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		Cylofold
MCC	0.695	>	0.631
Average MCC ± 95% Confidence Intervals	0.724 ± 0.103	>	0.675 ± 0.090
Sensitivity	0.623	>	0.620
Positive Predictive Value	0.785	>	0.653
Total TP	482	>	480
Total TN	48263	>	48142
Total FP	174	<	307
Total FP CONTRA	35	<	68
Total FP INCONS	97	<	187
Total FP COMP	42	<	52
Total FN	292	<	294
P-value	3.56938820447e-08

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Performance plots

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

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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	482
Total TN	48263
Total FP	174
Total FP CONTRA	35
Total FP INCONS	97
Total FP COMP	42
Total FN	292

Total Scores
MCC	0.695
Average MCC ± 95% Confidence Intervals	0.724 ± 0.103
Sensitivity	0.623
Positive Predictive Value	0.785
Nr of predictions	45

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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
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
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
2LWK_A	-	0.95	0.91	1.00	10	197	1	0	0	1	1
2RRC_A	-	0.83	0.71	1.00	5	70	0	0	0	0	2
2Y9C_V	-	0.23	0.06	1.00	1	905	0	0	0	0	17
2YIE_X	-	1.00	1.00	1.00	7	537	0	0	0	0	0
2YIE_Z	-	1.00	1.00	1.00	8	594	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_a	-	-0.01	0.00	0.00	0	408	3	1	2	0	11
3J0L_7	-	0.83	0.70	1.00	7	512	1	0	0	1	3
3J0L_g	-	0.00	0.00	0.00	0	176	0	0	0	0	2
3J0L_2	-	0.55	0.31	1.00	8	2242	0	0	0	0	18
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
3J16_L	tRNA links to Rfam database...	0.90	0.81	1.00	17	1142	0	0	0	0	4
3J20_1	tRNA links to Rfam database...	1.00	1.00	1.00	20	1092	1	0	0	1	0
3J20_0	tRNA links to Rfam database...	0.41	0.52	0.34	11	1187	22	7	14	1	10
3J2C_O	-	0.00	0.00	0.00	0	3987	0	0	0	0	41
3J2L_3	5S_rRNA links to Rfam database...	0.94	0.94	0.94	32	2986	8	0	2	6	2
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
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
3UZL_B	tRNA links to Rfam database...	0.93	0.88	1.00	14	1279	7	0	0	7	2
3VJR_D	-	1.00	1.00	1.00	12	239	0	0	0	0	0
3W3S_B	tRNA-Sec links to Rfam database...	0.94	0.88	1.00	29	1960	1	0	0	1	4
3ZEX_E	-	0.00	0.00	0.00	0	8273	33	9	22	2	34
3ZEX_D	5S_rRNA links to Rfam database...	0.86	0.83	0.91	29	2764	8	0	3	5	6
4A4U_A	-	1.00	1.00	1.00	9	96	0	0	0	0	0
4AOB_A	SAM links to Rfam database...	0.85	0.72	1.00	21	1416	1	0	0	1	8
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

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Performance of Cylofold - scored lower in this pairwise comparison

1. Total counts & total scores for Cylofold

Total Base Pair Counts
Total TP	480
Total TN	48142
Total FP	307
Total FP CONTRA	68
Total FP INCONS	187
Total FP COMP	52
Total FN	294

Total Scores
MCC	0.631
Average MCC ± 95% Confidence Intervals	0.675 ± 0.090
Sensitivity	0.620
Positive Predictive Value	0.653
Nr of predictions	45

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2. Individual counts for Cylofold [ 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	-	0.77	0.71	0.83	5	269	1	0	1	0	2
2LC8_A	GP_knot1 links to Rfam database...	0.64	0.61	0.69	11	512	5	1	4	0	7
2LDL_A	-	0.81	0.67	1.00	6	134	0	0	0	0	3
2LDT_A	-	1.00	1.00	1.00	11	151	0	0	0	0	0
2LK3_A	-	1.00	1.00	1.00	9	91	0	0	0	0	0
2LKR_A	-	0.56	0.55	0.57	16	2412	13	4	8	1	13
2LWK_A	-	0.95	0.91	1.00	10	197	1	0	0	1	1
2RRC_A	-	0.83	0.71	1.00	5	70	0	0	0	0	2
2Y9C_V	-	0.72	0.72	0.72	13	888	8	0	5	3	5
2YIE_X	-	0.43	0.57	0.33	4	532	10	2	6	2	3
2YIE_Z	-	-0.02	0.00	0.00	0	591	11	5	6	0	8
3AMU_B	tRNA links to Rfam database...	0.77	0.79	0.75	15	1137	8	0	5	3	4
3J0L_a	-	0.17	0.18	0.20	2	401	9	3	5	1	9
3J0L_7	-	0.41	0.50	0.36	5	505	10	3	6	1	5
3J0L_g	-	-0.01	0.00	0.00	0	174	4	0	2	2	2
3J0L_2	-	0.49	0.46	0.52	12	2227	18	0	11	7	14
3J0L_1	-	0.73	0.62	0.89	8	475	3	0	1	2	5
3J0L_h	-	0.55	0.50	0.62	16	2114	10	2	8	0	16
3J16_L	tRNA links to Rfam database...	0.90	0.81	1.00	17	1142	0	0	0	0	4
3J20_1	tRNA links to Rfam database...	0.71	0.75	0.68	15	1090	8	2	5	1	5
3J20_0	tRNA links to Rfam database...	0.74	0.76	0.73	16	1197	7	3	3	1	5
3J2C_O	-	0.51	0.49	0.54	20	3950	19	1	16	2	21
3J2L_3	5S_rRNA links to Rfam database...	0.71	0.68	0.74	23	2989	11	0	8	3	11
3NMU_E	-	0.28	0.33	0.25	1	212	6	1	2	3	2
3R9X_C	-	1.00	1.00	1.00	8	221	2	0	0	2	0
3RKF_A	Purine links to Rfam database...	0.91	0.83	1.00	20	846	0	0	0	0	4
3SD1_A	THF links to Rfam database...	0.71	0.69	0.74	20	1506	7	2	5	0	9
3SIU_F	-	0.86	0.75	1.00	6	139	0	0	0	0	2
3SN2_B	IRE_II links to Rfam database...	0.63	0.42	1.00	5	149	0	0	0	0	7
3TRZ_Z	-	1.00	1.00	1.00	5	87	1	0	0	1	0
3TS2_V	-	1.00	1.00	1.00	5	103	0	0	0	0	0
3U4M_B	-	0.49	0.55	0.46	12	1250	14	3	11	0	10
3UZL_B	tRNA links to Rfam database...	0.45	0.50	0.42	8	1274	18	4	7	7	8
3VJR_D	-	1.00	1.00	1.00	12	239	0	0	0	0	0
3W3S_B	tRNA-Sec links to Rfam database...	0.48	0.45	0.52	15	1960	15	1	13	1	18
3ZEX_E	-	0.00	0.00	0.00	0	8258	51	15	31	5	34
3ZEX_D	5S_rRNA links to Rfam database...	0.69	0.69	0.71	24	2762	11	5	5	1	11
4A4U_A	-	1.00	1.00	1.00	9	96	0	0	0	0	0
4AOB_A	SAM links to Rfam database...	0.42	0.38	0.48	11	1414	13	3	9	1	18
4ENB_A	crcB links to Rfam database...	1.00	1.00	1.00	15	457	0	0	0	0	0
4ENC_A	crcB links to Rfam database...	0.97	1.00	0.94	15	480	1	1	0	0	0
4FRG_B	AdoCbl-variant links to Rfam database...	0.93	0.88	1.00	21	1181	0	0	0	0	3
4FRN_A	AdoCbl-variant links to Rfam database...	0.23	0.18	0.31	5	1832	11	7	4	0	23
4HXH_A	-	1.00	1.00	1.00	6	89	0	0	0	0	0

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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 Cylofold - scored lower in this pairwise comparison

1. Total counts & total scores for Cylofold

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