BMKMANU S1000 Spatial Transcriptomics Cell Segmentation Demo Data

BMKManu S-Series Spatial Transcriptomics Cell Segmentation Demo — Download
2023-07-21
Bmk_Space_mapping.R Operating Process
2023-09-19

Data Statistics

Table 1. Sequencing Reads Statistics

Type Number Percent(%)
Number of Reads 337,531,256
Valid Barcodes 316,152,592 93.67
Valid UMIs 335,911,164 99.52
Final Valid Reads 316,136,080 93.66

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Number of Reads: total number of reads;

Valid Barcodes: number of reads containing valid barcodes;

Valid UMIs: number of reads containing valid UMIs;

Final Valid Reads: final number of reads containing both a valid barcode and a valid UMI.

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Table 2. Data Alignment

Type Percent(%)
Reads Mapped to Genome 97.38%
Reads Mapped Confidently to Genome 84.94%
Reads Mapped Confidently to Intergenic Regions 1.64%
Reads Mapped Confidently to Intronic Regions 2.76%
Reads Mapped Confidently to Exonic Regions 80.53%
Reads Mapped Confidently to Transcriptome 79.15%

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Notes for Table 2:

Reads Mapped to Genomes: proportion of reads aligned to the reference genome out of total reads;

Reads Mapped Confidently to Genome: proportion of reads aligned to the reference genome and supported by transcript GTF information;

Reads Mapped Confidently to Intergenic Regions: proportion of reads aligned to intergenic regions;

Reads Mapped Confidently to Intronic Regions: proportion of reads aligned to intronic regions;

Reads Mapped Confidently to Exonic Regions: proportion of reads aligned to exonic regions;

Reads Mapped Confidently to Transcriptome: proportion of reads aligned to known reference transcripts.

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Spot-related Statistics

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Table 3. Spot Statistics
Tpyes Values
Sequencing Saturation 87.97%
Percent of Spots Under Tissue 11.00%
Fraction Reads in Spots Under Tissue 91.21%

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Notes for Table 3:

Sequencing Saturation: sequencing saturation;

Percent of Spots Under Tissue: proportion of spots located under the tissue section;

Fraction Reads in Spots Under Tissue: proportion of reads in spots located under the tissue section.

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Table 4. Spot Statistics at Different Levels
Level 13 (100μm) 7 (50μm) 6 (42μm) 5 (35μm) 4 (27μm) 3 (20μm) 2 (10μm) 1 (5μm)
Number of SupSpots 562 2,075 2,888 4,310 7,102 13,851 37,548 213,000
Median Genes per SupSpot 9,082 4,841 3,962 3,053 2,137 1,284 551 111
Median UMI Counts per SupSpot 54,596 14,645 10,474 6,998 4,221 2,131 767 130
Total Genes Detected 29,175 29,170 29,182 29,181 29,175 29,191 29,190 29,196

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Notes for Table 4:

Level: resolution level;

Number of SupSpots: number of supspots formed by merging one or more spots;

Median Genes per SupSpot: median number of genes per SupSpot;

Median UMI Counts per SupSpot: median UMI counts per SupSpot;

Total Genes Detected: total number of genes.

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Resolution Level Description:

Supspot level versus number of spots

Supspot level versus number of spots

Supspot level resolution table
SupSpot Level Resolution Number of Spots
13 100μm 469
7 50μm 127
6 42μm 91
5 35μm 61
4 27μm 37
3 20μm 19
2 10μm 7
1 5μm 1

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[/su_tab] [su_tab title=”H&E-stained tissue section image” disabled=”no” anchor=”” url=”” target=”blank” class=””]

Figure 1. H&E-stained tissue section image

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Figure 2. Tissue UMI count statistics

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Clustering Analysis

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Figure 3. Cluster plot

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Figure 3. Cluster plot

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Figure 3. Cluster plot

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Cell Segmentation

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Table 5. Cell Segmentation Statistics
Type Value
Number of Cells 17,567
Median Genes per Cells 1,165
Median UMI Counts per Cells 1,786
Total Genes Detected 29,059

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Notes for Table 5:

Number of Cells: number of cells obtained by segmentation;

Median Genes per Cells: median number of genes per cell;

Median UMI Counts per Cells: median UMI counts per cell;

Total Genes Detected: total number of genes.

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Figure 4. Tissue section fluorescence image

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Figure 5. Tissue section H&E segmentation

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Figure 6. Tissue section fluorescence segmentation

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Figure 7. Cell segmentation cluster plot

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