eDNA technology offers a non-invasive, replicable, and observer-independent method for monitoring biodiversity.

However, “eDNA” now refers to a wide range of protocols that vary greatly in sophistication – raising a critical question: are they all equally effective?

To explore this, we compared SPYGEN’s standard protocol for freshwater environments (30 L, 12 PCR replicates, 500K reads) with a simulated result of a basic protocol (2 L of water filtered, 8 PCR replicates, 100K reads) in a real river site in Germany.

  • 33% of species went undetected and
  • 67% of threatened species were missed with the basic protocol.

Why this matters?

Rigorous eDNA technologies are crucial. Inadequate methods may overlook rare species of high conservation or scientific value, resulting in misleading data and flawed conservation, management, or scientific conclusions.

When comparing eDNA protocols, keep in mind these 3 key elements:

  1. Sampling strategy matters: because eDNA is highly localized, filtering larger water volumes along integrated transects (vs. fixed points) captures more eDNA, providing a more complete and accurate biodiversity snapshot of the site.
  2. PCR replicates increase detection probability: using 12 PCR replicates means amplifying DNA in 12 independent subsamples, significantly boosting detection rates and minimizing false negatives, especially when paired with our high-performance primers.
  3. Sequencing depth drives detection power: The more DNA strands sequenced, the greater the chance of detecting and identifying species. Analyzing 500,000 DNA reads greatly improves the detection of rare and low-abundance species, up to 5x more than standard 100,000-reads approaches.
Dive into the findings below:
Sampling approach

Location: Niederaltaich (Germany).

Ecosystem: Danube River.

Sampling method: Filtering 30 L of freshwater using SPYGEN high-capacity filters on a boat moving from side to side.

Taxonomic group: fishes, via SPYGEN’s teleo primer.

Species and corresponding detected sequencing reads: see below.

Common Name Scientific Name IUCN Status SPYGEN Protocol

Liters of Water Filtered = 30 L
No of PCR Replicates = 12
Sequencing Depth = 500 thousand
Basic Protocol

Liters of Water Filtered = 2 L
No of PCR Replicates = 8
Sequencing Depth = 100 thousand
Common bream Abramis brama LC 50,422 10,084
Bleak Alburnus alburnus LC 36,585 7,317
Asp Aspius aspius LC 2,132 426
Barbel Barbus barbus LC 63,428 12,686
Vimba bream Bsapa_Bbjoernkna_Vvimba LC 3,991 798
White-finned gudgeon Ggobio_Ralbipinnatus LC 3,848 770
Ide / Common dace / Bleak Lidus_Lleuciscus_Pcultratus LC 3,755 751
Roach Rutilus rutilus LC 13,944 2,789
Danube roach Rutilus virgo LC 6,417 1,283
European chub Squalius cephalus LC 2,694 539
European perch Perca fluviatilis LC 1,365 273
Schneider / Spirlin Alburnoides bipunctatus LC 698 Not Detected
Danube gudgeon Romanogobio uranoscopus LC 23 Not Detected
Stone loach Barbatula barbatula LC 155 Not Detected
Ruffe Gymnocephalus sp. LC 872 Not Detected
Pike-perch / Zander Sander sp. LC 328 Not Detected
Streber Zingel streber LC 364 Not Detected
Brown trout Salmo trutta LC 287 Not Detected
Pumpkinseed Lepomis gibbosus INVASIVE 2,266 453
Racer goby Babka gymnotrachelus INVASIVE 1,891 378
Round goby Neogobius melanostomus INVASIVE 8,868 1,774
Bighead goby Ponticola kessleri INVASIVE 4,827 965
Tubenose goby Proterorhinus semilunaris INVASIVE 2,632 526
Nase / Souffia Cnasus_Tsouffia NT/LC 7,705 1,541
Italian roach / Pigus roach Rutilus pigus VU 5,360 1,072
Sterlet Acipenser ruthenus EN 22 Not Detected
European eel Anguilla anguilla CR 52 Not Detected

This comparison is based on a simulated outcome derived from linear modelling of a simplified eDNA protocol and is intended for illustrative purposes only. It does not reflect the validated protocols of any specific provider. The aim is to demonstrate how key methodological parameters, such as water volume, number of PCR replicates, and sequencing depth, affect detection power and how easily species, including threatened ones, can be missed when protocols are underpowered.

The model evaluates expected species detection loss due to successive reductions in: (i) filtered water volume from 30 L to 2 L (15×), (ii) PCR replicates from 12 to 8 (1.5×), and (iii) sequencing depth from 500,000 to 100,000 reads (5×), all leading to reduction in usable eDNA signal. Estimated species loss is calculated based on the probability of falling below a detection threshold of 10 unique reads per species, used to avoid false positives. This is a theoretical exercise intended solely to illustrate general methodological considerations. It is not intended to evaluate, criticize, or compare the performance of any specific commercial provider.

Spygen’s standard protocol for marine and freshwater environments foresees filtering 30 liters of water per filter, with 2 filters used on the same site (i.e., 60 liters filtered in the same integrative transect), empirical experiences indicates that this approach further enhances detection power.