| Literature DB >> 34988398 |
Ashifa Nizam1, Suraj Prasannakumari Meera2, Ajay Kumar1.
Abstract
Mangroves are halophytic plants belonging to diverse angiosperm families that are adapted to highly stressful intertidal zones between land and sea. They are special, unique, and one of the most productive ecosystems that play enormous ecological roles and provide a large number of benefits to the coastal communities. To thrive under highly stressful conditions, mangroves have innovated several key morphological, anatomical, and physio-biochemical adaptations. The evolution of the unique adaptive modifications might have resulted from a host of genetic and molecular changes and to date we know little about the nature of these genetic and molecular changes. Although slow, new information has accumulated over the last few decades on the genetic and molecular regulation of the mangrove adaptations, a comprehensive review on it is not yet available. This review provides up-to-date consolidated information on the genetic, epigenetic, and molecular regulation of mangrove adaptive traits.Entities:
Keywords: Environmental issues; Plant biology; Plant evolution
Year: 2021 PMID: 34988398 PMCID: PMC8693430 DOI: 10.1016/j.isci.2021.103547
Source DB: PubMed Journal: iScience ISSN: 2589-0042
Figure 1Major evolutionary events in the evolution of mangroves from terrestrial plants based on genomic studies and fossil records
Whole genome duplication (∼70 Myrs ago) and the subsequent PETM conditions (temperature decreases from dark to light) aided in the emergence of mangroves from the terrestrial flora. PETM is also responsible for the first occurrence of most of the mangrove clades during the Paleocene-Eocene epoch. Diversification of Rhizophoraceae into the mangrove and non-mangrove species represented by black and yellow lines, respectively, is depicted in the phylogenetic tree (Xu et al., 2017). Different mangrove genera are positioned within the geological timescale based on the relative dating of respective leaf (represented with green leaf), wood (represented with tree), and pollen (represented with stars) fossil records (Srivastava and Prasad, 2019).
Figure 2Environmental stresses dominating intertidal zones and unique mangrove adaptive traits to these conditions
The exposure of mangroves to harsh environmental stresses such as temperature shifts (heat stress and cold stress), heavy metal toxicity, difficulty in uptaking nutrients, waterlogging, hypoxia, and salinity (shown on left side) share and overlap various signaling pathways ultimately leading to the emergence of adaptive features in mangroves (shown on right side). Salt glands in leaves excrete excess salt whereas root ultrafiltration resists its intake. Vivipary helps propagules to escape salinity during germination while attached to the parent plant. Aerenchyma of pneumatophores ensures oxygen supply under hypoxia and water logging.
Figure 3Cellular homeostasis pathways in connection to ROS induced anatomical variations
The process of accumulating apoplastic barriers (lignification, suberin lamellae formation, and casparian thickening) within the root structures give anatomical resistance to salt invasion which may complement ultrafiltration by mangrove root cell transporters. The activation of SOS1 (Na+/H+ antiporter of plasma membrane) is facilitated by the SOS2-SOS3 complex whereas GI inhibits SOS1 by holding back SOS2. The mechanism of SOS1 ion transport relies on H+ATPases for the generation of electrochemical gradients which in turn are regulated by “14-3-3” protein. On the other hand, vacuolar Na+/H+ antiporters (NHX1) are responsible for compartmentalization of excess ions. ROS, the primary accumulators within the stressed mangrove cell directly damage nuclear DNA which is reversed by repair mechanisms involving replication factor C 1 (RFC1), proliferating cell nuclear antigen (PCNA), UV hypersensitive protein 3 (UVH3), and replication factor A1 (RFA1). The intact DNA encodes proteins involved in suberin synthesis like ABC TFs, CYP94B1, and WRKY33. The enzymatic activity of superoxide dismutase (SOD) detoxifies ROS into H2O2 which may have different fates within the cell. H2O2 easily diffuses through plasma membranes via aquaporins and acts as ROS signaling molecule in abscisic acid (ABA)-induced stomatal closure. H2O2 is also supposed to be mediating lignin biosynthesis. Excess H2O2 is finally converted to H2O by peroxidases. Within the figure, A and B represent lignin (Blue) deposition in the stellar region and casparian strips (Green) in the endodermis of mangrove root.
Viviparous and non-viviparous germination among true mangroves and mangrove associates
| Sl. No. | Mangrove species | TM | Reference(s) |
|---|---|---|---|
| Viviparous | |||
| 1 | TM; Myrsinaceae | ( | |
| 2 | TM; Myrsinaceae | ( | |
| 3 | TM; Plumbaginaceae | ( | |
| 4 | TM; Plumbaginaceae | ( | |
| 5 | TM; Avicenniaceae | ( | |
| 6 | TM; Avicenniaceae | ( | |
| 7 | TM; Avicenniaceae | ( | |
| 8 | TM; Avicenniaceae | ( | |
| 9 | TM; Avicenniaceae | ( | |
| 10 | TM; Avicenniaceae | ( | |
| 11 | TM; Avicenniaceae | ( | |
| 12 | TM; Avicenniaceae | ( | |
| 13 | MA; Lecythidaceae | ( | |
| 14 | TM; Rhizophoraceae | ( | |
| 15 | TM; Rhizophoraceae | ( | |
| 16 | TM; Rhizophoraceae | ( | |
| 17 | TM; Rhizophoraceae | ( | |
| 18 | TM; Rhizophoraceae | ( | |
| 19 | TM; Rhizophoraceae | ( | |
| 20 | TM; Rhizophoraceae | ( | |
| 21 | TM; Rhizophoraceae | ( | |
| 22 | TM; Rhizophoraceae | ( | |
| 23 | TM; Rhizophoraceae | ( | |
| 24 | TM; Rhizophoraceae | ( | |
| 25 | TM; Rhizophoraceae | ( | |
| 26 | MA; Fabaceae | ( | |
| 27 | TM; Pellicieraceae | ( | |
| 28 | TM; Arecaceae | ( | |
| 29 | TM; Rhizophoraceae | ( | |
| 30 | TM; Rhizophoraceae | ( | |
| 31 | TM; Rhizophoraceae | ( | |
| 32 | TM; Rhizophoraceae | ( | |
| 33 | TM; Rhizophoraceae | ( | |
| 34 | TM; Rhizophoraceae | ( | |
| Non-viviparous | |||
| 35 | MA; Acanthaceae | ( | |
| 36 | TM; Acanthaceae | ( | |
| 37 | TM; Pteridaceae | ( | |
| 38 | TM; Pteridaceae | ( | |
| 39 | TM; Pteridaceae | ( | |
| 40 | MA; Malvaceae | ( | |
| 41 | TM; Fabaceae | ( | |
| 42 | TM; Fabaceae | ( | |
| 43 | TM; Combretaceae | ( | |
| 44 | MA; Lythraceae | ( | |
| 45 | MA; Fabaceae | ( | |
| 46 | MA; Ebenaceae | ( | |
| 47 | MA; Bignoniaceae | ( | |
| 48 | MA; Euphorbiaceae | ( | |
| 49 | MA; Euphorbiaceae | ( | |
| 50 | MA; Malvaceae | ( | |
| 51 | MA; Malvaceae | ( | |
| 52 | MA; Malvaceae | ( | |
| 53 | TM; Combretaceae | ( | |
| 54 | TM; Combretaceae | ( | |
| 55 | TM; Combretaceae | ( | |
| 56 | MA; Fabaceae | ( | |
| 57 | TM; Myrtaceae | ( | |
| 58 | MA; Malvaceae | ( | |
| 59 | MA; Malvaceae | ( | |
| 60 | MA; Lythraceae | ( | |
| 61 | TM; Lythraceae | ( | |
| 62 | TM; Lythraceae | ( | |
| 63 | TM; Lythraceae | ( | |
| 64 | TM; Lythraceae | ( | |
| 65 | TM; Lythraceae | ( | |
| 66 | TM; Lythraceae | ( | |
| 67 | TM; Rubiaceae | ( | |
| 68 | MA; Bignoniaceae | ( | |
| 69 | MA; Malvaceae | ( | |
| 70 | TM; Meliaceae | ( | |
| 71 | TM; Meliaceae | ( | |
indicates crypto vivipary.
Tm indicates true mangrove.
Ma indicates mangrove associate.
Figure 4Evolution of mangrove vivipary
(A–C) Delay of germination 1 (DOG1) is the key gene determining type of seed germination in mangroves. Active DOG1 promotes normal fruit development (A) whereas modified DOG1 without heme-binding property results in cryptovivipary (B) A complete loss of DOG1 is responsible for the development of viviparous propagules (C) which in turn is initiated once ABA-mediated signaling is switched off and GA comes into action. The ABA concentration decreases during vivipary and GA increases. Hence, genes related to ABA degradation and GA biosynthesis are upregulated during propagule development. Other genes related to seed germination are BRIZ2, HSD, CYP724B1, and LAC15, of which, LAC15 acts as a negative regulator and hence maintains a lower expression status of the said gene to attain vivipary. HSD acts as the terminator of seed dormancy whereas LAC15 promotes proanthocyanidin (PA) biosynthesis. The expression of LAC15 is blocked to reduce PA concentration and help loosen seed coat to attain viviparous germination.
Figure 5Hormonal crosstalk in mangrove adaptations to intertidal conditions
The regulatory roles of various plant hormones span over different adaptive responses such as vivipary, osmotic homeostasis, and specialized root structure formation. In the absence of DOG1, ABA pathway is inhibited, while GA biosynthesis is promoted leading to seed germination in vivipary. Dotted lines represent decreased or no action. Binding of ABA to PP2C breaks off its inhibitory action on SnRK2. SnRK2 phosphorylates the transcription factors and promotes gene expression of ABA biosynthesis genes leading to stomatal closure. Stomatal opening and closure is controlled by ABA as a measure to maintain osmotic balance. Under hypoxia, PP2C genes are upregulated which inhibits phosphorylation of TFs by SnRK2, thus lower expression of ABA-responsive genes and increase rate of aerenchyma formation. ERF1 gene is upregulated which promotes gene expression of ethylene-responsive genes and thereby functions in root aerenchyma formation. Upregulated and downregulated genes are represented by upward and downward arrows.
List of stress-responsive genes with potential roles in the survival of mangroves under extreme conditions in the tropical intertidal environments
| Gene | Mangrove species; part; expression | Functional role(s) in mangroves | Reference(s) |
|---|---|---|---|
| Ko; Chl; Up | Protein folding and transportation during cold stress | ( | |
| Ko; Rt; Up under Cd stress | Stimulate activity of catalase and glutathione reductase enzyme to reduce ROS levels | ( | |
| Ko; Exodermis and epidermis of Rt; Up under Cd stress | Stimulate ascorbate peroxidase activity to reduce H2O2 levels | ( | |
| Am; Lv; Up | Involved in the stress-responsive signaling pathway | ( | |
| Ac; Lv; Up under cold stress | Involved in the stress-responsive signaling pathway | ( | |
| Ko; Lv, Rt; Up | Involved in the stress-responsive signaling pathway and crosstalk between hormone signaling pathways | ( | |
| Bg; Lv; Up | Involved in short-term cold tolerance | ( | |
| Ac; Rt, Lv; Up | Heavy metal tolerance and detoxification | ( | |
| Am; Lv; Up | Heavy-metal tolerance and detoxification | ( | |
| Kc; Sht; Up | Zinc, cadmium, and mercury tolerance | ( | |
| Sa; Lv; Up | Removal of reactive oxygen species | ( | |
| Sa; Highly expressed in Fr, moderate in Lv; Up (Lv), Dw (Rt) | Removal of reactive oxygen species | ( | |
| Kc; Lv; Up | DNA repair under salinity stress | ( | |
| Kc; Lv; Up | DNA repair under salinity stress | ( | |
| Kc; Lv; Up | DNA repair under salinity stress | ( | |
| Kc; Lv; Up | DNA repair under salinity stress | ( | |
| Ac; Lv; Gene retained after WGD | Regulates SOS signaling pathway | ( | |
| Kc; Rt; Dw | Regulation of water in the cytoplasm during salinity stress | ( | |
| Ko; Rt; Up | Specifically expressed in root tissues | ( | |
| Ko; Rt; Up | Component of salt tolerance mechanism in root tissues | ( | |
| Bc; Rt; Up | Release SOS2 protein involved in SOS- signaling pathway while degrading under salt stress | ( | |
| Ai; Lv; Rt; Positively regulated gene | Increase salt tolerance by positively regulating plasma membrane NA+/H+ antiport activity | ( | |
| Ao; Rt; Up | Involved in suberin biosynthesis | ( | |
| Am; Rt; Up | Increases ethylene production and help in the formation of aerenchyma | ( | |
| Am; Rt; Up | Negatively regulates ABA signaling | ( | |
| Am; Rt; Dw | Involved in ABA signaling and regulate aerenchyma formation | ( | |
| Am; Rt; Up | Initiation of pneumatophore formation | ( | |
| Am; Rt; Up | Initiation of pneumatophore formation | ( | |
| Am; Rt; Up | Formation of statoliths and negative gravitropism in pneumatophores | ( | |
| Am; Rt; Up | Formation of statoliths and negative gravitropism in pneumatophores | ( | |
| Am; Rt; Up | Formation of statoliths and negative gravitropism in pneumatophores | ( | |
| Am; Rt; Up | Formation of statoliths and negative gravitropism in pneumatophores | ( | |
| Ai; Lv, Rt; Positively selected genes | Inhibits oxidative damage caused by ROS in chloroplast | ( | |
| Ac; Lv; Up | Osmoregulation under salinity stress | ( | |
| Ac; Lv; Up | Regulate water loss under osmotic stress | ( | |
| Ao; Lv; Up | Regulate osmotic damage by accumulating ions into vacuoles | ( | |
| Ao; Lv; Up | Regulate osmotic damage by accumulating ions into vacuoles | ( | |
| Am; Lv; Up | Salt secretion | ( | |
| Am; Lv; Up | Provide ATP to vacuolar antiporters | ( | |
| Am; Lv; Up | Salt secretion (removes salt from cytoplasm to apoplast) | ( | |
| Am; Lv; Up | Ion sequestration in vacuoles | ( | |
| Ko; Lv; Up | Regulate water loss under osmotic stress | ( | |
| Ko; Lv; Up | Regulates K+ efflux and thereby opening and closing of stomatal aperture | ( | |
| Bg; Lv; Up | Maintenance of the PSII system | ( | |
| Ao; Lv; Up | Expressed in salt glands under salinity stress | ( | |
| Am; Lv; Up | Role as osmoprotectant under salinity stress | ( | |
| Am; Lv; Up | Transport of osmoprotectants under salinity stress | ( | |
| Ac; Lv; Up | Osmoregulation under salinity and heat stress | ( | |
| Kc; Rt, Lv; Up | Synthesis of triterpenoids and osmoregulation | ( | |
| Kc; Rt; Up | Regulates plasma membrane fluidity | ( | |
| Bg; Rt; Up | Synthesis of triterpenoids and membrane integrity | ( | |
| Bg; Rt; Up | Synthesis of triterpenoids and membrane integrity | ( | |
| Kc; Lv; Up | May have role in cell wall formation | ( | |
| Kc; Lv; Up | May have role in cell wall formation | ( | |
| Kc; Lv; Up | May have role in cell wall formation | ( | |
| Kc; Lv; Up | Reactive oxygen species scavenging | ( | |
| Kc; Lv; Up | Reactive oxygen species scavenging | ( | |
| Kc; Lv; Up | Reactive oxygen species scavenging | ( | |
| Kc; Lv; Up | Osmoregulation by accumulating flavonoids in vacuoles and cytoplasm | ( | |
| Kc; Lv; Up | Osmoregulation by accumulating flavonoids in vacuoles and cytoplasm | ( | |
| Kc; Lv; Up | Osmoregulation under salt stress | ( | |
| Kc; Lv; Up | Production of osmolyte glutamate | ( | |
| Kc; Lv; Up | Production of osmolyte glutamate | ( | |
| Kc; Lv; Up | Inositol 1, 4, 5-trisphosphate (IP3) signaling | ( | |
| Rm; Lv; Up | Glutathione dependent conversion of cytotoxic methylglyoxal into lactate | ( | |
| Rm; Lv; Up | Glutathione dependent conversion of cytotoxic methylglyoxal into lactate | ( | |
| Rm; Lv; Up | Glutathione independent conversion of cytotoxic methylglyoxal into lactate | ( | |
| Ko; Lv; Up | Osmoregulation under salt stress | ( | |
| Mp; Pm, Nucleus; Up | Help in proline accumulation and salt stress signaling | ( | |
| Ai; Lv, Rt; Positively selected gene | Synthesis of glutathione, an antioxidant | ( | |
| Ai; Lv, Rt; Positively selected gene | Synthesis of proline, an osmolyte | ( | |
| Sa; Lv; Up | Participates in the phytohormone-signaling during salt stress | ( | |
| Ac, Cb, Ko; Fr, seed, embryo; presence of modified gene product | Loss of heme-binding property could explain emergence of crypto vivipary | ( | |
| Ko; Fr; Dw | Regulation of signaling pathways and seed germination | ( | |
| Ko; Embryo; Dw | Suppression of ABA biosynthesis promotes early germination | ( | |
| Ko; Embryo; Dw | Suppression of ABA biosynthesis promotes early germination | ( | |
| Ko; Embryo; Dw | Suppression of ABA biosynthesis promotes early germination | ( | |
| Ko; Embryo; Dw | Suppression of ABA biosynthesis promotes early germination | ( | |
| Ko; Embryo; Dw | Control germination and growth of propagules by degradation of ABA | ( | |
| Ko; Embryo; Dw | Promotes germination of viviparous propagules | ( | |
| Ko; Embryo; Dw | Promotes germination of viviparous propagules | ( | |
| Ko; Embryo; Dw | Promotes germination of viviparous propagules | ( | |
| Ko; Embryo; Dw | Promotes germination of viviparous propagules | ( |
Ko, Kandelia obovata; Am, Avicennia marina; Ac, Aegiceras corniculatum; Bg, Bruguiera gymnorrhiza; Kc, Kandelia candel; Sa, Sonneratia alba; Bc, Bruguiera cylindrica; Ai, Acanthus ilicifolius; Ao, Avicennia officinalis; Rm, Rhizophora mucronata; Mp, Millettia pinnata; Cb, Carallia brachiata; Chl, Chloroplast; Rt, Root; Lv, Leaves; Sht, Shoot; Fr, Fruit; Pm, Plasma membrane, Up, Upregulated, Dw, Down regulated.
The table provides species and tissue specific expression status of the genes and their potential functional roles in mangroves. The detailed version of this table is provided as a Table S1 (Table S1).
Non-coding RNAs, their targets, and potential roles in mangroves
| ncRNA; mangrove species | Target; analytical method(s) used | Putative function; tissue specific expression | Reference(s) |
|---|---|---|---|
| siRNA (24 nt); | Gypsy elements in LTR; computational analysis | Silencing of transposable elements by CHH methylation; Up, Lv | ( |
| miR156 | Squamosa promoter-binding protein (SBPs); computational analysis and qRT-PCR validation | Transition from vegetative phase to reproductive phase by reducing apical dominance and flowering; Up, Lv, Rt | ( |
| miR160; | Auxin-responsive factor (ARF); computational analysis and qRT-PCR validation | Modulation of hormonal homoeostasis to regulate root cap formation and floral organ identity; Up, Lv, Rt | ( |
| miR166; | Homeodomain leucine zipper (HD-ZIPs); computational analysis and qRT-PCR validation | Regulation of plant development including shoot meristem formation, leaf polarity, flower, root, and vascular development. | ( |
| miR390; | Trans-acting siRNA 3 (TAS3); computational analysis and qRT-PCR validation | Regulation of plant development including leaf polarity; Up, Lv, Sht | ( |
| miR397; | Beta-6 tubulin and laccase; computational analysis and qRT-PCR validation | Regulation of environmental stress responses. | ( |
| miR156/7; | SPB box gene TFs; computational analysis | Regulation of phase transitions, flowering time, and floral identity | ( |
| miR396; | Growth Regulating Factor (GRF) TFs; computational analysis | Regulation of plant growth and development, stress, and disease resistance; Up, Lv | ( |
| miR529; | Proton-dependent oligopeptide transporter (OPT); computational analysis | Regulation of environmental stress responses, transport of oligopeptides and proteins; Up, Rt | ( |
| TAS3 tasiRNAs; | Regulation of gene expression and chromatin structure stability to withstand long-term stress exposure; Up, Lv | ( | |
| miR169; | Nuclear factor Y (NF-Ys); computational analysis and detection of miRNA cleavage site using 5′ RACE | Regulation of embryo development, seed germination, hypocotyl elongation, and responses to drought and salt stress; Dw, Lv, Flw bud | ( |
| miR396; | Rhodanese/cell cycle control phosphatase ( | Regulation of leaf senescence and defense responses; Dw, Lv, Flw bud | ( |
| miR398; | Cu/Zn superoxide dismutases; computational analysis and detection of miRNA cleavage site using 5′ RACE | Regulate gene expression under copper deprivation and oxidative stress | ( |
| miR395; | ATP sulfurylase; computational analysis and detection of miRNA cleavage site using 5′ RACE | Regulate gene expression under sulfur stress and involved in pathogen defense; Up, Lv | ( |
| bgy_miR1001; | Casein kinase II; computational analysis and detection of miRNA cleavage site using 5′ RACE | Regulation of circadian rhythm | ( |
| Bgy-tasiRNA1; | Specification of organ polarity and morphogenesis; Up, Lv | ( | |
| Bgy-tasiRNA2; | Specification of organ polarity and morphogenesis; Up, Lv | ( | |
| Bgy-tasiRNA3; | TATA-binding protein-associated factor 5 (TAF5); computational analysis and detection of miRNA cleavage site using 5′ RACE | Pol II transcription initiation, histone acetylation, and chromatin modification; Up, Lv | ( |
| Bgy-tasiRNA4; | Hydroxyproline-rich glycoprotein (HRGP); computational analysis and detection of miRNA cleavage site using 5′ RACE | Regulation of abiotic and biotic stress responses; Up, Lv | ( |
Up, Up regulated; Dw, Down regulated; Lv, Leaves; Rt, Root; Sht, Shoot; Flw bud, Flower bud.
Tissue-specific expression is not specified.
Information regarding putative function obtained from non-mangrove study.
Comparison of mangrove chloroplast genomes
| Mangrove species | Total sequence length (bp) | Large single copy (LSC) region (bp) | Small single copy (SSC) region (bp) | Inverted repeat (IR) regions (bp) | No of genes | Protein coding genes | No of genes coding tRNA | No of genes coding rRNA | GC content (%) | Reference(s) |
|---|---|---|---|---|---|---|---|---|---|---|
| 147,909 | 88,331 | 17,772 | 20,903 | 112 | 78 | 30 | 4 | 38.15 | ( | |
| 150,279 | 82,552 | 17,523 | 25,117 | 132 | 87 | 37 | 8 | 38.6 | ( | |
| 152,288 | 83,088 | 17,924 | 25,638 | 133 | 88 | 37 | 8 | 39 | ( | |
| 159,687 | 88,323 | 18,558 | 26,403 | 130 | 85 | 37 | 8 | 37.01 | ( | |
| 159,473 | 88,056 | 18,613 | 26,402 | 130 | 85 | 37 | 8 | 36.97 | ( | |
| 158,311 | 87,113 | 18,886 | 25,156 | 130 | 85 | 37 | 8 | 36.97 | ( | |
| 160,672 | 89,071 | 18,886 | 26,353 | 130 | 85 | 37 | 8 | 37 | ( | |
| 168,244 | 94,869 | 20,088 | 26,618 | 129 | 84 | 37 | 8 | 34.6 | ( | |
| 160,325 | 91,156 | 15,829 | 26,670 | 128 | 80 | 38 | 8 | 35.22 | ( | |
| 168,008 | 95,413 | 19,955 | 26,320 | 129 | 84 | 37 | 8 | 35 | ( | |
| 153,052 | 87,210 | 18,026 | 23,908 | 131 | 86 | 37 | 8 | 37.3 | ( | |
| 164,439 | 92,489 | 20,172 | 26,390 | 134 | 84 | 42 | 8 | 35.32 | ( | |
| 164,476 | 92,697 | 19,153 | 26,313 | 130 | 85 | 37 | 8 | 35 | ( | |
| 164,475 | 92,582 | 19,243 | 26,325 | 131 | 85 | 38 | 8 | 34.9 | ( | |
| 163,101 | 91,208 | 19,243 | 26,325 | 129 | 84 | 37 | 8 | 35 | ( | |
| 150,758 | 82,963 | 17,191 | 25,302 | 128 | 84 | 36 | 8 | 38 | ( | |
| 149,635 | 83,795 | 18,534 | 23,653 | 127 | 84 | 35 | 8 | 35 | ( | |
| 161,667 | 89,282 | 19,336 | 26,525 | 132 | 87 | 37 | 8 | 36 | ( | |
| 162,282 | 91,332 | 18,144 | 26,403 | 128 | 83 | 37 | 8 | 35 | ( | |
| 161,318 | 89,283 | 19,717 | 26,159 | 130 | 85 | 37 | 8 | 37 | ( | |
| 159,401 | 87,877 | 19,002 | 26,261 | 129 | 85 | 36 | 8 | 37 | ( | |
| 160,451 | 88,981 | 20,306 | 25,582 | 129 | 84 | 37 | 8 | 37 | ( | |
| 160, 051 | 89,775 | 18,886 | 25,695 | 131 | 86 | 37 | 8 | 37 | ( | |
| 160,054 | 89,785 | 18,883 | 25,693 | 132 | 87 | 37 | 8 | 36.46 | ( | |
| 153,057 | 87,238 | 18,007 | 23,906 | 130 | 85 | 37 | 8 | 37 | ( | |
| 159,317 | 87,319 | 17,998 | 27,000 | 131 | 86 | 37 | 8 | 38 | ( | |
| 155,132 | 85,239 | 18,165 | 25,864 | 132 | 80 | 36 | 8 | 37.6 | ( | |
| 153,061 | 87,226 | 18,033 | 23,901 | 106 | 79 | 24 | 4 | 37.3 | ( | |
| 157,762 | 86,641 | 18,603 | 26,260 | 133 | 83 | 42 | 8 | 39.3 | ( |
Modified after Shi et al., 2020.