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		ProbKnot
MCC	0.708	>	0.668
Average MCC ± 95% Confidence Intervals	0.752 ± 0.089	>	0.722 ± 0.089
Sensitivity	0.629	<	0.695
Positive Predictive Value	0.803	>	0.650
Total TP	651	<	719
Total TN	102789	>	102493
Total FP	239	<	527
Total FP CONTRA	43	<	133
Total FP INCONS	117	<	255
Total FP COMP	79	<	139
Total FN	384	>	316
P-value	3.56938820447e-08

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Performance plots

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

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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	651
Total TN	102789
Total FP	239
Total FP CONTRA	43
Total FP INCONS	117
Total FP COMP	79
Total FN	384

Total Scores
MCC	0.708
Average MCC ± 95% Confidence Intervals	0.752 ± 0.089
Sensitivity	0.629
Positive Predictive Value	0.803
Nr of predictions	56

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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
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
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_8	-	1.00	1.00	1.00	7	69	0	0	0	0	0
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_g	-	0.00	0.00	0.00	0	176	0	0	0	0	2
3J0L_a	-	-0.01	0.00	0.00	0	408	3	1	2	0	11
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_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
3J2C_M	-	0.51	0.31	0.83	30	39889	12	0	6	6	66
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
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
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_G	-	0.97	0.93	1.00	42	6465	10	0	0	10	3
3ZEX_D	5S_rRNA links to Rfam database...	0.86	0.83	0.91	29	2764	8	0	3	5	6
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
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 ProbKnot - scored lower in this pairwise comparison

1. Total counts & total scores for ProbKnot

Total Base Pair Counts
Total TP	719
Total TN	102493
Total FP	527
Total FP CONTRA	133
Total FP INCONS	255
Total FP COMP	139
Total FN	316

Total Scores
MCC	0.668
Average MCC ± 95% Confidence Intervals	0.722 ± 0.089
Sensitivity	0.695
Positive Predictive Value	0.650
Nr of predictions	56

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2. Individual counts for ProbKnot [ 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	-	0.85	0.86	0.86	6	268	3	0	1	2	1
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	513	15	3	12	0	18
2LDL_A	-	1.00	1.00	1.00	9	131	1	0	0	1	0
2LDT_A	-	1.00	1.00	1.00	11	151	0	0	0	0	0
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	-	0.89	0.86	0.93	25	2413	9	0	2	7	4
2LQZ_A	-	1.00	1.00	1.00	8	124	2	0	0	2	0
2LWK_A	-	1.00	1.00	1.00	11	196	1	0	0	1	0
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	-	0.79	0.83	0.75	15	886	8	0	5	3	3
2YIE_Z	-	-0.02	0.00	0.00	0	587	15	6	9	0	8
2YIE_X	-	0.53	0.57	0.50	4	536	7	1	3	3	3
3AMU_B	tRNA links to Rfam database...	0.77	0.79	0.75	15	1137	9	0	5	4	4
3J0L_8	-	1.00	1.00	1.00	7	69	0	0	0	0	0
3J0L_1	-	0.83	0.77	0.91	10	473	5	0	1	4	3
3J0L_h	-	0.89	0.88	0.90	28	2109	3	0	3	0	4
3J0L_7	-	-0.02	0.00	0.00	0	506	13	3	10	0	10
3J0L_g	-	-0.02	0.00	0.00	0	171	7	1	4	2	2
3J0L_a	-	0.60	0.64	0.58	7	399	6	4	1	1	4
3J0L_2	-	0.30	0.31	0.31	8	2224	27	1	17	9	18
3J16_L	tRNA links to Rfam database...	0.42	0.48	0.38	10	1133	16	3	13	0	11
3J20_1	tRNA links to Rfam database...	0.75	0.75	0.75	15	1092	8	0	5	3	5
3J20_0	tRNA links to Rfam database...	0.54	0.57	0.52	12	1196	12	3	8	1	9
3J2C_O	-	0.72	0.73	0.71	30	3945	18	5	7	6	11
3J2C_M	-	0.46	0.52	0.41	50	39804	92	29	42	21	46
3J2L_3	5S_rRNA links to Rfam database...	0.79	0.76	0.81	26	2988	11	0	6	5	8
3NMU_E	-	-0.02	0.00	0.00	0	207	11	6	3	2	3
3R9X_C	-	1.00	1.00	1.00	8	221	2	0	0	2	0
3RKF_A	Purine links to Rfam database...	0.87	0.83	0.91	20	844	2	2	0	0	4
3SD1_A	THF links to Rfam database...	0.66	0.69	0.65	20	1502	11	6	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...	1.00	1.00	1.00	12	142	0	0	0	0	0
3TRZ_Z	-	1.00	1.00	1.00	5	87	2	0	0	2	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	-	0.58	0.59	0.59	13	1254	9	2	7	0	9
3UZL_B	tRNA links to Rfam database...	0.92	1.00	0.84	16	1274	11	3	0	8	0
3VJR_D	-	1.00	1.00	1.00	12	239	0	0	0	0	0
3W3S_B	tRNA-Sec links to Rfam database...	0.98	0.97	1.00	32	1957	1	0	0	1	1
3ZEX_E	-	-0.01	0.00	0.00	0	8245	61	25	34	2	34
3ZEX_G	-	0.98	0.96	1.00	43	6464	16	0	0	16	2
3ZEX_D	5S_rRNA links to Rfam database...	0.90	0.86	0.94	30	2764	7	0	2	5	5
4A1C_2	5_8S_rRNA links to Rfam database...	0.17	0.25	0.13	5	4477	49	13	21	15	15
4A1C_3	5S_rRNA links to Rfam database...	0.88	0.86	0.89	32	2727	7	0	4	3	5
4A4U_A	-	1.00	1.00	1.00	9	96	0	0	0	0	0
4AOB_A	SAM links to Rfam database...	0.60	0.59	0.63	17	1410	11	4	6	1	12
4ENB_A	crcB links to Rfam database...	0.81	0.73	0.92	11	460	1	1	0	0	4
4ENC_A	crcB links to Rfam database...	0.52	0.53	0.53	8	481	8	0	7	1	7
4FRG_B	AdoCbl-variant links to Rfam database...	0.38	0.38	0.41	9	1180	13	6	7	0	15
4FRN_A	AdoCbl-variant links to Rfam database...	0.49	0.46	0.54	13	1824	11	6	5	0	15
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 ProbKnot - scored lower in this pairwise comparison

1. Total counts & total scores for ProbKnot

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