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Table 1 Summary of 24 candidate biomarkers in the aquatic environment of E. gracilis

From: Microalgal photoautotrophic growth induces pH decrease in the aquatic environment by acidic metabolites secretion

BK

Super class

XBP-pKa

NNP-pKa

EXP-pKa

1-Deoxy-d-xylulose 5-phosphate

OOC

1.56

1.70

–

2,3-Dihydroxybutanedioic acid

OOC

3.13

2.86

–

Fumaric acid

OAD

3.31

3.09

3.02

trans-Aconitic acid

OAD

2.87

3.16

–

Ethyl glucuronide

OOC

3.65

3.45

–

Benzoic acid

BZO

4.15

3.54

4.21

Itaconic acid

LLM

3.48

3.65

3.9

N-Acetylglutamic acid

OAD

3.42

3.69

–

Methylsuccinic acid

LLM

3.92

3.86

–

l-Homocysteic acid

OAD

3.58

3.90

–

Homogentisic acid

BZO

4.24

4.17

4.4

3-Hydroxycapric acid

OAD

4.68

4.55

–

Dihydrolipoate

LLM

4.82

4.86

–

3-Methoxyanthranilate

BZO

4.99

4.86

–

Ochratoxin A

PPP

3.54

5.38

–

cis-Coutaric acid

OAD

2.48

5.63

–

Palmitic acid

LLM

7.02

5.81

–

16-Methylheptadecanoic acid

LLM

7.08

6.33

–

Imidazoleacetic acid

OHC

5.44

6.56

–

l-Gulonolactone

OHC

7.04

8.42

–

Uracil

OHC

9.40

8.95

9.42

N-Methylsalsolinol

OHC

9.92

9.34

–

Levoglucosan

OHC

12.37

10.64

–

6-Deoxyfagomine

OHC

11.63

15.02

–

H2O (control)a

 

14.00

 
  1. The lower the pKa value, the stronger the acid; XBP- and NNP-pKa represent pKa predicted via XGBoost and Neural Network, respectively; EXP-pKa represents experimental pKa coming from the sub-database of iBonD. For more details, please click http://ibond.nankai.edu.cn. athe pKa value of H2O is 14.00 instead of 15.70, according to Silverstein and Heller [46]
  2. BK candidate biomarkers, OOC organic oxygen compounds, OAD organic acids, and derivatives, LLM lipids and lipid-like molecules, OHC organoheterocyclic compounds, BZO benzenoids, PPP phenylpropanoids, and polyketides; pKa = − log10 Ka, at 25 °C