Atlantic salmon from large Scottish east coast rivers - genetic stock identification: report

A report which investigates the potential to sample the genetic constitution of Atlantic salmon to work out which rivers they came from and whether it was possible to distinguish fish from among the large east coast rivers of Scotland.


Results

Quality Control

After the various QC measures outlined above were taken, combined with the full sib analysis, 125 individuals were removed, the final dataset contained genotypes for 69 microsatellites of 915 individuals from 40 sites, with an average N = 23 individuals per site. The average number of alleles per marker was 9.4 (± 4.2).

Genetic diversity

Details on within-site genetic diversity are given in Table 1, including average values across sites, together with the standard deviation (SD). After correction for multiple tests, genotypes in thirteen sites deviated significantly from the HW equilibrium.

Table 1 - Site-specific genetic diversity parameters. N: number of fish, Ar: Allelic richness, Ho: Observed heterozygosity, He: Expected heterozygosity, F: fixation index related to levels of inbreeding and pHW: probability associated with genotypes being in Hardy-Weinberg (HW) proportions. Mean and standard deviation (SD) are also presented. Significant deviations from HW equilibrium are shown in italics. Sites with multiple numbers in the first column were combined.
Site/s Sites (NEPS or combined) N Ar Ho He F pHW
85 KSFT_Shin_5 26 3.33 0.49 0.50 0.04 0.070
86 KSFT_Shin_7 29 3.54 0.53 0.52 -0.02 0.008
87 Kyle_Sutherland_2523 47 3.35 0.50 0.52 0.03 < 0.0001
59 Spey_001 46 3.88 0.52 0.55 0.07 < 0.0001
60 Spey_019 24 4.07 0.54 0.56 0.05 < 0.0001
61 Spey_024 29 3.71 0.53 0.54 0.03 0.013
62 Spey_060 27 3.76 0.54 0.55 0.02 0.753
63 Spey_138 29 3.87 0.52 0.54 0.05 0.009
64 Spey_139 28 3.76 0.54 0.54 0.01 0.094
18 Deveron_1623 15 3.53 0.53 0.52 -0.02 0.992
19, 26 Deveron_B 17 4.17 0.54 0.55 0.01 0.334
20, 28, 29, 35 Deveron_low 22 3.99 0.52 0.55 0.10 < 0.0001
31, 33, 34 Deveron_mid 18 3.77 0.55 0.54 -0.02 0.585
22, 24, 27, 30, 32 Deveron_upmost 13 3.35 0.51 0.49 -0.05 0.643
21, 25 Deveron_upper 24 3.87 0.53 0.54 0.02 0.417
37 Don_1809 31 4.55 0.48 0.65 0.26 < 0.0001
39 Don_1827 26 3.95 0.54 0.55 0.03 0.010
40 Don_1844 23 3.52 0.42 0.47 0.19 < 0.0001
43 Don_1934 11 3.12 0.43 0.37 -0.08 < 0.0001
38, 41 Don_lower 16 3.00 0.26 0.25 -0.05 0.024
36, 42 Don_middle 16 3.51 0.39 0.45 0.20 < 0.0001
11 Dee_186 19 4.17 0.46 0.57 0.20 < 0.0001
12 Dee_190 47 3.93 0.52 0.54 0.07 < 0.0001
13 Dee_195 15 3.65 0.54 0.52 -0.02 0.996
14 Dee_313 39 3.7 0.50 0.53 0.07 < 0.0001
15 Dee_314 29 4.65 0.48 0.63 0.25 < 0.0001
16 Dee_316 29 3.71 0.53 0.53 0.04 0.014
17 Dee_345 14 5.27 0.33 0.27 -0.19 0.073
48 Esk_2000 28 3.79 0.54 0.53 0.00 0.334
51 Esk_2027 10 3.68 0.53 0.52 -0.04 0.801
56 Esk_2111 15 4.32 0.52 0.60 0.14 < 0.0001
47, 50, 52 Esk_Luther 16 4.07 0.51 0.55 0.07 0.003
68 Tay_4106 24 3.63 0.55 0.53 -0.04 0.003
72 Tweed_4148 21 3.71 0.52 0.52 0.01 0.295
73 Tweed_4153 21 3.43 0.50 0.51 0.04 0.036
76 Tweed_4159 12 3.34 0.51 0.48 -0.06 0.997
77 Tweed_4160 14 3.69 0.53 0.53 0.00 0.118
79 Tweed_4276 16 3.7 0.53 0.52 -0.01 0.797
71, 74 Tweed_Leader 16 3.65 0.50 0.51 0.05 0.148
70, 75 Tweed_upper 13 3.65 0.52 0.51 -0.01 0.826
Mean 23 3.78 0.50 0.52 0.04
SD 10 0.42 0.06 0.07 0.09

Genetic structure

Supplementary table S1 details the differentiation parameters FST and DA. Average and SD values for those were 0.096 ± 0.122 and 0.317 ± 0.465, respectively. 507 out of the 780 (65%) pairwise comparisons were significant after FDR correction.

The optimal number of clusters in the dataset was K = 4. At that level, the sites from the rivers Oykel/Cassley/Shin and those from the River Tweed each form their own cluster (1: purple and 2: dark green in Fig. 2A, respectively). The majority of the sites from the River Don and a few from the River Dee (Dee_186, Dee_314 and Dee_345) are grouped in a third cluster (light green in Fig. 2A). The remainder of the sites encompassed the fourth group (lila in Fig. 2A). A geographical presentation of the clustering results is also given in Figure 2B.

Figure 2. A) Genetic clustering of individuals/sites into four groups as revealed by STRUCTURE. Each vertical line represents an individual and sites are delineated by a black line. Different clusters are indicated by different colours and individual membership to each of these clusters is given by those colours. B) Pie charts depicting the results of the clustering analysis to provide geographic representation of the various clusters. Bottom right: Enlargement of area highlighted by square on the bottom left.
A) is a visual representation of genetic clustering of individuals/sites. B) shows pie charts for the various clusters as they are spread over Scotland's map.

Self-assignment

At the first river-level and based on all fish (i.e. not using a probability cut-off), assignment accuracy varied from 33.3% for the River North Esk to 94.1% for the River Oykel (Table 2). After applying the 0.8 probability cut-off level, assignment accuracies increased. However, only the rivers Oykel/Cassley/Shin and Tweed met the required assignment accuracy condition (80% accuracy). These two rivers were thus retained as separate assignment units. The misassignments, together with geographic proximity, were used to combine low accuracy rivers into larger assignment units. This was carried out by combining the adjacent rivers Spey and Deveron into a new unit (SpeyDev); and the Don and Dee into another new unit (DonDee). Self-assignment was then performed to the new Level 2 assignment units, using the 0.8 probability cut-off.

Results of the first, river-level, assignment analysis. Table 2 presents the results of all fish assignments, whilst Table 3 includes the results when a probability cut-off of 0.8 is applied. Both accuracy and number of fish assigned for each river is shown in bold.

Table 2
All assignments Assigned to
River of origin Oykel/Cassley/Shin Spey Deveron Don Dee North Esk Tay Tweed
Oykel/Cassley/Shin 111 2 1 1 0 2 0 1
Spey 1 132 12 14 21 16 2 4
Deveron 1 41 29 8 19 10 1 4
Don 0 20 3 98 9 1 3 6
Dee 3 52 8 63 75 19 2 7
North Esk 2 25 3 12 12 26 2 5
Tay 0 6 0 1 1 1 16 0
Tweed 0 14 6 11 7 3 1 84
Accuracy % 94.1 45.2 46.8 47.1 52.1 33.3 59.3 75.7
Table 3
Prob cut-off >0.8 Assigned to
River of origin Oykel/Cassley/Shin Spey Deveron Don Dee North Esk Tay Tweed
Oykel/Cassley/Shin 107 2 1 0 0 1 0 1
Spey 1 115 6 6 13 11 2 2
Deveron 1 29 28 4 10 6 1 3
Don 0 12 1 96 3 0 1 5
Dee 2 36 6 56 60 14 1 4
North Esk 0 20 3 10 8 24 1 4
Tay 0 6 0 1 0 1 16 0
Tweed 0 11 3 5 5 3 1 79
Assigned % 94.1 79.1 77.4 85.6 68.8 76.9 85.2 88.3
Accuracy % 96.4 49.8 58.3 53.9 60.6 40.0 69.6 80.6

At Level 2, both accuracy and percentage of fish assigned for SpeyDev and DonDee had increased, but were still not meeting the conditions required (Table 4). The majority of misassignments were between the regions SpeyDev, DonDee and the River North Esk. As such, these were combined into a larger unit, termed “East” and a Level 3 self-assignment carried out.

Table 4 - Level 2 assignment results, with a probability cut-off of 0.8 applied.
Prob cut-off >0.8 Assigned to
Assignment unit Oykel/Cassley/Shin SpeyDev DonDee North Esk Tay Tweed
Oykel/Cassley/Shin 107 3 0 1 0 1
SpeyDev 2 192 39 17 3 5
DonDee 2 59 222 14 2 9
North Esk 0 24 18 24 1 4
Tay 0 6 1 1 16 0
Tweed 0 14 12 3 1 79
Assigned % 94.1 84.7 82.5 76.9 85.2 88.3
Accuracy % 96.4 64.4 76.0 40.0 69.6 80.6

At Level 3, assignment accuracy of fish assigned to the “East” met the accuracy threshold (Table 5). However, the assignment accuracy of the River Tay was still below the set threshold and misassignments were to the “East” group. As such, the Tay site was included within the larger “East” region and a final self-assignment carried out.

Table 5 - Level 3 assignment results, with a probability cut-off of 0.8 applied.
Prob cut-off >0.8 Assigned to
Assignment unit Oykel/Cassley/Shin East1 Tay Tweed
Oykel/Cassley/Shin 107 6 0 1
East1 4 707 6 18
Tay 0 9 16 0
Tweed 0 32 1 79
Assigned % 94.1 95.7 88.5 90.7
Accuracy % 96.4 93.8 69.6 80.6

At the final level, all rivers/regions met the assignment accuracy threshold, with 93.8% of fish assigned with 95.9% accuracy to the three defined assignment units. Assignment details are given in Table 6.

Table 6 - Final assignment results, with a probability cut-off of 0.80 applied.
Prob cut-off >0.8 Assigned to
Assignment unit Oykel/Cassley/Shin East2 Tweed
Oykel/Cassley/Shin 107 6 1
East2 4 749 18
Tweed 0 33 79
Assigned % 94.1 96.8 90.7
Accuracy % 96.4 95.1 80.6

Contact

Email: ScotMER@gov.scot

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