CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	MXScarna(seed)		RSpredict(seed)
MCC	0.780	>	0.453
Average MCC ± 95% Confidence Intervals	0.749 ± 0.060	>	0.259 ± 0.086
Sensitivity	0.745	>	0.307
Positive Predictive Value	0.819	>	0.670
Total TP	1398	>	577
Total TN	567561	<	568407
Total FP	637	>	376
Total FP CONTRA	103	>	54
Total FP INCONS	206	<	230
Total FP COMP	328	>	92
Total FN	479	<	1300
P-value	3.56938820447e-08

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Performance plots

Comparison of performance of MXScarna(seed) and RSpredict(seed). 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 MXScarna(seed) and RSpredict(seed)).
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 MXScarna(seed) and RSpredict(seed)).
Comparison of average Matthews Correlation Coefficients (MCCs) for MXScarna(seed) and RSpredict(seed). 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 MXScarna(seed) and RSpredict(seed)).

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Performance of MXScarna(seed) - scored higher in this pairwise comparison

1. Total counts & total scores for MXScarna(seed)

Total Base Pair Counts
Total TP	1398
Total TN	567561
Total FP	637
Total FP CONTRA	103
Total FP INCONS	206
Total FP COMP	328
Total FN	479

Total Scores
MCC	0.780
Average MCC ± 95% Confidence Intervals	0.749 ± 0.060
Sensitivity	0.745
Positive Predictive Value	0.819
Nr of predictions	60

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2. Individual counts for MXScarna(seed) [ 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...	1.00	1.00	1.00	10	164	0	0	0	0	0
2KE6_A	K10_TLS links to Rfam database...	0.91	0.89	0.94	16	450	2	0	1	1	2
2KUR_A	K10_TLS links to Rfam database...	0.92	0.89	0.94	17	449	1	0	1	0	2
2KUU_A	K10_TLS links to Rfam database...	0.91	0.89	0.94	16	430	2	0	1	1	2
2KUV_A	K10_TLS links to Rfam database...	0.92	0.89	0.94	17	421	1	0	1	0	2
2KUW_A	K10_TLS links to Rfam database...	0.78	0.72	0.87	13	455	3	0	2	1	5
2KX8_A	7SK links to Rfam database...	-0.01	0.00	0.00	0	369	2	0	2	0	16
2L1F_B	Gammaretro_CES links to Rfam database...	0.98	0.96	1.00	23	768	0	0	0	0	1
2L1F_A	Gammaretro_CES links to Rfam database...	0.93	0.91	0.95	21	741	1	0	1	0	2
2L94_A	HIV_FE links to Rfam database...	0.55	0.56	0.59	10	340	8	0	7	1	8
2LC8_A	GP_knot1 links to Rfam database...	-0.03	0.00	0.00	0	518	12	0	10	2	18
2WRQ_Y	tRNA links to Rfam database...	1.00	1.00	1.00	9	1143	12	0	0	12	0
2WWQ_V	tRNA links to Rfam database...	0.70	0.68	0.72	13	1186	7	0	5	2	6
2XKV_B	Bacteria_small_SRP links to Rfam database...	0.78	0.82	0.75	9	1823	20	0	3	17	2
2XQD_Y	tRNA links to Rfam database...	0.85	0.81	0.89	17	1110	3	0	2	1	4
2XXA_G	Bacteria_small_SRP links to Rfam database...	0.74	0.69	0.80	24	2015	7	0	6	1	11
2ZZM_B	tRNA links to Rfam database...	0.81	0.67	1.00	10	1348	9	0	0	9	5
2ZZN_D	tRNA links to Rfam database...	0.95	0.91	1.00	20	964	0	0	0	0	2
3A2K_C	tRNA links to Rfam database...	0.95	0.91	1.00	20	1088	0	0	0	0	2
3A3A_A	tRNA-Sec links to Rfam database...	0.84	0.77	0.92	23	1475	4	0	2	2	7
3AKZ_H	tRNA links to Rfam database...	1.00	1.00	1.00	20	1107	1	0	0	1	0
3AMU_B	tRNA links to Rfam database...	0.97	0.95	1.00	18	1139	2	0	0	2	1
3GX2_A	SAM links to Rfam database...	0.83	0.82	0.85	23	1422	7	2	2	3	5
3IVN_B	Purine links to Rfam database...	0.69	0.57	0.87	13	888	2	2	0	0	10
3IYQ_A	tmRNA links to Rfam database...	0.44	0.47	0.41	24	22382	49	21	13	15	27
3IZ4_A	tmRNA links to Rfam database...	0.73	0.64	0.82	61	25462	22	12	1	9	34
3IZF_C	5S_rRNA links to Rfam database...	0.84	0.83	0.85	29	2606	11	0	5	6	6
3J16_L	tRNA links to Rfam database...	0.98	0.95	1.00	20	1139	0	0	0	0	1
3J20_0	tRNA links to Rfam database...	0.90	0.86	0.95	18	1200	1	1	0	0	3
3J20_1	tRNA links to Rfam database...	0.97	0.95	1.00	19	1093	1	0	0	1	1
3J20_2	SSU_rRNA_archaea links to Rfam database...	0.83	0.82	0.84	337	421969	147	14	48	85	75
3J2L_3	5S_rRNA links to Rfam database...	0.79	0.76	0.81	26	2988	11	1	5	5	8
3J3E_8	5_8S_rRNA links to Rfam database...	0.23	0.20	0.27	3	2731	14	3	5	6	12
3J3E_7	5S_rRNA links to Rfam database...	0.87	0.88	0.86	30	2706	9	2	3	4	4
3J3F_8	5_8S_rRNA links to Rfam database...	0.48	0.47	0.50	9	4743	21	5	4	12	10
3J3F_7	5S_rRNA links to Rfam database...	0.93	0.94	0.92	34	2897	7	1	2	4	2
3JYV_7	tRNA links to Rfam database...	0.95	0.90	1.00	18	1093	2	0	0	2	2
3JYX_4	5_8S_rRNA links to Rfam database...	0.70	0.83	0.59	10	4739	21	6	1	14	2
3JYX_3	5S_rRNA links to Rfam database...	0.77	0.80	0.75	12	2362	24	0	4	20	3
3LA5_A	Purine links to Rfam database...	0.82	0.72	0.95	18	935	1	1	0	0	7
3NPB_A	SAM links to Rfam database...	0.76	0.70	0.84	26	2247	10	2	3	5	11
3O58_2	5S_rRNA links to Rfam database...	0.93	0.94	0.94	29	2723	11	0	2	9	2
3O58_3	5_8S_rRNA links to Rfam database...	0.54	0.50	0.58	11	4745	20	5	3	12	11
3PDR_A	ykoK links to Rfam database...	0.87	0.88	0.86	44	4789	10	4	3	3	6
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...	0.74	0.76	0.73	22	1503	9	4	4	1	7
3UZL_B	tRNA links to Rfam database...	0.83	0.75	0.92	12	1280	8	0	1	7	4
3W1K_J	tRNA-Sec links to Rfam database...	0.92	0.90	0.93	28	1648	3	1	1	1	3
3W3S_B	tRNA-Sec links to Rfam database...	0.74	0.70	0.79	23	1960	7	0	6	1	10
3ZEX_C	5_8S_rRNA links to Rfam database...	0.39	0.31	0.50	9	5356	21	3	6	12	20
3ZEX_D	5S_rRNA links to Rfam database...	0.87	0.86	0.88	30	2762	11	0	4	7	5
3ZND_W	tRNA links to Rfam database...	0.59	0.63	0.56	5	1182	15	0	4	11	3
4A1C_2	5_8S_rRNA links to Rfam database...	0.45	0.40	0.50	8	4500	20	4	4	12	12
4A1C_3	5S_rRNA links to Rfam database...	0.92	0.92	0.92	34	2726	6	0	3	3	3
4AOB_A	SAM links to Rfam database...	0.71	0.69	0.74	20	1410	10	2	5	3	9
4ENB_A	crcB links to Rfam database...	0.54	0.40	0.75	6	464	2	0	2	0	9
4ENC_A	crcB links to Rfam database...	0.48	0.40	0.60	6	486	4	1	3	0	9
4FRG_B	AdoCbl-variant links to Rfam database...	0.49	0.42	0.59	10	1185	8	2	5	1	14
4FRN_A	AdoCbl-variant links to Rfam database...	0.70	0.68	0.73	19	1822	7	3	4	0	9
4JF2_A	preQ1-II links to Rfam database...	0.41	0.33	0.53	8	1067	8	1	6	1	16

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Performance of RSpredict(seed) - scored lower in this pairwise comparison

1. Total counts & total scores for RSpredict(seed)

Total Base Pair Counts
Total TP	577
Total TN	568407
Total FP	376
Total FP CONTRA	54
Total FP INCONS	230
Total FP COMP	92
Total FN	1300

Total Scores
MCC	0.453
Average MCC ± 95% Confidence Intervals	0.259 ± 0.086
Sensitivity	0.307
Positive Predictive Value	0.670
Nr of predictions	60

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2. Individual counts for RSpredict(seed) [ 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...	0.89	0.80	1.00	8	166	0	0	0	0	2
2KE6_A	K10_TLS links to Rfam database...	0.85	0.78	0.93	14	452	2	0	1	1	4
2KUR_A	K10_TLS links to Rfam database...	0.86	0.79	0.94	15	451	1	0	1	0	4
2KUU_A	K10_TLS links to Rfam database...	0.85	0.78	0.93	14	432	2	0	1	1	4
2KUV_A	K10_TLS links to Rfam database...	0.85	0.79	0.94	15	423	1	0	1	0	4
2KUW_A	K10_TLS links to Rfam database...	0.75	0.67	0.86	12	456	3	0	2	1	6
2KX8_A	7SK links to Rfam database...	-0.01	0.00	0.00	0	370	1	0	1	0	16
2L1F_B	Gammaretro_CES links to Rfam database...	0.87	0.83	0.91	20	769	2	0	2	0	4
2L1F_A	Gammaretro_CES links to Rfam database...	0.81	0.78	0.86	18	742	3	0	3	0	5
2L94_A	HIV_FE links to Rfam database...	0.55	0.50	0.64	9	343	6	0	5	1	9
2LC8_A	GP_knot1 links to Rfam database...	-0.03	0.00	0.00	0	515	13	0	13	0	18
2WRQ_Y	tRNA links to Rfam database...	0.00	0.00	0.00	0	1150	3	1	1	1	9
2WWQ_V	tRNA links to Rfam database...	-0.01	0.00	0.00	0	1199	6	0	5	1	19
2XKV_B	Bacteria_small_SRP links to Rfam database...	0.38	0.36	0.40	4	1825	8	4	2	2	7
2XQD_Y	tRNA links to Rfam database...	-0.01	0.00	0.00	0	1124	5	0	5	0	21
2XXA_G	Bacteria_small_SRP links to Rfam database...	0.37	0.20	0.70	7	2035	3	0	3	0	28
2ZZM_B	tRNA links to Rfam database...	0.00	0.00	0.00	0	1358	4	0	0	4	15
2ZZN_D	tRNA links to Rfam database...	0.38	0.18	0.80	4	979	1	1	0	0	18
3A2K_C	tRNA links to Rfam database...	-0.01	0.00	0.00	0	1106	2	0	2	0	22
3A3A_A	tRNA-Sec links to Rfam database...	0.53	0.37	0.79	11	1486	3	0	3	0	19
3AKZ_H	tRNA links to Rfam database...	-0.01	0.00	0.00	0	1125	2	0	2	0	20
3AMU_B	tRNA links to Rfam database...	-0.01	0.00	0.00	0	1155	2	0	2	0	19
3GX2_A	SAM links to Rfam database...	0.42	0.21	0.86	6	1442	1	0	1	0	22
3IVN_B	Purine links to Rfam database...	0.81	0.70	0.94	16	886	1	1	0	0	7
3IYQ_A	tmRNA links to Rfam database...	0.16	0.10	0.26	5	22421	21	10	4	7	46
3IZ4_A	tmRNA links to Rfam database...	0.26	0.11	0.63	10	25520	7	2	4	1	85
3IZF_C	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	2635	5	0	5	0	35
3J16_L	tRNA links to Rfam database...	0.00	0.00	0.00	0	1158	1	0	1	0	21
3J20_0	tRNA links to Rfam database...	-0.01	0.00	0.00	0	1215	4	0	4	0	21
3J20_1	tRNA links to Rfam database...	-0.01	0.00	0.00	0	1108	5	0	4	1	20
3J20_2	SSU_rRNA_archaea links to Rfam database...	0.77	0.76	0.78	312	421966	152	18	72	62	100
3J2L_3	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	3015	5	0	5	0	34
3J3E_8	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	2742	0	0	0	0	15
3J3E_7	5S_rRNA links to Rfam database...	-0.01	0.00	0.00	0	2733	8	1	7	0	34
3J3F_8	5_8S_rRNA links to Rfam database...	0.19	0.11	0.33	2	4755	5	3	1	1	17
3J3F_7	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	2930	4	1	3	0	36
3JYV_7	tRNA links to Rfam database...	-0.01	0.00	0.00	0	1108	4	0	3	1	20
3JYX_4	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	4754	5	0	2	3	12
3JYX_3	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	2373	5	1	4	0	15
3LA5_A	Purine links to Rfam database...	0.82	0.68	1.00	17	937	0	0	0	0	8
3NPB_A	SAM links to Rfam database...	-0.01	0.00	0.00	0	2274	4	0	4	0	37
3O58_2	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	2751	3	0	3	0	31
3O58_3	5_8S_rRNA links to Rfam database...	0.28	0.14	0.60	3	4759	2	0	2	0	19
3PDR_A	ykoK links to Rfam database...	0.00	0.00	0.00	0	4832	8	0	8	0	50
3RKF_A	Purine links to Rfam database...	0.84	0.75	0.95	18	847	1	1	0	0	6
3SD1_A	THF links to Rfam database...	0.00	0.00	0.00	0	1533	0	0	0	0	29
3UZL_B	tRNA links to Rfam database...	-0.01	0.00	0.00	0	1287	6	3	3	0	16
3W1K_J	tRNA-Sec links to Rfam database...	0.57	0.35	0.92	11	1666	1	0	1	0	20
3W3S_B	tRNA-Sec links to Rfam database...	0.45	0.36	0.57	12	1968	10	1	8	1	21
3ZEX_C	5_8S_rRNA links to Rfam database...	0.13	0.07	0.25	2	5366	6	2	4	0	27
3ZEX_D	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	2794	2	0	2	0	35
3ZND_W	tRNA links to Rfam database...	0.00	0.00	0.00	0	1189	4	0	2	2	8
4A1C_2	5_8S_rRNA links to Rfam database...	0.00	0.00	0.00	0	4512	5	2	2	1	20
4A1C_3	5S_rRNA links to Rfam database...	0.00	0.00	0.00	0	2759	4	2	2	0	37
4AOB_A	SAM links to Rfam database...	0.42	0.21	0.86	6	1430	1	0	1	0	23
4ENB_A	crcB links to Rfam database...	0.34	0.20	0.60	3	467	2	0	2	0	12
4ENC_A	crcB links to Rfam database...	0.34	0.20	0.60	3	491	2	0	2	0	12
4FRG_B	AdoCbl-variant links to Rfam database...	-0.01	0.00	0.00	0	1200	2	0	2	0	24
4FRN_A	AdoCbl-variant links to Rfam database...	0.00	0.00	0.00	0	1845	3	0	3	0	28
4JF2_A	preQ1-II links to Rfam database...	-0.01	0.00	0.00	0	1078	4	0	4	0	24

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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 MXScarna(seed) - scored higher in this pairwise comparison

1. Total counts & total scores for MXScarna(seed)

2. Individual counts for MXScarna(seed) [ download as .csv ]

Performance of RSpredict(seed) - scored lower in this pairwise comparison

1. Total counts & total scores for RSpredict(seed)

2. Individual counts for RSpredict(seed) [ download as .csv ]