CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	PETfold_pre2.0(seed)		MXScarna(seed)
MCC	0.865	>	0.769
Average MCC ± 95% Confidence Intervals	0.835 ± 0.062	>	0.673 ± 0.107
Sensitivity	0.839	>	0.735
Positive Predictive Value	0.893	>	0.805
Total TP	840	>	736
Total TN	472436	<	472463
Total FP	276	<	368
Total FP CONTRA	32	<	44
Total FP INCONS	69	<	134
Total FP COMP	175	<	190
Total FN	161	<	265
P-value	5.23657817852e-08

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Performance plots

Comparison of performance of PETfold_pre2.0(seed) and MXScarna(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 PETfold_pre2.0(seed) and MXScarna(seed)).
Comparison of performance of PETfold_pre2.0(seed) and MXScarna(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 PETfold_pre2.0(seed) and MXScarna(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 PETfold_pre2.0(seed) and MXScarna(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 PETfold_pre2.0(seed) and MXScarna(seed)).
Comparison of average Matthews Correlation Coefficients (MCCs) for PETfold_pre2.0(seed) and MXScarna(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 PETfold_pre2.0(seed) and MXScarna(seed)).
Comparison of average Matthews Correlation Coefficients (MCCs) for PETfold_pre2.0(seed) and MXScarna(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 PETfold_pre2.0(seed) and MXScarna(seed)).

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Performance of PETfold_pre2.0(seed) - scored higher in this pairwise comparison

1. Total counts & total scores for PETfold_pre2.0(seed)

Total Base Pair Counts
Total TP	840
Total TN	472436
Total FP	276
Total FP CONTRA	32
Total FP INCONS	69
Total FP COMP	175
Total FN	161

Total Scores
MCC	0.865
Average MCC ± 95% Confidence Intervals	0.835 ± 0.062
Sensitivity	0.839
Positive Predictive Value	0.893
Nr of predictions	25

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2. Individual counts for PETfold_pre2.0(seed) [ download as .csv ]

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
2LC8_A	GP_knot1 links to Rfam database...	0.41	0.33	0.55	6	517	5	0	5	0	12
3J16_L	tRNA links to Rfam database...	1.00	1.00	1.00	21	1138	1	0	0	1	0
3J20_0	tRNA links to Rfam database...	0.95	0.95	0.95	20	1198	2	1	0	1	1
3J20_2	SSU_rRNA_archaea links to Rfam database...	0.86	0.86	0.86	356	421956	129	18	38	73	56
3J20_1	tRNA links to Rfam database...	1.00	1.00	1.00	20	1092	2	0	0	2	0
3J2L_3	5S_rRNA links to Rfam database...	0.97	0.94	1.00	32	2988	5	0	0	5	2
3J3E_7	5S_rRNA links to Rfam database...	0.97	0.97	0.97	33	2707	6	0	1	5	1
3J3E_8	5_8S_rRNA links to Rfam database...	0.71	0.67	0.77	10	2729	8	1	2	5	5
3J3F_8	5_8S_rRNA links to Rfam database...	0.86	0.84	0.89	16	4743	13	2	0	11	3
3J3F_7	5S_rRNA links to Rfam database...	0.99	0.97	1.00	35	2899	4	0	0	4	1
3J3V_B	5S_rRNA links to Rfam database...	0.90	0.89	0.92	24	2630	14	0	2	12	3
3UZL_B	tRNA links to Rfam database...	0.93	0.88	1.00	14	1279	8	0	0	8	2
3W1K_J	tRNA-Sec links to Rfam database...	0.85	0.81	0.89	25	1650	4	2	1	1	6
3W3S_B	tRNA-Sec links to Rfam database...	0.80	0.73	0.89	24	1962	6	1	2	3	9
3ZEX_D	5S_rRNA links to Rfam database...	0.96	0.94	0.97	33	2762	6	0	1	5	2
3ZEX_C	5_8S_rRNA links to Rfam database...	0.70	0.59	0.85	17	5354	12	1	2	9	12
3ZND_W	tRNA links to Rfam database...	0.67	0.75	0.60	6	1181	16	0	4	12	2
4A1C_3	5S_rRNA links to Rfam database...	1.00	1.00	1.00	37	2726	2	0	0	2	0
4A1C_2	5_8S_rRNA links to Rfam database...	0.79	0.75	0.83	15	4498	12	1	2	9	5
4AOB_A	SAM links to Rfam database...	0.85	0.79	0.92	23	1412	4	0	2	2	6
4ENB_A	crcB links to Rfam database...	0.61	0.53	0.73	8	461	5	1	2	2	7
4ENC_A	crcB links to Rfam database...	0.61	0.53	0.73	8	485	5	1	2	2	7
4FRG_B	AdoCbl-variant links to Rfam database...	0.87	0.83	0.91	20	1180	3	0	2	1	4
4FRN_A	AdoCbl-variant links to Rfam database...	0.83	0.79	0.88	22	1823	3	2	1	0	6
4JF2_A	preQ1-II links to Rfam database...	0.76	0.63	0.94	15	1066	1	1	0	0	9

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

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

Total Base Pair Counts
Total TP	736
Total TN	472463
Total FP	368
Total FP CONTRA	44
Total FP INCONS	134
Total FP COMP	190
Total FN	265

Total Scores
MCC	0.769
Average MCC ± 95% Confidence Intervals	0.673 ± 0.107
Sensitivity	0.735
Positive Predictive Value	0.805
Nr of predictions	25

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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
2LC8_A	GP_knot1 links to Rfam database...	-0.03	0.00	0.00	0	518	12	0	10	2	18
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_2	SSU_rRNA_archaea links to Rfam database...	0.83	0.82	0.84	337	421969	147	14	48	85	75
3J20_1	tRNA links to Rfam database...	0.97	0.95	1.00	19	1093	1	0	0	1	1
3J2L_3	5S_rRNA links to Rfam database...	0.79	0.76	0.81	26	2988	11	1	5	5	8
3J3E_7	5S_rRNA links to Rfam database...	0.87	0.88	0.86	30	2706	9	2	3	4	4
3J3E_8	5_8S_rRNA links to Rfam database...	0.23	0.20	0.27	3	2731	14	3	5	6	12
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
3J3V_B	5S_rRNA links to Rfam database...	0.85	0.81	0.88	22	2631	15	0	3	12	5
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_D	5S_rRNA links to Rfam database...	0.87	0.86	0.88	30	2762	11	0	4	7	5
3ZEX_C	5_8S_rRNA links to Rfam database...	0.39	0.31	0.50	9	5356	21	3	6	12	20
3ZND_W	tRNA links to Rfam database...	0.59	0.63	0.56	5	1182	15	0	4	11	3
4A1C_3	5S_rRNA links to Rfam database...	0.92	0.92	0.92	34	2726	6	0	3	3	3
4A1C_2	5_8S_rRNA links to Rfam database...	0.45	0.40	0.50	8	4500	20	4	4	12	12
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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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 PETfold_pre2.0(seed) - scored higher in this pairwise comparison

1. Total counts & total scores for PETfold_pre2.0(seed)

2. Individual counts for PETfold_pre2.0(seed) [ download as .csv ]

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

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

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