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Research Article

Prediction and Characterization of Diffuse Large B-Cell Lymphoma Cell-of-Origin Subtypes Using Targeted Sequencing

ORCID Icon, , , , , , , , & show all
Pages 4171-4183 | Received 23 Mar 2021, Accepted 02 Jul 2021, Published online: 27 Jul 2021

Figures & data

Figure 1. Cell-of-origin DNA classifier feature heatmap with sample probability scores.

Heatmap indicating the score for each nonzero feature for each sample. For binary features, a value of 1 (green) indicates presence while a value of 0 (grey) indicates absence. For continuous features, values are normalized within each feature so the maximum value is set to 1 and minimum to 0. Bar graph at top indicates ABC probability score assigned to sample from the cell-of-origin DNA classifier, with colors indicating cutoff for ABC (blue), unclassified (grey) and GCB (orange). Bar graph on right indicates the weight value for each nonzero feature.

KL: Known or likely pathogenic; RE: Rearrangement; SV: Short variant.

Figure 1. Cell-of-origin DNA classifier feature heatmap with sample probability scores.Heatmap indicating the score for each nonzero feature for each sample. For binary features, a value of 1 (green) indicates presence while a value of 0 (grey) indicates absence. For continuous features, values are normalized within each feature so the maximum value is set to 1 and minimum to 0. Bar graph at top indicates ABC probability score assigned to sample from the cell-of-origin DNA classifier, with colors indicating cutoff for ABC (blue), unclassified (grey) and GCB (orange). Bar graph on right indicates the weight value for each nonzero feature.KL: Known or likely pathogenic; RE: Rearrangement; SV: Short variant.
Figure 2. Enrichment of cell-of-origin DNA classifier model features by cell-of-origin.

Enrichment was assessed using NanoString-assessed cell of origin. (A) Enrichment for all binary features with nonzero weights in the model. Enrichment in ABC is indicated by blue dots (Log2 odds ratio >0), and enrichment in GCB is indicated by orange dots (Log2 odds ratio <0). Size of dot indicates the frequency of the feature in the enriched group. Labels indicate features with significant enrichment (p < 0.05). (B) Enrichment for continuous features with nonzero weights in the model. Horizontal line in each box represents the median of the feature while lower and upper bounds of the box represent 25th percentile and 75th percentile, respectively. Whiskers extend to extreme values no more than 1.5-times the interquartile range beyond the box. Points beyond whiskers are considered outliers and are plotted individually. N Segments indicates number of segments. T>A and T>G indicate a point mutation from T to A or G. *p < 0.05; **p < 0.01; ***p < 0.001.

ns: Not significant.

Figure 2. Enrichment of cell-of-origin DNA classifier model features by cell-of-origin.Enrichment was assessed using NanoString-assessed cell of origin. (A) Enrichment for all binary features with nonzero weights in the model. Enrichment in ABC is indicated by blue dots (Log2 odds ratio >0), and enrichment in GCB is indicated by orange dots (Log2 odds ratio <0). Size of dot indicates the frequency of the feature in the enriched group. Labels indicate features with significant enrichment (p < 0.05). (B) Enrichment for continuous features with nonzero weights in the model. Horizontal line in each box represents the median of the feature while lower and upper bounds of the box represent 25th percentile and 75th percentile, respectively. Whiskers extend to extreme values no more than 1.5-times the interquartile range beyond the box. Points beyond whiskers are considered outliers and are plotted individually. N Segments indicates number of segments. T>A and T>G indicate a point mutation from T to A or G. *p < 0.05; **p < 0.01; ***p < 0.001.ns: Not significant.
Figure 3. Concordance of COODC-determined cell of origin with NanoString-determined cell of origin for GOYA samples.

(A) Pie graphs showing the overall breakdown of COO for all GOYA samples as determined by NanoString or COODC. (B) Pie graphs showing the breakdown of COODC COO calls within each NanoString COO group. Survival curves indicating progression-free survival for (C) COODC-determined COO groups from (C) GOYA validation and (D) MAIN validation and (E) COODC-determined COO compared with NanoString determined COO.

COO: Cell of origin; COODC: Cell-of-origin DNA classifier.

Figure 3. Concordance of COODC-determined cell of origin with NanoString-determined cell of origin for GOYA samples. (A) Pie graphs showing the overall breakdown of COO for all GOYA samples as determined by NanoString or COODC. (B) Pie graphs showing the breakdown of COODC COO calls within each NanoString COO group. Survival curves indicating progression-free survival for (C) COODC-determined COO groups from (C) GOYA validation and (D) MAIN validation and (E) COODC-determined COO compared with NanoString determined COO.COO: Cell of origin; COODC: Cell-of-origin DNA classifier.

Table 1. ConcordanceTable Footnote (count) of cell-of-origin DNA classifier algorithm with NanoString cell-of-origin calls.

Figure 4. Mutational signatures by cell of origin.

(A) Plots of trinucleotide context for signatures 3 (top) and 23 (bottom). (B) Frequency of mutational signatures by cell-of-origin DNA classifier type in GOYA (left) and FM-clinical (right). Only samples with ≥20 assessable mutations were included. If no dominant signature (no signature with >0.4 score) was detected, signature is reported as none. (C) Box and whisker of all alterations assessed for trinucleotide context (left) and for tumor mutational burden (right) in GOYA indicating median by the horizontal line while lower and upper bounds of the box represent 25th percentile and 75th percentile, respectively. Whiskers extend to extreme values no more than 1.5-times the interquartile range beyond the box. Points beyond whiskers are considered outliers and are plotted individually. *p < 0.05; **p < 0.01; ***p < 0.001.

ns: Not significant.

Figure 4. Mutational signatures by cell of origin. (A) Plots of trinucleotide context for signatures 3 (top) and 23 (bottom). (B) Frequency of mutational signatures by cell-of-origin DNA classifier type in GOYA (left) and FM-clinical (right). Only samples with ≥20 assessable mutations were included. If no dominant signature (no signature with >0.4 score) was detected, signature is reported as none. (C) Box and whisker of all alterations assessed for trinucleotide context (left) and for tumor mutational burden (right) in GOYA indicating median by the horizontal line while lower and upper bounds of the box represent 25th percentile and 75th percentile, respectively. Whiskers extend to extreme values no more than 1.5-times the interquartile range beyond the box. Points beyond whiskers are considered outliers and are plotted individually. *p < 0.05; **p < 0.01; ***p < 0.001.ns: Not significant.
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