CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	MaxExpect		Sfold
MCC	0.503	>	0.490
Average MCC ± 95% Confidence Intervals	0.512 ± 0.061	<	0.525 ± 0.054
Sensitivity	0.432	>	0.407
Positive Predictive Value	0.586	<	0.590
Total TP	2289	>	2155
Total TN	6833873	<	6834128
Total FP	1775	>	1637
Total FP CONTRA	157	>	146
Total FP INCONS	1459	>	1349
Total FP COMP	159	>	142
Total FN	3007	<	3141
P-value	4.48494289621e-08

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Performance plots

Comparison of performance of MaxExpect and Sfold. 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 MaxExpect and Sfold).
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 MaxExpect and Sfold).
Comparison of average Matthews Correlation Coefficients (MCCs) for MaxExpect and Sfold. 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 MaxExpect and Sfold).

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Performance of MaxExpect - scored higher in this pairwise comparison

1. Total counts & total scores for MaxExpect

Total Base Pair Counts
Total TP	2289
Total TN	6833873
Total FP	1775
Total FP CONTRA	157
Total FP INCONS	1459
Total FP COMP	159
Total FN	3007

Total Scores
MCC	0.503
Average MCC ± 95% Confidence Intervals	0.512 ± 0.061
Sensitivity	0.432
Positive Predictive Value	0.586
Nr of predictions	77

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2KRL_A	-	0.76	0.60	0.96	24	5126	5	0	1	4	16
2KX8_A	7SK links to Rfam database...	0.94	0.89	1.00	16	845	0	0	0	0	2
2LA5_A	-	0.39	0.26	0.63	5	622	3	1	2	0	14
2LC8_A	GP_knot1 links to Rfam database...	-0.01	0.00	0.00	0	1525	15	2	13	0	20
2LKR_A	-	0.81	0.74	0.88	29	6072	6	0	4	2	10
2M58_A	-	-0.01	0.00	0.00	0	1640	13	0	13	0	17
2WRQ_Y	tRNA links to Rfam database...	0.53	0.53	0.53	9	2833	13	5	3	5	8
2WW9_D	-	0.14	0.12	0.19	3	1937	13	0	13	0	23
2WW9_F	-	0.69	0.70	0.70	7	290	3	0	3	0	3
2WW9_E	-	-0.01	0.00	0.00	0	556	5	0	5	0	14
2WWQ_V	tRNA links to Rfam database...	0.76	0.64	0.90	18	2906	3	0	2	1	10
2XQD_Y	tRNA links to Rfam database...	0.88	0.78	1.00	21	2829	0	0	0	0	6
3A2K_C	tRNA links to Rfam database...	0.42	0.39	0.46	11	2902	13	2	11	0	17
3ADB_C	-	0.80	0.74	0.88	28	4154	4	0	4	0	10
3AKZ_H	tRNA links to Rfam database...	0.84	0.75	0.95	21	2679	1	1	0	0	7
3AM1_B	-	0.78	0.71	0.86	25	3211	4	0	4	0	10
3AMU_B	tRNA links to Rfam database...	0.64	0.59	0.70	16	2980	9	0	7	2	11
3GX2_A	SAM links to Rfam database...	0.77	0.63	0.96	25	4345	2	0	1	1	15
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...	0.74	0.67	0.81	22	4251	6	0	5	1	11
3IYQ_A	tmRNA links to Rfam database...	0.29	0.31	0.27	29	60617	84	19	61	4	65
3IZ4_A	tmRNA links to Rfam database...	0.54	0.46	0.64	61	70781	39	3	31	5	71
3IZF_C	5S_rRNA links to Rfam database...	0.71	0.61	0.83	33	6863	7	1	6	0	21
3J0L_a	-	0.39	0.31	0.50	5	1118	5	2	3	0	11
3J0L_7	-	-0.01	0.00	0.00	0	1213	12	0	12	0	17
3J0L_g	-	-0.01	0.00	0.00	0	461	4	1	3	0	4
3J0L_2	-	0.25	0.24	0.26	8	6185	25	2	21	2	25
3J16_L	tRNA links to Rfam database...	0.29	0.23	0.37	7	2756	12	0	12	0	23
3J20_1	tRNA links to Rfam database...	0.73	0.70	0.76	16	2905	5	0	5	0	7
3J20_2	SSU_rRNA_archaea links to Rfam database...	0.49	0.44	0.56	276	1116272	221	10	207	4	357
3J20_0	tRNA links to Rfam database...	0.44	0.40	0.50	12	2826	13	0	12	1	18
3J2C_O	-	0.63	0.51	0.78	32	10255	10	0	9	1	31
3J2C_M	-	0.38	0.31	0.47	64	106354	76	10	63	3	143
3J2L_3	5S_rRNA links to Rfam database...	0.62	0.53	0.74	28	7837	12	0	10	2	25
3J3D_C	tRNA links to Rfam database...	0.47	0.43	0.52	12	2752	11	1	10	0	16
3J3E_7	5S_rRNA links to Rfam database...	0.46	0.37	0.59	20	7106	14	1	13	0	34
3J3E_8	5_8S_rRNA links to Rfam database...	0.07	0.06	0.08	2	7478	32	2	21	9	31
3J3F_8	5_8S_rRNA links to Rfam database...	0.32	0.31	0.33	11	12213	36	3	19	14	25
3J3F_7	5S_rRNA links to Rfam database...	0.79	0.68	0.92	34	7223	4	0	3	1	16
3J3V_B	5S_rRNA links to Rfam database...	0.50	0.40	0.62	23	6984	14	1	13	0	34
3JYV_7	tRNA links to Rfam database...	0.41	0.31	0.56	10	2832	8	0	8	0	22
3JYX_3	5S_rRNA links to Rfam database...	0.64	0.63	0.65	17	6302	19	1	8	10	10
3JYX_4	5_8S_rRNA links to Rfam database...	0.31	0.30	0.31	10	12214	34	4	18	12	23
3KIY_A	-	0.54	0.45	0.65	553	4053271	314	23	281	10	688
3KTW_C	-	0.54	0.47	0.65	20	4529	12	2	9	1	23
3LA5_A	Purine links to Rfam database...	0.78	0.62	1.00	21	2464	0	0	0	0	13
3NDB_M	-	0.78	0.69	0.89	42	9133	6	0	5	1	19
3NKB_B	-	0.59	0.54	0.67	14	1995	7	0	7	0	12
3NPB_A	SAM links to Rfam database...	0.71	0.61	0.82	28	6987	9	0	6	3	18
3O58_3	5_8S_rRNA links to Rfam database...	0.35	0.34	0.35	12	12369	35	2	20	13	23
3O58_2	5S_rRNA links to Rfam database...	0.75	0.76	0.74	29	7221	11	3	7	1	9
3PDR_A	ykoK links to Rfam database...	0.76	0.63	0.94	45	12832	5	0	3	2	27
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...	0.58	0.48	0.71	20	3888	8	1	7	0	22
3U4M_B	-	0.45	0.35	0.59	13	3138	9	1	8	0	24
3UZL_B	tRNA links to Rfam database...	0.77	0.62	0.96	23	3546	1	0	1	0	14
3W1K_J	tRNA-Sec links to Rfam database...	0.87	0.79	0.97	30	4155	1	1	0	0	8
3W3S_B	tRNA-Sec links to Rfam database...	0.88	0.78	1.00	31	4722	1	0	0	1	9
3ZEX_E	-	0.00	0.00	0.00	0	21893	54	2	50	2	77
3ZEX_F	-	0.00	0.00	0.00	0	2617	11	2	9	0	12
3ZEX_C	5_8S_rRNA links to Rfam database...	0.41	0.27	0.64	14	14174	16	2	6	8	38
3ZEX_H	-	0.19	0.18	0.19	7	9009	29	5	24	0	31
3ZEX_B	-	0.30	0.26	0.35	147	1071957	289	29	247	13	411
3ZEX_D	5S_rRNA links to Rfam database...	0.69	0.61	0.79	30	6983	8	1	7	0	19
3ZEX_G	-	0.77	0.66	0.91	49	16417	11	0	5	6	25
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...	0.14	0.15	0.14	5	11746	41	4	26	11	28
4A1C_3	5S_rRNA links to Rfam database...	0.69	0.57	0.84	31	7103	6	0	6	0	23
4AOB_A	SAM links to Rfam database...	0.50	0.40	0.63	17	4344	11	2	8	1	25
4ATO_G	-	0.38	0.30	0.50	3	522	3	0	3	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...	0.31	0.26	0.38	5	1313	8	1	7	0	14
4FNJ_A	-	0.79	0.63	1.00	10	585	0	0	0	0	6
4FRG_B	AdoCbl-variant links to Rfam database...	0.30	0.22	0.41	7	3469	10	1	9	0	25
4FRN_A	AdoCbl-variant links to Rfam database...	0.45	0.36	0.57	13	5128	10	2	8	0	23
4JF2_A	preQ1-II links to Rfam database...	0.78	0.61	1.00	19	2831	0	0	0	0	12
4JRC_A	-	0.29	0.26	0.35	6	1523	11	0	11	0	17

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Performance of Sfold - scored lower in this pairwise comparison

1. Total counts & total scores for Sfold

Total Base Pair Counts
Total TP	2155
Total TN	6834128
Total FP	1637
Total FP CONTRA	146
Total FP INCONS	1349
Total FP COMP	142
Total FN	3141

Total Scores
MCC	0.490
Average MCC ± 95% Confidence Intervals	0.525 ± 0.054
Sensitivity	0.407
Positive Predictive Value	0.590
Nr of predictions	77

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2KRL_A	-	0.76	0.60	0.96	24	5126	5	0	1	4	16
2KX8_A	7SK links to Rfam database...	0.94	0.89	1.00	16	845	0	0	0	0	2
2LA5_A	-	0.39	0.26	0.63	5	622	3	1	2	0	14
2LC8_A	GP_knot1 links to Rfam database...	0.45	0.35	0.58	7	1528	5	0	5	0	13
2LKR_A	-	0.89	0.79	1.00	31	6074	1	0	0	1	8
2M58_A	-	0.29	0.18	0.50	3	1647	3	1	2	0	14
2WRQ_Y	tRNA links to Rfam database...	0.53	0.53	0.53	9	2833	13	5	3	5	8
2WW9_D	-	0.29	0.12	0.75	3	1949	1	0	1	0	23
2WW9_F	-	0.69	0.70	0.70	7	290	3	0	3	0	3
2WW9_E	-	0.53	0.29	1.00	4	557	0	0	0	0	10
2WWQ_V	tRNA links to Rfam database...	0.80	0.68	0.95	19	2906	2	0	1	1	9
2XQD_Y	tRNA links to Rfam database...	0.77	0.67	0.90	18	2830	2	0	2	0	9
3A2K_C	tRNA links to Rfam database...	0.42	0.39	0.46	11	2902	13	2	11	0	17
3ADB_C	-	0.62	0.55	0.70	21	4156	9	0	9	0	17
3AKZ_H	tRNA links to Rfam database...	0.44	0.39	0.50	11	2679	11	2	9	0	17
3AM1_B	-	0.69	0.63	0.76	22	3211	7	1	6	0	13
3AMU_B	tRNA links to Rfam database...	0.70	0.59	0.84	16	2984	5	0	3	2	11
3GX2_A	SAM links to Rfam database...	0.72	0.55	0.96	22	4348	2	0	1	1	18
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...	0.63	0.58	0.70	19	4251	9	0	8	1	14
3IYQ_A	tmRNA links to Rfam database...	0.33	0.34	0.32	32	60627	71	19	48	4	62
3IZ4_A	tmRNA links to Rfam database...	0.52	0.42	0.65	56	70790	31	3	27	1	76
3IZF_C	5S_rRNA links to Rfam database...	0.71	0.61	0.83	33	6863	7	0	7	0	21
3J0L_a	-	0.51	0.50	0.53	8	1113	7	3	4	0	8
3J0L_7	-	-0.01	0.00	0.00	0	1222	3	0	3	0	17
3J0L_g	-	-0.01	0.00	0.00	0	460	5	1	4	0	4
3J0L_2	-	0.36	0.33	0.39	11	6188	19	2	15	2	22
3J16_L	tRNA links to Rfam database...	0.29	0.23	0.37	7	2756	12	0	12	0	23
3J20_1	tRNA links to Rfam database...	0.73	0.70	0.76	16	2905	6	0	5	1	7
3J20_2	SSU_rRNA_archaea links to Rfam database...	0.47	0.41	0.55	261	1116287	220	14	203	3	372
3J20_0	tRNA links to Rfam database...	0.43	0.40	0.48	12	2825	14	0	13	1	18
3J2C_O	-	0.64	0.48	0.86	30	10261	6	0	5	1	33
3J2C_M	-	0.63	0.49	0.80	102	106363	31	3	23	5	105
3J2L_3	5S_rRNA links to Rfam database...	0.62	0.53	0.74	28	7837	12	0	10	2	25
3J3D_C	tRNA links to Rfam database...	0.36	0.25	0.54	7	2762	6	0	6	0	21
3J3E_7	5S_rRNA links to Rfam database...	0.60	0.50	0.73	27	7103	10	1	9	0	27
3J3E_8	5_8S_rRNA links to Rfam database...	0.06	0.06	0.08	2	7477	32	2	22	8	31
3J3F_8	5_8S_rRNA links to Rfam database...	0.35	0.33	0.38	12	12214	34	3	17	14	24
3J3F_7	5S_rRNA links to Rfam database...	0.69	0.60	0.79	30	7222	8	1	7	0	20
3J3V_B	5S_rRNA links to Rfam database...	0.51	0.37	0.72	21	6992	8	0	8	0	36
3JYV_7	tRNA links to Rfam database...	-0.01	0.00	0.00	0	2834	16	0	16	0	32
3JYX_3	5S_rRNA links to Rfam database...	0.62	0.63	0.61	17	6300	19	1	10	8	10
3JYX_4	5_8S_rRNA links to Rfam database...	0.35	0.30	0.42	10	12222	23	3	11	9	23
3KIY_A	-	0.43	0.34	0.55	424	4053360	352	20	324	8	817
3KTW_C	-	0.74	0.63	0.87	27	4529	5	2	2	1	16
3LA5_A	Purine links to Rfam database...	0.78	0.62	1.00	21	2464	0	0	0	0	13
3NDB_M	-	0.81	0.69	0.95	42	9136	3	0	2	1	19
3NKB_B	-	0.64	0.54	0.78	14	1998	4	0	4	0	12
3NPB_A	SAM links to Rfam database...	0.77	0.65	0.91	30	6988	6	1	2	3	16
3O58_3	5_8S_rRNA links to Rfam database...	0.43	0.34	0.55	12	12381	17	0	10	7	23
3O58_2	5S_rRNA links to Rfam database...	0.74	0.74	0.74	28	7222	11	3	7	1	10
3PDR_A	ykoK links to Rfam database...	0.69	0.56	0.85	40	12833	9	0	7	2	32
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...	0.65	0.50	0.84	21	3891	4	1	3	0	21
3U4M_B	-	0.38	0.32	0.46	12	3134	14	0	14	0	25
3UZL_B	tRNA links to Rfam database...	0.51	0.32	0.80	12	3555	3	2	1	0	25
3W1K_J	tRNA-Sec links to Rfam database...	0.87	0.79	0.97	30	4155	1	1	0	0	8
3W3S_B	tRNA-Sec links to Rfam database...	0.57	0.53	0.64	21	4720	13	1	11	1	19
3ZEX_E	-	0.00	0.00	0.00	0	21891	56	3	51	2	77
3ZEX_F	-	0.00	0.00	0.00	0	2623	7	2	3	2	12
3ZEX_C	5_8S_rRNA links to Rfam database...	0.32	0.21	0.48	11	14173	26	1	11	14	41
3ZEX_H	-	0.19	0.18	0.19	7	9009	29	5	24	0	31
3ZEX_B	-	0.31	0.27	0.36	152	1071959	280	27	242	11	406
3ZEX_D	5S_rRNA links to Rfam database...	0.74	0.63	0.86	31	6985	5	0	5	0	18
3ZEX_G	-	0.78	0.68	0.91	50	16416	9	0	5	4	24
3ZND_W	tRNA links to Rfam database...	0.20	0.22	0.19	5	2977	22	1	20	1	18
4A1C_2	5_8S_rRNA links to Rfam database...	0.16	0.15	0.17	5	11751	34	2	23	9	28
4A1C_3	5S_rRNA links to Rfam database...	0.69	0.57	0.84	31	7103	6	1	5	0	23
4AOB_A	SAM links to Rfam database...	0.50	0.40	0.63	17	4344	11	2	8	1	25
4ATO_G	-	0.31	0.10	1.00	1	527	0	0	0	0	9
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...	0.51	0.26	1.00	5	1321	0	0	0	0	14
4FNJ_A	-	0.79	0.63	1.00	10	585	0	0	0	0	6
4FRG_B	AdoCbl-variant links to Rfam database...	0.62	0.47	0.83	15	3468	3	1	2	0	17
4FRN_A	AdoCbl-variant links to Rfam database...	0.63	0.44	0.89	16	5133	2	2	0	0	20
4JF2_A	preQ1-II links to Rfam database...	0.78	0.61	1.00	19	2831	0	0	0	0	12
4JRC_A	-	0.29	0.26	0.35	6	1523	11	0	11	0	17

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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 MaxExpect - scored higher in this pairwise comparison

1. Total counts & total scores for MaxExpect

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

Performance of Sfold - scored lower in this pairwise comparison

1. Total counts & total scores for Sfold

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