Request for Feedback on Trinity de novo Assembly Results

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Miguel

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Jul 17, 2025, 3:09:39 PMJul 17

to trinityrnaseq-users

Hi everyone,

I hope you're doing well.

I am working on a de novo assembly using Trinity with 21 paired-end libraries. I've performed a few test runs using different parameters and obtained the following statistics:

Assembly 1
Trinity parameters:
--seqType fq --left Rm01_1.trimmed.fq.gz, ..., Rm21_1.trimmed.fq.gz --right Rm01_2.trimmed.fq.gz, ..., Rm21_2.trimmed.fq.gz --CPU 6 --max_memory 20G

Total Trinity 'genes': 12,887
Total Trinity transcripts: 40,183
GC content: 62.96%

Stats for all transcripts:

N50: 7,327 bp
Median contig length: 1,999 bp
Average contig length: 3,542.02 bp
Total assembled bases: 142,328,846

Stats for only the longest isoform per gene:

N50: 5,580 bp
Median contig length: 328 bp
Average contig length: 1,478.32 bp
Total assembled bases: 19,051,173

Assembly 2
Trinity parameters:
Same as above, with --min_kmer_cov 2

Total Trinity 'genes': 8,464
Total Trinity transcripts: 36,175
GC content: 63.05%

Stats for all transcripts:

N50: 7,226 bp
Median contig length: 2,825 bp
Average contig length: 4,093.31 bp
Total assembled bases: 148,075,523

Stats for only the longest isoform per gene:

N50: 5,960 bp
Median contig length: 394.5 bp
Average contig length: 2,042.10 bp
Total assembled bases: 17,284,338

Assembly 3
Trinity parameters:
Same as above, with --min_kmer_cov 3 --jaccard_clip

Total Trinity 'genes': 9,741
Total Trinity transcripts: 41,759
GC content: 62.89%

Stats for all transcripts:

N50: 3,406 bp
Median contig length: 1,889 bp
Average contig length: 2,360.00 bp
Total assembled bases: 98,551,080

Stats for only the longest isoform per gene:

N50: 3,045 bp
Median contig length: 1,216 bp
Average contig length: 1,730.70 bp
Total assembled bases: 16,858,754

In the first two assemblies, I observed excellent N50 values and general metrics. However, I noticed a dramatic decrease in the median isoform length. In contrast, the third assembly, while having a lower N50, shows a significantly higher median isoform length.

I am concerned that the decrease in isoform lengths could affect downstream analyses such as functional annotation and differential expression. I would greatly appreciate your thoughts and feedback on these results.

Best regards,

Brian Haas

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Jul 18, 2025, 1:25:50 PMJul 18

to Miguel, trinityrnaseq-users

Hi,

We have some documentation here on various QC stats we use for Trinity:
https://github.com/trinityrnaseq/trinityrnaseq/wiki/Transcriptome-Assembly-Quality-Assessment

I'd focus more on the number of full-length transcripts and the ExN50 values - an N50 calc that's expression-aware.

BUSCO is also super useful.

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