	0.31	10	6296	24	9	13	2	17
3KTW_C	-	0.49	0.44	0.56	19	4526	16	2	13	1	24
3LA5_A	Purine links to Rfam database...	0.80	0.65	1.00	22	2463	0	0	0	0	12
3NDB_M	-	0.77	0.69	0.88	42	9132	7	1	5	1	19
3NKB_B	-	0.55	0.50	0.62	13	1995	8	0	8	0	13
3NPB_A	SAM links to Rfam database...	0.76	0.67	0.86	31	6985	8	1	4	3	15
3O58_3	5_8S_rRNA links to Rfam database...	0.27	0.31	0.24	11	12357	38	11	24	3	24
3O58_2	5S_rRNA links to Rfam database...	0.83	0.74	0.93	28	7230	3	0	2	1	10
3PDR_A	ykoK links to Rfam database...	0.54	0.44	0.65	32	12831	19	0	17	2	40
3RKF_A	Purine links to Rfam database...	0.77	0.62	0.95	21	2189	1	0	1	0	13
3SD1_A	THF links to Rfam database...	0.65	0.52	0.81	22	3889	5	0	5	0	20
3U4M_B	-	0.26	0.22	0.32	8	3135	17	0	17	0	29
3UZL_B	tRNA links to Rfam database...	0.75	0.59	0.96	22	3547	1	0	1	0	15
3W3S_B	tRNA-Sec links to Rfam database...	0.71	0.63	0.81	25	4722	7	0	6	1	15
3ZEX_D	5S_rRNA links to Rfam database...	0.27	0.24	0.30	12	6981	28	0	28	0	37
3ZEX_G	-	0.36	0.32	0.41	24	16413	37	3	31	3	50
3ZND_W	tRNA links to Rfam database...	0.20	0.22	0.19	5	2977	23	1	20	2	18
4A1C_2	5_8S_rRNA links to Rfam database...	0.24	0.24	0.25	8	11749	36	3	21	12	25
4A1C_3	5S_rRNA links to Rfam database...	0.25	0.22	0.29	12	7099	29	1	28	0	42
4AOB_A	SAM links to Rfam database...	0.17	0.14	0.21	6	4343	23	1	21	1	36
4ATO_G	-	0.30	0.30	0.33	3	519	6	2	4	0	7
4ENB_A	crcB links to Rfam database...	0.83	0.79	0.88	15	1258	2	1	1	0	4
4ENC_A	crcB links to Rfam database...	0.86	0.79	0.94	15	1310	1	1	0	0	4
4FRG_B	AdoCbl-variant links to Rfam database...	0.48	0.38	0.63	12	3467	7	0	7	0	20
4JF2_A	preQ1-II links to Rfam database...	0.81	0.77	0.86	24	2822	4	3	1	0	7
4JRC_A	-	0.81	0.70	0.94	16	1523	1	1	0	0	7

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Performance of Vsfold4 - scored lower in this pairwise comparison

1. Total counts & total scores for Vsfold4

Total Base Pair Counts
Total TP	910
Total TN	305754
Total FP	706
Total FP CONTRA	54
Total FP INCONS	574
Total FP COMP	78
Total FN	1402

Total Scores
MCC	0.479
Average MCC ± 95% Confidence Intervals	0.486 ± 0.062
Sensitivity	0.394
Positive Predictive Value	0.592
Nr of predictions	71

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2. Individual counts for Vsfold4 [ download as .csv ]

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2KDQ_B	mir-TAR links to Rfam database...	0.95	0.91	1.00	10	396	0	0	0	0	1
2KFC_A	-	0.49	0.25	1.00	5	625	0	0	0	0	15
2KRL_A	-	0.65	0.53	0.81	21	5125	7	0	5	2	19
2KX8_A	7SK links to Rfam database...	0.94	0.89	1.00	16	845	0	0	0	0	2
2LA5_A	-	0.46	0.26	0.83	5	624	1	0	1	0	14
2LC8_A	GP_knot1 links to Rfam database...	-0.01	0.00	0.00	0	1527	13	0	13	0	20
2LKR_A	-	0.31	0.28	0.34	11	6073	21	3	18	0	28
2M58_A	-	-0.01	0.00	0.00	0	1647	6	0	6	0	17
2RP0_A	-	0.64	0.42	1.00	5	346	0	0	0	0	7
2WRQ_Y	tRNA links to Rfam database...	0.53	0.53	0.53	9	2833	12	5	3	4	8
2WW9_D	-	0.19	0.12	0.33	3	1944	6	0	6	0	23
2WW9_E	-	-0.01	0.00	0.00	0	556	5	0	5	0	14
2WW9_F	-	0.59	0.60	0.60	6	290	4	0	4	0	4
2WWQ_V	tRNA links to Rfam database...	0.64	0.50	0.82	14	2909	4	0	3	1	14
2XQD_Y	tRNA links to Rfam database...	0.86	0.74	1.00	20	2830	0	0	0	0	7
2ZZM_B	tRNA links to Rfam database...	0.21	0.19	0.24	6	3461	19	0	19	0	26
2ZZN_D	tRNA links to Rfam database...	0.86	0.78	0.95	21	2463	1	0	1	0	6
3A2K_C	tRNA links to Rfam database...	0.84	0.71	1.00	20	2906	0	0	0	0	8
3A3A_A	tRNA-Sec links to Rfam database...	0.85	0.73	1.00	27	3628	0	0	0	0	10
3ADB_C	-	0.89	0.79	1.00	30	4156	0	0	0	0	8
3AKZ_H	tRNA links to Rfam database...	0.67	0.57	0.80	16	2681	5	1	3	1	12
3AM1_B	-	0.84	0.71	1.00	25	3215	0	0	0	0	10
3AMU_B	tRNA links to Rfam database...	0.64	0.56	0.75	15	2983	7	0	5	2	12
3G4S_9	5S_rRNA links to Rfam database...	0.30	0.23	0.39	13	7348	20	1	19	0	44
3GCA_A	-	0.54	0.29	1.00	5	523	0	0	0	0	12
3GX2_A	SAM links to Rfam database...	0.50	0.40	0.64	16	4346	10	0	9	1	24
3IVN_B	Purine links to Rfam database...	0.78	0.61	1.00	19	2327	0	0	0	0	12
3IWN_A	c-di-GMP-I links to Rfam database...	0.27	0.21	0.35	7	4258	13	1	12	0	26
3IZF_C	5S_rRNA links to Rfam database...	0.69	0.56	0.86	30	6868	5	0	5	0	24
3J0L_7	-	0.51	0.41	0.64	7	1214	4	0	4	0	10
3J0L_a	-	0.39	0.31	0.50	5	1118	5	2	3	0	11
3J0L_2	-	0.38	0.36	0.41	12	6187	18	3	14	1	21
3J0L_g	-	-0.01	0.00	0.00	0	461	4	1	3	0	4
3J16_L	tRNA links to Rfam database...	0.82	0.67	1.00	20	2755	0	0	0	0	10
3J20_0	tRNA links to Rfam database...	0.84	0.70	1.00	21	2829	1	0	0	1	9
3J20_1	tRNA links to Rfam database...	0.71	0.70	0.73	16	2904	6	0	6	0	7
3J2L_3	5S_rRNA links to Rfam database...	0.57	0.45	0.73	24	7842	12	1	8	3	29
3J3D_C	tRNA links to Rfam database...	0.44	0.39	0.50	11	2753	11	1	10	0	17
3J3E_8	5_8S_rRNA links to Rfam database...	0.07	0.06	0.09	2	7481	32	2	18	12	31
3J3E_7	5S_rRNA links to Rfam database...	0.48	0.35	0.66	19	7111	10	0	10	0	35
3J3F_8	5_8S_rRNA links to Rfam database...	0.33	0.31	0.37	11	12216	27	4	15	8	25
3J3F_7	5S_rRNA links to Rfam database...	0.21	0.18	0.26	9	7226	25	0	25	0	41
3J3V_B	5S_rRNA links to Rfam database...	0.17	0.12	0.24	7	6992	22	1	21	0	50
3JYV_7	tRNA links to Rfam database...	-0.01	0.00	0.00	0	2831	19	0	19	0	32
3JYX_4	5_8S_rRNA links to Rfam database...	0.10	0.09	0.12	3	12220	33	2	21	10	30
3JYX_3	5S_rRNA links to Rfam database...	0.60	0.56	0.65	15	6305	11	4	4	3	12
3KTW_C	-	0.36	0.28	0.48	12	4535	13	3	10	0	31
3LA5_A	Purine links to Rfam database...	0.78	0.62	1.00	21	2464	0	0	0	0	13
3NDB_M	-	0.28	0.23	0.35	14	9140	26	0	26	0	47
3NKB_B	-	0.59	0.54	0.67	14	1995	7	0	7	0	12
3NPB_A	SAM links to Rfam database...	0.61	0.50	0.74	23	6990	9	0	8	1	23
3O58_3	5_8S_rRNA links to Rfam database...	0.09	0.09	0.10	3	12373	35	5	22	8	32
3O58_2	5S_rRNA links to Rfam database...	0.47	0.42	0.53	16	7230	16	3	11	2	22
3PDR_A	ykoK links to Rfam database...	0.57	0.44	0.74	32	12837	13	0	11	2	40
3RKF_A	Purine links to Rfam database...	0.76	0.59	1.00	20	2191	0	0	0	0	14
3SD1_A	THF links to Rfam database...	0.19	0.17	0.24	7	3887	22	1	21	0	35
3U4M_B	-	0.38	0.32	0.46	12	3134	14	0	14	0	25
3UZL_B	tRNA links to Rfam database...	0.53	0.41	0.71	15	3549	6	1	5	0	22
3W3S_B	tRNA-Sec links to Rfam database...	0.67	0.58	0.79	23	4724	7	0	6	1	17
3ZEX_D	5S_rRNA links to Rfam database...	0.55	0.45	0.69	22	6989	10	0	10	0	27
3ZEX_G	-	0.30	0.23	0.39	17	16427	27	2	25	0	57
3ZND_W	tRNA links to Rfam database...	0.41	0.39	0.43	9	2982	14	2	10	2	14
4A1C_2	5_8S_rRNA links to Rfam database...	0.28	0.24	0.33	8	11757	28	0	16	12	25
4A1C_3	5S_rRNA links to Rfam database...	0.26	0.22	0.32	12	7103	25	2	23	0	42
4AOB_A	SAM links to Rfam database...	0.42	0.33	0.54	14	4345	13	1	11	1	28
4ATO_G	-	0.32	0.30	0.38	3	520	5	1	4	0	7
4ENB_A	crcB links to Rfam database...	0.76	0.58	1.00	11	1264	0	0	0	0	8
4ENC_A	crcB links to Rfam database...	0.69	0.47	1.00	9	1317	0	0	0	0	10
4FRG_B	AdoCbl-variant links to Rfam database...	0.56	0.47	0.68	15	3464	7	1	6	0	17
4JF2_A	preQ1-II links to Rfam database...	0.66	0.52	0.84	16	2831	3	0	3	0	15
4JRC_A	-	0.29	0.22	0.42	5	1528	7	0	7	0	18

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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 Pknots - scored higher in this pairwise comparison

1. Total counts & total scores for Pknots

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

Performance of Vsfold4 - scored lower in this pairwise comparison

1. Total counts & total scores for Vsfold4

2. Individual counts for Vsfold4 [ download as .csv ]