CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	NanoFolder		RSpredict(seed)
MCC	0.391	>	0.338
Average MCC ± 95% Confidence Intervals	0.414 ± 0.083	>	0.375 ± 0.094
Sensitivity	0.446	>	0.215
Positive Predictive Value	0.350	<	0.539
Total TP	458	>	221
Total TN	155397	<	156297
Total FP	920	>	203
Total FP CONTRA	162	>	31
Total FP INCONS	690	>	158
Total FP COMP	68	>	14
Total FN	568	<	805
P-value	3.56938820447e-08

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Performance plots

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

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Performance of NanoFolder - scored higher in this pairwise comparison

1. Total counts & total scores for NanoFolder

Total Base Pair Counts
Total TP	458
Total TN	155397
Total FP	920
Total FP CONTRA	162
Total FP INCONS	690
Total FP COMP	68
Total FN	568

Total Scores
MCC	0.391
Average MCC ± 95% Confidence Intervals	0.414 ± 0.083
Sensitivity	0.446
Positive Predictive Value	0.350
Nr of predictions	43

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

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
PDB_00828	Purine links to Rfam database...	0.30	0.33	0.28	9	2453	23	0	23	0	18
PDB_01051	Telomerase-cil links to Rfam database...	-0.02	0.00	0.00	0	885	18	1	17	0	13
PDB_01236	ykoK links to Rfam database...	0.31	0.33	0.30	18	11568	43	3	39	1	36
RFA_00416	Hammerhead_3 links to Rfam database...	0.94	1.00	0.88	15	1468	6	2	0	4	0
RFA_00434	Hammerhead_3 links to Rfam database...	0.84	1.00	0.71	15	1410	8	6	0	2	0
RFA_00436	Hammerhead_3 links to Rfam database...	0.86	1.00	0.75	15	1411	7	5	0	2	0
RFA_00442	Hammerhead_3 links to Rfam database...	0.94	1.00	0.88	15	1414	4	2	0	2	0
RFA_00446	Hammerhead_3 links to Rfam database...	0.85	0.93	0.78	14	1467	7	3	1	3	1
RFA_00604	Telomerase-cil links to Rfam database...	0.42	0.54	0.33	19	13472	53	14	25	14	16
RFA_00664	Hammerhead_1 links to Rfam database...	-0.01	0.00	0.00	0	978	13	0	12	1	14
RFA_00674	Hammerhead_1 links to Rfam database...	0.12	0.14	0.13	2	1112	15	0	14	1	12
RFA_00675	Hammerhead_1 links to Rfam database...	0.28	0.29	0.29	4	976	10	1	9	0	10
RFA_00677	Hammerhead_1 links to Rfam database...	0.62	0.64	0.60	9	975	10	0	6	4	5
RFA_00684	Hammerhead_1 links to Rfam database...	0.74	0.71	0.77	10	977	5	2	1	2	4
RFA_00703	Hammerhead_1 links to Rfam database...	0.26	0.36	0.19	5	4252	32	5	16	11	9
RFA_00716	Hammerhead_1 links to Rfam database...	-0.02	0.00	0.00	0	929	17	0	17	0	14
RFA_00717	Hammerhead_1 links to Rfam database...	0.64	0.64	0.64	9	889	5	2	3	0	5
RFA_00730	s2m links to Rfam database...	0.38	0.42	0.36	5	889	10	3	6	1	7
RFA_00763	s2m links to Rfam database...	0.38	0.42	0.36	5	889	10	3	6	1	7
RFA_00765	s2m links to Rfam database...	0.39	0.42	0.38	5	890	9	2	6	1	7
RFA_00770	Corona_pk3 links to Rfam database...	-0.01	0.00	0.00	0	1996	24	0	20	4	18
RFA_00773	Corona_pk3 links to Rfam database...	0.93	1.00	0.86	18	1932	9	3	0	6	0
RFA_00808	RydC links to Rfam database...	0.83	1.00	0.70	16	1993	7	7	0	0	0
SRP_00038	Bacteria_small_SRP links to Rfam database...	0.23	0.27	0.20	9	5005	36	1	35	0	24
SRP_00046	Bacteria_small_SRP links to Rfam database...	0.33	0.38	0.29	12	4712	30	3	26	1	20
SRP_00170	Bacteria_small_SRP links to Rfam database...	0.29	0.36	0.25	9	4059	28	4	23	1	16
SRP_00194	Bacteria_small_SRP links to Rfam database...	0.27	0.33	0.23	7	3209	27	5	19	3	14
SRP_00200	Bacteria_small_SRP links to Rfam database...	0.41	0.47	0.35	17	6855	31	4	27	0	19
SRP_00216	Bacteria_small_SRP links to Rfam database...	0.44	0.48	0.41	13	3371	19	4	15	0	14
SRP_00229	Bacteria_small_SRP links to Rfam database...	0.42	0.52	0.35	14	5213	26	8	18	0	13
SRP_00233	Bacteria_small_SRP links to Rfam database...	0.25	0.30	0.22	10	5106	35	4	31	0	23
SRP_00243	Bacteria_small_SRP links to Rfam database...	0.47	0.55	0.40	17	5109	25	7	18	0	14
SRP_00244	Bacteria_small_SRP links to Rfam database...	0.38	0.44	0.34	17	6853	33	2	31	0	22
SRP_00266	Bacteria_small_SRP links to Rfam database...	0.55	0.66	0.46	19	4615	22	8	14	0	10
SRP_00269	Bacteria_small_SRP links to Rfam database...	0.46	0.52	0.43	17	5010	24	6	17	1	16
SRP_00273	Bacteria_small_SRP links to Rfam database...	0.36	0.40	0.33	16	6737	34	6	27	1	24
SRP_00285	Bacteria_small_SRP links to Rfam database...	0.38	0.43	0.35	13	3704	24	6	18	0	17
SRP_00303	Bacteria_small_SRP links to Rfam database...	0.36	0.41	0.33	13	6630	27	3	24	0	19
SRP_00333	Bacteria_small_SRP links to Rfam database...	0.20	0.24	0.19	8	5108	35	3	32	0	26
SRP_00338	Bacteria_small_SRP links to Rfam database...	0.52	0.56	0.49	20	5419	22	4	17	1	16
SRP_00342	Bacteria_small_SRP links to Rfam database...	0.20	0.24	0.17	6	3970	29	7	22	0	19
SRP_00358	Bacteria_small_SRP links to Rfam database...	0.32	0.37	0.28	13	6282	33	4	29	0	22
SRP_00383	Bacteria_small_SRP links to Rfam database...	-0.01	0.00	0.00	0	3205	35	9	26	0	24

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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	221
Total TN	156297
Total FP	203
Total FP CONTRA	31
Total FP INCONS	158
Total FP COMP	14
Total FN	805

Total Scores
MCC	0.338
Average MCC ± 95% Confidence Intervals	0.375 ± 0.094
Sensitivity	0.215
Positive Predictive Value	0.539
Nr of predictions	43

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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
PDB_00828	Purine links to Rfam database...	0.54	0.41	0.73	11	2470	4	2	2	0	16
PDB_01051	Telomerase-cil links to Rfam database...	-0.01	0.00	0.00	0	899	4	2	2	0	13
PDB_01236	ykoK links to Rfam database...	0.00	0.00	0.00	0	11621	7	0	7	0	54
RFA_00416	Hammerhead_3 links to Rfam database...	0.63	0.40	1.00	6	1479	1	0	0	1	9
RFA_00434	Hammerhead_3 links to Rfam database...	0.63	0.40	1.00	6	1425	1	0	0	1	9
RFA_00436	Hammerhead_3 links to Rfam database...	0.63	0.40	1.00	6	1425	1	0	0	1	9
RFA_00442	Hammerhead_3 links to Rfam database...	0.63	0.40	1.00	6	1425	1	0	0	1	9
RFA_00446	Hammerhead_3 links to Rfam database...	-0.01	0.00	0.00	0	1481	4	0	4	0	15
RFA_00604	Telomerase-cil links to Rfam database...	0.00	0.00	0.00	0	13529	1	0	1	0	35
RFA_00664	Hammerhead_1 links to Rfam database...	0.59	0.50	0.70	7	980	4	0	3	1	7
RFA_00674	Hammerhead_1 links to Rfam database...	0.69	0.64	0.75	9	1116	4	0	3	1	5
RFA_00675	Hammerhead_1 links to Rfam database...	0.62	0.50	0.78	7	981	3	0	2	1	7
RFA_00677	Hammerhead_1 links to Rfam database...	0.72	0.64	0.82	9	979	2	0	2	0	5
RFA_00684	Hammerhead_1 links to Rfam database...	0.80	0.64	1.00	9	981	1	0	0	1	5
RFA_00703	Hammerhead_1 links to Rfam database...	0.54	0.36	0.83	5	4272	1	0	1	0	9
RFA_00716	Hammerhead_1 links to Rfam database...	0.56	0.43	0.75	6	938	3	0	2	1	8
RFA_00717	Hammerhead_1 links to Rfam database...	0.50	0.36	0.71	5	896	2	0	2	0	9
RFA_00730	s2m links to Rfam database...	0.91	0.83	1.00	10	893	1	0	0	1	2
RFA_00763	s2m links to Rfam database...	0.91	0.83	1.00	10	893	1	0	0	1	2
RFA_00765	s2m links to Rfam database...	0.91	0.83	1.00	10	893	1	0	0	1	2
RFA_00770	Corona_pk3 links to Rfam database...	0.54	0.56	0.53	10	1997	9	6	3	0	8
RFA_00773	Corona_pk3 links to Rfam database...	0.50	0.50	0.50	9	1935	9	6	3	0	9
RFA_00808	RydC links to Rfam database...	0.60	0.50	0.73	8	2005	4	0	3	1	8
SRP_00038	Bacteria_small_SRP links to Rfam database...	0.35	0.21	0.58	7	5038	5	1	4	0	26
SRP_00046	Bacteria_small_SRP links to Rfam database...	0.33	0.19	0.60	6	4743	4	1	3	0	26
SRP_00170	Bacteria_small_SRP links to Rfam database...	0.00	0.00	0.00	0	4091	4	0	4	0	25
SRP_00194	Bacteria_small_SRP links to Rfam database...	0.16	0.10	0.29	2	3233	5	2	3	0	19
SRP_00200	Bacteria_small_SRP links to Rfam database...	0.00	0.00	0.00	0	6888	15	1	14	0	36
SRP_00216	Bacteria_small_SRP links to Rfam database...	0.00	0.00	0.00	0	3396	7	1	6	0	27
SRP_00229	Bacteria_small_SRP links to Rfam database...	0.00	0.00	0.00	0	5246	7	2	5	0	27
SRP_00233	Bacteria_small_SRP links to Rfam database...	0.00	0.00	0.00	0	5141	10	1	9	0	33
SRP_00243	Bacteria_small_SRP links to Rfam database...	0.00	0.00	0.00	0	5140	11	1	10	0	31
SRP_00244	Bacteria_small_SRP links to Rfam database...	0.00	0.00	0.00	0	6891	12	1	11	0	39
SRP_00266	Bacteria_small_SRP links to Rfam database...	0.00	0.00	0.00	0	4647	9	1	8	0	29
SRP_00269	Bacteria_small_SRP links to Rfam database...	0.29	0.18	0.46	6	5037	7	0	7	0	27
SRP_00273	Bacteria_small_SRP links to Rfam database...	0.00	0.00	0.00	0	6778	8	1	7	0	40
SRP_00285	Bacteria_small_SRP links to Rfam database...	0.33	0.20	0.55	6	3730	5	0	5	0	24
SRP_00303	Bacteria_small_SRP links to Rfam database...	0.00	0.00	0.00	0	6665	5	1	4	0	32
SRP_00333	Bacteria_small_SRP links to Rfam database...	0.33	0.21	0.54	7	5138	6	0	6	0	27
SRP_00338	Bacteria_small_SRP links to Rfam database...	0.51	0.33	0.80	12	5445	4	0	3	1	24
SRP_00342	Bacteria_small_SRP links to Rfam database...	0.38	0.24	0.60	6	3995	4	0	4	0	19
SRP_00358	Bacteria_small_SRP links to Rfam database...	0.49	0.29	0.83	10	6316	2	1	1	0	25
SRP_00383	Bacteria_small_SRP links to Rfam database...	0.54	0.42	0.71	10	3226	4	0	4	0	14

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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 NanoFolder - scored higher in this pairwise comparison

1. Total counts & total scores for NanoFolder

2. Individual counts for NanoFolder [ 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 ]