Abstract
43
Human papillomaviral (HPV) integrations into host human genome, a key event in cervical 44
carcinogenesis, are currently mapped through laborious and expensive sequencing 45
methodologies. We developed and validated a novel library preparation strategy for nanopore 46
sequencing to generate long targeted reads with HPV and human chimeric sequences. Using this 47
strategy, we validated known HPV integrations in HeLa (HPV18) and SiHa (HPV16) cell lines. 48
We also mapped integration sites in five HPV+ cervical cancer patients, which were confirmed 49
by whole genome and Sanger sequencing. Our nanopore-based method provides a precise and 50
efficient strategy to capture HPV integrations crucial for understanding tumorigenesis. 51
Keywords
HPV integration, Cervical Cancer, nanopore sequencing 52
Introduction
53
Human papillomavirus (HPV) infections are associated with oropharyngeal, anogenital, genital, 54
head and neck, and cervical cancers (1). Cervical cancer is the fourth most common cancer in 55
women worldwide, which according to GLOBOCAN 2022, accounted for more than 662,301 56
new cases reported and 348,874 deaths (2,3). Persistent HPV infection is the primary driver of 57
more than 99% of cervical cancers (4), 70% of which are caused by high-risk HPV types 16 and 58
18 (5). HPV is a non-enveloped double-stranded DNA virus belonging to the Papillomaviridae 59
family. It infects the basal cells of the cervical epithelium and replicates as these cells divide and 60
differentiate to form the upper epithelial layers, eventually being shed from the top layer as 61
progeny virions that initiate reinfection (6). HPV induces carcinogenesis by inhibiting the host 62
tumor suppressor proteins, p53 and retinoblastoma protein (Rb) using the viral proteins- E6 and 63
E7 respectively (7). Integration of the HPV genome into a host chromosome is also a crucial step 64
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in HPV-induced carcinogenesis and accompanies the formation of invasive cervical cancer that 65
breaks through the basement membrane. Integration sites are more likely to be enriched at 66
common fragile sites and open chromatin regions in the human genome (8–10). Large-scale 67
genomic analyses have also uncovered hotspots of recurrent HPV integration with significant 68
enrichment for sequences with microhomology between the human and HPV genomes at the 69
breakpoints (11). Tumors with HPV integration show upregulation of viral oncogenes E6 and 70
E7, as well as host genes at or near the site of integration (12). Recent studies have observed that 71
genomic regions around HPV integrations are enriched with Gene Ontology (GO) terms for 72
DNA repair, fueling the hypothesis that integration events in the vicinity of DNA repair and 73
tumor suppressor genes could lead to increased genomic instability (13). Moreover, HPV 74
integration has been linked with changes in host chromatin structure and, consequently, in gene 75
regulation, including long-range interactions (10). 76
Numerous such studies highlighting the cis and trans effects of HPV integration in inducing and 77
promoting cervical carcinogenesis have underscored the importance of HPV integration 78
detection in cancer research, leading to a surge in developing technologies to study HPV 79
integrations (9). The Cancer Genome Atlas characterized 228 primary cervical cancers and 80
reported HPV integrations in all HPV18-positive samples and 76% of HPV16-positive samples 81
(10). Campitelli et al. used these cell-viral junctions as a biomarker in circulating tumor DNA for 82
analyzing a series of serum samples obtained from cervical cancer patients and reported that 83
HPV integration can be used as a biomarker for the detection of minimal residual disease and 84
subclinical relapse in HPV-associated cancers (14). Therefore, detecting HPV integration status 85
and identifying the integration locus are crucial steps not only for understanding the role of HPV 86
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in cervical carcinogenesis, but also for clinical diagnosis and treatment monitoring in cervical 87
cancer patients (9). 88
Various techniques have been employed to determine HPV integration sites in the human 89
genome, such as detection of integrated papillomavirus sequences by ligation-mediated PCR 90
(DIPS-PCR) (15), Restriction Site PCR (RS-PCR) (16), amplification of papillomavirus 91
oncogene transcripts (APOT) and next-generation sequencing (NGS). RNA-based assays for 92
detection of HPV integration sites have substantial biological and technological constraints 93
because of the lower stability of mRNA in biopsy samples (15). Though assays like DIPS-PCR 94
are dependent on DNA, the potential for detecting new integration sites is limited (9). Recently, 95
NGS has been widely used for the genome-wide characterization of HPV integrations in cervical 96
cancer (17). However, the method requires whole genome sequencing at high coverage (>30X) 97
(18), and involves multiple steps (19). Considering the complexity of the procedure and the 98
resulting data (19), this method, though accurate, is not suitable for clinical use (9). Further, the 99
cost of reagents used for these assays can be a challenge for labs with less resources, space, and 100
medium to low sample throughput (20). With lower reagent costs and a shorter sequencing time, 101
portable Nanopore sequencers may provide greater flexibility in this aspect (20). 102
Nanopore sequencing technology is the fourth generation of sequencing technology. It is 103
portable, provides real-time data and enables rapid sequencing in clinical settings (21). In this 104
study, as a proof of concept, we developed a novel enrichment strategy to capture HPV-human 105
integration breakpoints using nanopore sequencing. We validated this technology by mapping 106
known HPV integrations from cell lines and patient samples. Furthermore, by demonstrating 107
expression changes of cancer-associated genes near the integration sites in the patient samples, 108
we highlight the functional significance of mapping HPV integration events. 109
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Methods
110
Cell Culture 111
Cervical cancer cell lines SiHa (HPV-16 positive), and HeLa (HPV-18 positive), procured from 112
the National Centre for Cell Sciences (NCCS), Pune, India, were cultured in Dulbecco’s 113
modified Eagle’s medium (DMEM) (HiMedia Laboratories Pvt. Ltd., Mumbai, India) 114
supplemented with 10% fetal bovine serum (HiMedia Laboratories Pvt. Ltd., Mumbai, India) and 115
1% antibiotic/antimycotic solution (HiMedia Laboratories Pvt. Ltd., Mumbai, India). 116
117
Patient Recruitment And Sample Collection 118
Ethical approval for the study was obtained from the Institutional Ethics Committee, Kasturba 119
Medical College Manipal, Manipal Academy of Higher Education, Manipal, India Fresh tumor 120
biopsies from five patients with cervical cancer, admitted to Kasturba Medical College, Manipal, 121
were collected after obtaining informed consent and prior initiating cancer therapy. Patient 122
clinical parameters like age, histological grade, comorbidity status, etc., were obtained from the 123
medical records and summarized in Table 1. Biopsy samples were snap-frozen in liquid nitrogen 124
or dry ice ethanol bath and stored at −80 °C until further use. 125
126
DNA Isolation, HPV Detection and Genotyping 127
DNA was extracted from tumor biopsy samples using a DNeasy Blood and Tissue kit (Qiagen, 128
Hilden, Germany) following the manufacturer’s protocol. The DNA concentration of each 129
sample was measured using Qubit® fluorometer 3.0 (Thermo Fisher Scientific Inc., USA) using 130
the Qubit™ dsDNA BR Assay Kit. HPV detection by PCR was performed using HPV universal 131
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primers GP5+ and GP6+. PCR reaction comprised of 1x GoTaq® Green Master Mix (Promega 132
Corp., WI, USA), 0.5 μ M of GP5+ and GP6+ primers and 50 ng of genomic DNA. Thermal 133
cycling was performed using SimpliAmp™ Thermal Cycler (Thermo Fisher Scientific Inc., 134
USA) with the following conditions: Initial denaturation at 95°C for 2 min, 95°C for 30 s, 51°C 135
for 30 s, 72°C for 30s, 35 cycles and final extension at 72°C for 5 min for 1 cycle. 136
137
Whole Genome Sequencing (WGS) and analysis 138
Genomic DNA from tumor samples was sequenced using the Illumina Novaseq/ NextSeq 139
sequencer as per the manufacturer’s instructions (Illumina, San Diego, California), with 2 × 150-140
bp paired-end reads and a minimum coverage of approximately 30X. WGS was performed at 141
Medgenome laboratories based in Bangalore, India. FASTQ files from the paired-end WGS were 142
passed through quality control and adapter trimming using the Trim Galore wrapper over 143
Cutadapt and FastQC (22). To detect viral integration, the trimmed FASTQ files for each sample 144
were processed through the ViFi algorithm using hg38 as the human reference genome, along 145
with HPV genomes (23). ViFi employs phylogenetic methods in conjunction with reference-146
based read mapping to accurately identify integration events, even for novel viral strains. This 147
analysis revealed samples with viral integration, providing details on the viral strain, the human 148
chromosome and positional range of integration, as well as the number and identities of read 149
pairs supporting the integration. Supporting reads include pairs in which one read maps to the 150
human reference genome and the other to a viral reference genome, as well as split reads—a type 151
of chimeric read that spans the integration site, mapping partially to the human and viral 152
Reference
genomes. Split read sequences were fetched from the BAM file outputs from ViFi and 153
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verified by visualizing the alignments in the Integrative Genomics Viewer (IGV). Precise 154
integration points were then identified from the split read sequences through BLAST analysis 155
against the human reference genome and the detected viral strain. 156
157
Single primer PCR extension 158
We developed a novel single primer extension strategy for specifically targeting HPV fragments. 159
The schematic of the single primer extension based nanopore library preparation is depicted in 160
Figure 1. This method for detecting HPV-human breakpoints involves a pool of primers flanking 161
which cover the entire HPV genome. Two sets of primer pools were designed which amplify 162
specific HPV genomic regions in forward and reverse directions respectively. The elongation of 163
a single primer can capture HPV fragments and adjacent human genomic sequences during 164
primer extension. The homopolymer tailing (C-Tailing) step followed by the single primer 165
extension produces double-stranded DNA fragments and inhibits potential PCR-generated 166
artefacts caused by errors in polymerase incorporation. This method can also detect novel 167
integration breakpoints, unlike the traditional HPV detection PCRs which can only amplify a 168
certain number of integration sites based on specific genes of HPV (E1, E2 OR L1) (15). Our 169
Method
can also be instrumental in assessing HPV integration sites in highly fragmented or 170
damaged DNA such as formalin fixed paraffin embedded (FFPE) tissue DNA, as it does not 171
require a predefined amplicon length, unlike conventional PCR methods. The final round of 172
nested amplification using nanopore adapter specific primers makes the assay more specific by 173
enriching the amplicons obtained in the first round of primer extension. The use of nanopore 174
specific adapter helps in barcoding, thereby multiplexing samples, which further reduces the cost 175
of sequencing. The use of this library preparation technique for nanopore sequencing reduces the 176
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need for whole genome sequencing for detecting HPV-human integration events while 177
increasing the efficacy of detecting HPV-human hybrid fragments even at very low copies. 178
Primer Design 179
HPV16 and 18 whole genome references were obtained from the Papilloma Virus Episteme 180
(PaVE) database (pave.niaid.nih.gov) (24). Primers were designed using PRIMER3 software 181
such that they tile the whole HPV genome. These primers are listed in Supplementary Table 1. 182
Tiled primer design was accomplished with 24 primers (10 in forward primer pool and 14 in 183
reverse primer pool) each spanning an average of 500bp-1kb per genome of HPV16, and with 17 184
primers (9 in forward pool and 8 in reverse pool) each spanning an average of 1-1.5kb for 185
HPV18. 186
First round PCR Extension 187
First round of single primer extension was performed using 50 pmoles of HPV-specific primers 188
with nanopore-specific adapters for barcoding, 500ng of genomic DNA extracted from the 189
respective cell line or tumor samples, 10μ l 5x PrimeSTAR GXL Buffer, 4μ l dNTP mixture 190
(2.5mM each), 1μ l of PrimeSTAR GXL DNA Polymerase (1.25U/50μ l) (Takara Bio, Cat# 191
R050A). The PCR extension reaction was used to extend single-stranded long reads containing 192
HPV sequences and the adjacent human genomic sequence. Thermal cycling was performed 193
using SimpliAmp™ Thermal Cycler (Thermo Fisher Scientific Inc., USA) with the following 194
conditions: 98°C for 10 s, annealing temperature (specific to the primer) for 30 s, and 68°C for 6 195
min for 50 cycles. Primer extensions were then size selected using 0.8x ratio of High Prep™ 196
PCR Clean-up Beads (Magbio Genomics, USA) following the manufacturer’s instructions and 197
eluted in 25 μ L of nuclease and protease-free molecular biology grade water (HiMedia Ltd, 198
Mumbai). 199
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C-Tailing 200
The purified amplification product (100 ng) was initially incubated for 5 min at 95°C in a water 201
bath and chilled immediately on ice for 3 min. The nucleotide tailing reaction was then set up 202
with 5 μ l of 10X TdT buffer, 5 μ l of 2.5 mM CoCl2, 1 μ l of 100 pmol dCTP and 0.5 μ l of 203
terminal transferase (20 units/μ l) (New England Biolabs), and the mixture was incubated for 1 204
hour at 37°C followed by heating for 10 min at 70°C. The reaction mixture was purified with 205
paramagnetic beads and eluted in 10 μ l of distilled water, and 5 μ l was used for the second round 206
PCR. 207
Second round PCR extension 208
The second round PCR included a polyG reverse primer with nanopore-specific adapters for 209
barcoding, 5μ l of C-tailed products of first round of single primer extension, 10μ l 5X 210
PrimeSTAR GXL Buffer, 4μ l dNTP mixture (2.5mM each), 1μ l of PrimeSTAR GXL DNA 211
Polymerase (1.25U/50μ l) (Takara Bio, Cat# R050A). This PCR was performed under the 212
following conditions: 98°C for 30 s, annealing temperature (specific to the primer) for 30 s and 213
68°C for 6-10 min for 40 cycles followed by a 10-min incubation at 68°C. These PCR products 214
were purified using High Prep™ PCR Clean-up System (Magbio Genomics) and eluted in 25μ l. 215
Final PCR enrichment 216
The final round of PCR amplification included primers specific to adapter sequences, 10 μ l 217
purified product from the second round PCR, 10μ l 5x PrimeSTAR GXL Buffer, 4μ l dNTP 218
mixture (2.5mM each), 1μ l of PrimeSTAR GXL DNA Polymerase (1.25U/50μ l) (Takara Bio, 219
Cat# R050A). This PCR was performed with the following conditions: 98°C for 30 s, annealing 220
temperature (specific to the primer) for 30 s, and 68°C for 10 min for 40 cycles followed by a 10 221
min incubation at 68°C. PCR products were purified using High Prep™ PCR Clean-up System 222
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(Magbio Genomics) and eluted in 25μ l TE buffer. These purified products were processed for 223
PCR barcoding for nanopore sequencing according to the manufacturers’ instructions. The 224
schematic representation of the single primer PCR extension workflow is shown in Figure 1. The 225
list of primers used in this assay is attached in Supplementary Table 1. 226
PCR barcoding 227
PCR barcoding was performed using the barcodes provided in the PCR Barcoding Expansion 1–228
12 kit (EXP-PBC001, Oxford Nanopore Technologies, Oxford, UK). One barcode was used per 229
sample. The barcoding PCR reaction contained 2 μ l PCR Barcode (one of BC01-BC12, at 10 230
μ M), 500ng of purified PCR amplification product, 10μ l of 5X PrimeSTAR GXL Buffer, 4μ l of 231
dNTP mixture (2.5mM each), 1μ l of PrimeSTAR GXL DNA Polymerase (1.25U/50μ l) (Takara 232
Bio, Cat# R050A) and nuclease-free water up to 50 μ L. The cycling conditions used for 233
barcoding PCR consisted of 35 cycles with Initial denaturation 1 cycle of 95 °C for 3 mins, 35 234
cycles of denaturation at 95 °C for 30 seconds, annealing at 62 °C for 30 seconds, extension at 235
65 °C for 6-10 minutes, final extension 1 cycle at 65 °C for 10 minutes and hold at 4 °C. PCR 236
barcoded products were purified using magnetic beads and the concentrations were measured 237
using Qubit® fluorometer 3.0 (Thermo Fisher Scientific Inc.). These products were pooled in 238
equimolar concentrations and 1 μ g of pooled barcoded libraries was diluted in 47 μ L of nuclease-239
free water for nanopore sequencing. 240
241
Nanopore Sequencing 242
The barcoded library was then end-prepped, ligated with adaptors, and cleaned up for 243
sequencing using the ONT sequencing ligation kit SQK-LSK109 kit (Oxford Nanopore 244
Technologies). Qubit® fluorometer 3.0 (Thermo Fisher Scientific Inc.) was used to determine 245
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the concentration of the generated library. 50 fmol of the prepared library was loaded onto a R9.3 246
flow cell (ONT), after priming the flow cells with 800/i2 µL of priming mix (30/i2 µL Flush Tether 247
to 1.17/i2 mL of Flush Buffer). To prepare the library for loading, 11/i2 µL (50 fmol) of the 248
prepared library was mixed with 34/i2 µL Sequencing Buffer, 25.5/i2 µL pre-mixed loading beads, 249
4.5/i2 µL nuclease-free water. 200/i2 µL of priming mix was added to the priming port again 250
avoiding the introduction of air bubbles. Finally, 75/i2 µL of the sample mix was added to the 251
flow cell SpotON sample port of the R9.3 flow cells (Oxford Nanopore Technologies) on the 252
MinION in a dropwise manner. The samples were sequenced on the MinION Sequencer for 3 253
hours. Fastq files obtained from the nanopore sequencing run were analysed using the 254
nfcore/nanoseq pipeline version 3.1.0 on Nextflow version 22.10.4. The raw fastq files were 255
cleaned using NanoLyse and QC was done using FastQC. The processed reads were mapped to a 256
custom genome consisting of human genome (hg38), HPV16, HPV18 and HPV31 sequences 257
using minimap2 aligner. The chimeric soft clip reads from the output .bam files were extracted 258
for further analysis. Circos plots were generated using the online tool shinyCircos 259
(https://venyao.xyz/shinycircos/) (25). 260
261
Viral Integration Detection Using Nanopore Reads 262
The reads obtained from Nanopore sequencing were aligned to a custom reference genome file 263
using NGMLR- a long read aligner. NGMLR (https://github.com/philres/ngmlr) is designed to 264
quickly and correctly align reads spanning complex structural variations and uses a convex gap 265
cost model to compute precise alignments. It penalizes gap extensions for longer gaps less than 266
for shorter ones thus accounting for large structural variants. The custom reference genome was 267
created by concatenating hg38 and HPV reference genomes (HPV16 & HPV18). The aligned 268
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bam files (NGMLR output) were then used as input to Sniffles2 269
(https://github.com/fritzsedlazeck/Sniffles), a structural variation caller for long-reads. Sniffles2 270
outputs all types of detected structural variants (deletions, insertions, inversions and breakends). 271
Only the breakends spanning human and viral contigs (with minimum five reads support) were 272
considered as viral integration points. 273
274
Sanger Validation 275
To validate the HPV integration sites in the human genome detected by nanopore sequencing, 276
primers were designed, derived from the human genome at the potential site of integration, and 277
the other against HPV sequences suspected of being near the site of integration within the HPV 278
genome. Both primers were designed 500 bp away from the integration sites detected from the 279
nanopore sequencing results. The PCR reaction mix was prepared in a total volume of 25 μ L 280
containing 12.5 μ L 2X GoTaq Green Master Mix, 0.5 μ L of each forward and reverse primer (10 281
mM), and 10.5 μ L nuclease-free water. 1 μ L (30 ng) genomic DNA solution was used as a 282
template. The PCR conditions were as follows: 5 min at 95◦ C; 35 cycles of 30 s at 94◦ C; 60 s at 283
50–60◦ C for annealing; and 60 s at 72◦ C; followed by 72◦ C for 1 min. The PCR products were 284
run on 1.5 % TAE (Tris base, acetic acid and EDTA) agarose gel, the bands were excised and 285
purified using FavorPrep Gel/PCR purification mini kit (Favorgen Biotech. Corp., Taiwan, 286
Japan). Sequencing of the purified PCR products was performed using a BigDye® Terminator 287
v3.1 Cycle Sequencing Kit (Applied Biosystems, USA). The list of primers used for validation is 288
attached in Supplementary Table 2 289
Functional validation of Impact of HPV integrations on the neighbouring genes: 290
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We wanted to explore the impact of the HPV integrations on the host gene expression in the 291
context of topologically associating domains (TADs). For shortlisting target genes, cancer-292
related functions were determined from the IntOGen database (26) and existing literature. 293
Promoter-enhancer interaction loop regions were obtained from the GeneHancer database (27). 294
TAD boundaries of HeLa and NHEK cell lines were obtained from existing literature (28). All 295
coordinates were obtained in hg38, or converted from hg19 to hg38 using UCSC LiftOver 296
(https://pubmed.ncbi.nlm.nih.gov/16381938/). Total RNA was extracted from the five cervical 297
cancer frozen tumor tissue and a control fibroblast cell line using TRIzol™ Reagent (Thermo 298
Fisher, Carlsbad, CA, USA) according to the manufacturer’s protocol. 1 μ g of total RNA was 299
converted into cDNA using an iScript™ gDNA Clear cDNA Synthesis Kit (BioRad, Hercules, 300
CA, USA) according to the manufacturer’s instructions. The reaction was incubated at 42°C for 301
30 minutes, followed by 85°C for 5 minutes to inactivate the reverse transcriptase. Primers were 302
designed using primer3 software for qPCR. The list of primers used for qPCR is enlisted in 303
Supplementary Table 3. 304
305
Reverse Transcriptase-Quantitative Polymerase Chain Reaction Analysis of 306
Selected Genes 307
We performed qPCR analysis for the panel of selected genes. To assess whether gene expression 308
changes were specifically associated with HPV integration breakpoints and not due to general 309
HPV infection, each patient was analyzed as a case, with the other four patients serving as 310
controls. This intra-cohort comparative design ensured that differences in gene expression were 311
linked to the integration event and not HPV infection. The 2−ΔΔCt method was used for 312
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quantification and fold change for the target gene. RT-qPCR analysis was performed using TB 313
Green Premix Ex Taq II (Tli RNase H Plus) (Takara Bio Inc., Tokyo, Japan; RR820A) on 314
QuantStudioTM 5 (Applied Biosystems, Waltham, MA, USA). The PCR cycling conditions were 315
as follows: 95 °C for 1 min followed by 40 cycles of 95 °C for 5 s, annealing temperature 316
(specific to the different genes) for 30s, and 72 °C for 30s. The values were first normalized to 317
the internal reference gene GAPDH, followed by calculating relative expression to healthy 318
control. Statistical significance was inferred using t-test, with a p-value < 0.05 considered 319
statistically significant. 320
321
Sequencing Cost Analysis: 322
The cost per sample was calculated by considering flow cell costs, sequencing kits, wash kits, 323
PCR reagents, and terminal transferase. It also includes all other sample preparation and 324
purification reagents before sequencing. WGS was performed at Medgenome laboratories, India; 325
hence, the price charged per sample for sequencing was considered. 326
327
Results
328
Single primer extensions for detection of HPV integrations in HPV Positive Cell 329
Lines 330
We developed a single primer extension method to capture HPV-human breakpoints by 331
designing primers tiling the genomes of the most commonly occurring high-risk HPV subtypes, 332
HPV16 and HPV18. The single primers allowed us to randomly extend the HPV genome 333
allowing us to capture integrations provided the DNA sequence adjacent to the primer binding 334
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site is in the vicinity of a HPV-human integration junction. The addition of poly-C tail by the 335
terminal transferase enzyme enables the binding of a reverse primer with poly-G resulting in a 336
double-stranded molecule with nanopore adapters at either end. The reads obtained from the 337
nanopore sequencing were in size ranging from 96 to 4656 base pair (with a median size of 228). 338
On an average, the polyC and polyG tracts observed were 7 to 8 base pairs long. To establish and 339
validate this assay, we used genomic DNA from HPV-positive cervical cancer cell lines, HeLa 340
and SiHa, to map chimeric viral-human breakpoints. Our analysis detected all the previously 341
reported viral-human breakpoints in these cell lines (with >100 reads supporting the integration). 342
We could accurately identify integration sites on chromosome 8 of the HPV18-positive HeLa 343
cell line as reported previously using the DIPS PCR technique Luft et al. (15,29) (Figure 2A, 344
Supplementary Figure 1A). Similarly, using this method, we effectively detected the integration 345
sites on chromosome 13 in the HPV16-positive SiHa cell line as reported by Meissner (30) and 346
Yu et al. (29). To validate our findings, we used the Sanger sequencing approach to ensure the 347
accuracy of detection of viral breakpoints in these cell lines (Figure 2B, Supplementary Figure 348
1B) 349
Characterization of HPV Integrations in tumor samples of cervical cancer patients 350
We used the single primer extension method for analyzing HPV integration sites in five HPV-351
positive cervical cancer patients (details summarized in Table 1). Patient P1 had an integration of 352
the viral genome into intron 4 of the RAD51 paralog B (RAD51B) gene on chromosome 14. We 353
could find only one viral breakpoint within this gene, and the integration resulted from the 354
disruption of L1 gene of the virus. Patient P2, had an integration of HPV genome in a lncRNA 355
gene LINC02046 on chromosome 3. Three patients P3, P5 and P4 had integration sites in 356
intergenic regions of Chromosome 4, and Chromosome 2 respectively. Patients P3 and P5, had 357
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the exact same integration sites on chromosome 4. WGS was performed for the five patients 358
using Illumina to validate the results of our analysis. Sequencing analysis from WGS 359
demonstrated concordance with nanopore sequencing data (Table 1). We further validated these 360
integration sites by Sanger sequencing (Supplementary Figure 2). The breakpoints obtained for 361
the five patients through Illumina WGS and Nanopore sequencing are mentioned in Table 1 and 362
Supplementary Figure 2. 363
HPV integration has been shown to disrupt host transcriptional activity by upregulating the 364
expression of nearby genes through chromatin remodeling (31). This transcriptional disruption is 365
mostly confined to genes present within the same TAD (Topologically Associated Domain)–366
functional units of 3D genome organization that harbor genes and regulatory regions and 367
spatially confine gene interactions (32). To evaluate the influence of HPV integration on 368
transcriptional activity in the five cervical cancer patients, we shortlisted target genes located 369
within the same TAD as the integration sites (Supplementary Figure 3-6). 370
For patient P1, cancer-associated genes located within the same TAD were selected, including 371
RAD51B, which overlaps with the integration site, and ZFP36L1. In patient P2, the HPV 372
integration occurred near the 5’ TAD boundary. Hence, genes near the 3’ TAD boundary, 373
potentially interacting with the integration site through TAD boundary interactions, were 374
selected. This included CPB1 (within the TAD near its 3’ boundary) and CPA3 (outside the TAD 375
but near its 3’ boundary). For patients P3 and P5, which had the same integration site, genes 376
CXCL8, RASSF6, ANKRD17-DT and MTHFD2L were selected since the integration site fell 377
within their promoter-enhancer integration loops. Additionally, the cancer-associated gene ALB, 378
located within the same TAD, was also selected. No target genes were selected for P4, as the 379
integration site was located outside any TAD, thus devoid of genes or regulatory regions. 380
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In patient P1, ZFP36L1 was downregulated compared to the control sample and the other four 381
patients, while the expression of RAD51B did not exhibit any significant difference. Genes CPA3 382
and CPB1 were found to be significantly upregulated in patient P2 as compared to the control as 383
well as the other four cervical cancer samples. Patients P3 and P5 shared the same integration 384
breakpoint. Among the cluster of genes selected for P3 and P5, only the relative gene expression 385
CXCL8 was upregulated in both patient P3 and P5 but was normal for the other 3 samples and 386
control. 387
Sequencing Cost 388
The cost per sample for WGS was $598.74 while the final cost of sequencing per sample on 389
MinION using our novel library preparation technique was $27. The final cost was calculated 390
assuming 10 samples per run and did not include labor charges. For calculating the per-run cost 391
for purification, we assumed each sample volume to be 50µL, and in each run, the magnetic bead 392
purification was performed five times. Each flow cell was washed and reused (4 runs per flow 393
cell). When we included the reagent costs for single primer assay along with nanopore 394
sequencing, our cost per-sample was $54.6. Detailed price analysis is included in Table 2. 395
Discussion
396
Nanopore has emerged as an important next generation sequencing tool since its release in 2014 397
(18). In this study, we developed a novel targeted sequencing approach which combines single 398
primer extension enrichment followed by nanopore sequencing to precisely identify HPV 399
integration sites in HPV-positive cell lines and tumor genomic DNA from cervical cancer patient 400
samples. Whole genome sequencing on the Nanopore sequencing platform has been previously 401
used for studying viral integration due to its ability to generate long reads, enabling 402
comprehensive genome-wide analyses (9). Increasing the depth of sequencing by enriching the 403
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viral genome using a PCR can help in attaining improved accuracy (21). The findings of our 404
study highlight the effectiveness of our unique targeted nanopore based amplicon sequencing in 405
accurately identifying integration sites within known chromosomal regions of HPV-positive cell 406
lines (HeLa in chr8 and SiHa in chr13). Our results conformed previously identified integration 407
breakpoints in these cell lines (15,16). 408
We further evaluated the utility of our single primer based targeted nanopore sequencing by 409
comparing our results with Illumina Whole Genome Sequencing (WGS). Our analysis of 5 410
cervical cancer patient samples reported concordance with Illumina WGS. In our study, one 411
patient (Patient P1) had an integration within intron 4 of the RAD51B gene located on 412
chromosome 14. RAD51B is an important DNA double-strand break repair protein, and its loss 413
of function is reported in uterine leiomyoma and breast cancer (33). It has also been previously 414
reported to be one of the hotspots for HPV integration which may lead to dysregulation of 415
Homologous Recombination Repair (HRR), causing genomic instability—a hallmark of cancer 416
(34). We also observed that this integration led to the downregulation of a neighboring gene 417
within the same TAD, Zinc finger protein 36 (ZFP36L1), which acts as a tumor suppressor. 418
ZFP36L1 is often downregulated in several patient cohorts of bladder and breast cancers and its 419
reduced expression is associated with worse survival in patients with breast cancer (35). Loss of 420
ZFP36L1 has also been reported to promote epithelial-mesenchymal transition in hepatocellular 421
carcinoma (36). 422
We also found an HPV integration site in a lncRNA gene LINC02046 in Patient P2. The 423
sequencing data for the other three patients revealed integrations predominantly within intergenic 424
regions, which is consistent with patterns reported in previous literature (11,29,37). This 425
integration shared the TAD boundaries with two genes, CPB1 and CPA3, which were found to 426
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be upregulated in the patient P2. It has been reported that the overexpression of CPB1 in ductal 427
carcinoma in situ (DCIS), which is an early-stage breast cancer, can lead to the progression into 428
invasive breast cancer in patients (38). Also, gene CPA3, currently known as CPA4 (39) is 429
associated with pancreatic cancer progression, and was observed to be overexpressed in 430
pancreatic cancer patients when compared to healthy controls (40). 431
Integration sites in the HPV-positive cell lines HeLa and SiHa were also observed in the 432
intergenic regions of Chr 8 (Chr8q24.21) (11,29) and Chr13 (between the KLF5 and LINC00392 433
genes) (37). As hypothesized by Yang et al., intergenic HPV integrations might serve as a 434
defense mechanism of the virus which keeps the host cell viable as integration into human non-435
exonic regions would probably not cause a significant loss of function of any important gene (9). 436
Interestingly, two patients in our cohort (P3 and P5) had the same intergenic integration site and 437
breakpoint patterns. We observed that this integration break point fell within the promotor 438
enhancer integration loops of genes in that TAD including CXCL8, RASSF6, ANKRD17 and 439
MTHFD2L. CXCL8 was overexpressed in these two patients P3 and P5 as compared to the other 440
three patients and control. None of the other genes, nor ALB, a cancer-associated gene present in 441
the same TAD, showed significant changes in the expression. CXCL8 is a known chemokine 442
which plays major role in the proliferation, invasion, and migration of cancer (41).This gene is 443
also reported to promote angiogenesis in breast cancer (42) and the overexpression of CXCL8 is 444
associated with increased risk of cancer and poorer prognosis in patients with colorectal cancer 445
(43). This integration breakpoint can be further analyzed in a larger cohort of patients for its 446
potential as a biomarker or to be considered as a hotspot. 447
We believe our method has many advantages over both Ilumina and Nanopore WGS. We 448
developed a targeted method for the detection of HPV integration sites which is over 20 times 449
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more cost-effective than WGS and minimizing sequencing data volume. With our novel 450
enrichment method, we could also enable deeper analysis at the specific region of interest (HPV-451
human Integration breakpoint) which helps to avoid false positive interpretation of sequencing 452
data. Also, this strategic combination not only increased our sensitivity in detecting integration 453
breakpoints but also substantially reduced background noise, enabling us to pinpoint specific 454
integration loci within the genome. 455
The accurate identification and characterization of HPV integration breakpoints holds immense 456
clinical implications, especially in understanding the molecular mechanisms underlying HPV-457
associated carcinogenesis (9). Our study highlights the potential of nanopore sequencing, 458
complemented by the single primer extension enrichment method, as a useful tool for this 459
purpose. Besides the reduced cost and amount of sequencing data, a simpler analysis pipeline 460
makes HPV integration detection faster, more efficient, and easily adoptable, which is crucial for 461
clinical applications. Larger cohorts may be explored in future studies to identify new integration 462
sites, potentially paving the way for the development of prognostic biomarkers or targeted 463
therapeutic approaches for HPV-associated cancers. Our method demonstrates the superiority of 464
targeted nanopore sequencing in identifying HPV integrations compared to Illumina WGS, 465
emphasizing its precision, comprehensive coverage, and compatibility with a novel enrichment 466
method. 467
Conclusion
468
Our study demonstrates the efficacy of a targeted nanopore sequencing approach combined with 469
a novel enrichment method for precise and efficient detection of HPV integrations in genomes of 470
cervical cancer patients. This method has an advantage over the traditional Illumina WGS in 471
terms of cost-effectiveness, and data analysis efficiency. This method will contribute 472
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significantly to the understanding of the role of HPV integration in cervical carcinogenesis by 473
accurately identifying integration breakpoints. Our novel technique could be easily applied to 474
studying other viral integrations like retroviral, Adenovirus associated and Human Herpes-viral 475
integration events. In addition to mapping viral integrations, this method could also be a crucial 476
and a cost effective solution for detecting gene fusions in several cancers. Larger cohort studies 477
are further required to explore the clinical significance of this method and translate it to 478
diagnostics or companion diagnostic solutions. 479
AUTHORS’ CONTRIBUTIONS 480
PP and RD conceived the project. PP, NM, RS and RD designed the experiments and wrote the 481
manuscript with inputs from all authors. PP and AS2 performed the experiments along with 482
nanopore sequencing. NM, AS1, SM and RS performed nanopore and WGS data analysis. SL 483
and KS assisted in sample characterization and clinical data compilation. DH and MR helped 484
with important inputs to the study design and critical review of the manuscript. RD and RS 485
supervised the study. All authors reviewed and approved the submitted version of the 486
manuscript. 487
ACKNOWLEDGMENTS 488
PP would like to acknowledge the support from Senior Research Fellowship (SRF-Direct) 489
(CSIRAWARD/SRF-DIRECT2024/15079) awarded by Council for Scientific and Industrial 490
Research (CSIR), Ministry of Science & Technology, Government of India. NM would like to 491
acknowledge support from NCBS-TIFR and the Shyama Prasad Mukherjee Fellowship (SPMF) 492
awarded by Council for Scientific and Industrial Research (CSIR), Ministry of Science & 493
Technology, Government of India. RD would like to acknowledge faculty seed money support 494
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from Manipal Academy of Higher Education, Manipal, Karnataka, India. RD and MR would like 495
to acknowledge the support and fruitful discussions through the Global Cancer Consortium 496
(https://glocacon.org/). 497
FUNDING STATEMENT 498
This study was majorly supported by the Department of Biotechnology, Government of India, 499
Ramalingaswami Fellowship (BT/RLF/Re-entry/21/2018) given to RD. RS would like to 500
acknowledge funding support from the NCBS-TIFR and the DBT/Wellcome Trust India 501
Alliance Fellowship [grant number IA/I/20/1/504928]. 502
CONFLICT OF INTEREST STATEMENT 503
The authors declare no conflict of interest. 504
DATA AVAILABILITY STATEMENT 505
The data that support the findings of this study are available from the corresponding author upon 506
reasonable request. 507
ETHICS STATEMENT 508
Ethical approval for the study was obtained from the Institutional Ethical Committee, Manipal 509
Academy of Higher Education (IEC No: 774/2019). This study was also registered as an 510
observational study with Clinical Trials Registry – India with the number CTRI/2020/01/022862. 511
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638
Table 1: Demographic details of patients and comparison of breakpoint obtained by 639
Illumina WGS and Nanopore sequencing 640
Sl No. Patient
ID
Age Stage
of
Cancer
Histology Integration
in Human
HPV
type &
Break-
points
Illumina
WGS
Nanopore
Sequencing
Sanger
Sequencing
1 P1 42 IB3 SCC Chr 14:
68500410
(RAD51B
gene)
HPV
18 (L1)
Yes Yes Yes
2 P2 42 IIIC1 SCC Chr 3:
148344900;
148384643
LINC02046
RP11-
455G2.1
HPV
16
(L2,E6
)
Yes Yes Yes
.CC-BY-NC-ND 4.0 International licenseavailable under a
(which was not certified by peer review) is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made
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3 P3 42 IIB SCC Chr 4:
73657890;
73718402
(Intergenic)
HPV
16
(L2,E1
)
Yes Yes Yes
4 P4 43 IIB SCC Chr2:
145528039;
145678400
(Intergenic)
RP11-
707K3.1
HPV
16
(E1,
E2)
Yes Yes Yes
5 P5 45 IIB SCC Chr 4:
73657890;
73718402
(Intergenic)
HPV16
(L2,
E1)
Yes Yes Yes
Footnote: SCC: Squamous Cell Carcinoma 641
642
643
644
645
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Table 2: Cost analysis for MinION Nanopore sequencing using PCR enrichment method 646
Nanopore Sequencing Cost (in US$) Total Units Cost per run (in US $)
PCR 148.9 250 0.6
C-tailing (Terminal
Transferase NEB)
213.65 500 0.4
Magnetic beads for
purification HighPrep PCR
123.77 125 (40ul per
reaction)
5.0 (5 times per run)
Minion Flowcell R9.4.1 FLO-
MIN106D
1,081.16 4 runs per flow
cell
270.3
Ligation Sequencing and
adapter ligation (SQK-
LSK109 kit)
907.46 6 151.2
Barcoding (PCR Barcoding
Expansion 1-12)
454.74 6 75.8
Flowcell Priming (EXP-
FLP002)
155.73 6 26.0
Flowcell Wash (EXP-
WSH004)
99 6 16.5
Total Cost
545.8
Cost per sample
54.6
647
648
649
650
651
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Supplementary Table 1: Primers used for Single Primer Enrichment 652
Sl No. Primer Name Primer Sequence (5’-3’) Primer size
1 HPV16E6FOR1 TATGCACAGAGCTGCAAACA 20
2 HPV16E6REV1 GCAAAGTCATATACCTCACGTC 22
3 HPV16E6FOR2 CGGTCGATGTATGTCTTGTT 20
4 HPV 16 E6REV2 CTGGGTTTCTCTACGTGTTC 20
5 HPV16E7REV1 ACAAAGCACACACGTAGACA 20
6 HPV16 E7 F Int TGCAACCAGAGACAACTGAT 20
7 HPV16 E7 R Int TGTCTACGTGTGTGCTTTGT 20
8 HPV16E1REV1 GCGTTGTTTACTGCACAGGA 20
9 HPV16E1REV2 TGCGATTGGTGTATTGCTGC 20
10 HPV16E1REV3 TGATGGAGGTGATTGGAAGCA 21
11 HPV16E1REV5 TGGTACAGATTCTAGGTGGCC 21
12 HPV16E2FOR1 AGTACAGACCTACGTGACCA 20
13 HPV16E2REV1 GGCTAACGTCTTGTAATGTCCA 22
14 HPV16E2FOR2 AAACCCCTGCCACACCACTA 20
15 HPV16E2REV2 TGTCCTGTCCAATGCCATGT 20
16 HPV16E2FOR3 TGCCAACGTTTAAATGTGTG 20
17 HPV16 E2REV3 CGCATGAACTTCCCATACTT 20
18 HPV16L2FOR1 TTGGAACAGGGTCGGGTACA 20
19 HPV 16 L2REV1 CAGATGGTACCGGGGTTGTA 20
20 HPV16L2FOR2 GTCGCACAACACAACAGGTT 20
21 HPV16L1FOR1 CGGATGAATATGTTGCACGC 20
22 HPV16L1REV1 GATCCTTTGCCCCAGTGTTC 20
23 HPV16L1FOR2 CTGGCTTTGGTGCTATGGAC 20
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24 HPV16L1REV2 AGGTGCTGGAGGTGTATGTT 20
25 HPV18E6FOR1 ATGGCGCGCTTTGA 14
26 HPV18E6REV1 CTGTAAGTTCCAATACTGTCTTG 23
27 HPV18E7FOR1 TGCATGGACCTAAGGCAAC 19
28 HPV18E7REV1 CACGGACACACAAAGGACAG 20
29 HPV18E7FOR2 GACATTGTATTGCATTTAGAGCC 23
30 HPV18E7REV2 CCATTGTGTGACGTTGTGG 19
31 HPV18E1FOR1 CCACCAAAATTGCGAAGTAGTG 22
32 HPV18E1FOR2 TGTGGACCAGCAAATACAGG 20
33 HPV18E1REV1 ACGGAGGCTATAGACAACG 19
34 HPV18E2REV1 ACGTGGGAAGTACATTTTGGG 21
35 HPV18E2FOR2 ATGTGCAGTACCAGTGACGA 20
37 HPV18L2FOR1 TGGCACGTCTGGGTTTGATA 20
38 HPV18L2FOR2 TGCTTTAACATCCAGGCGTG 20
39 HPV18L2REV1 AGGGTCCATGTCATCTGCAT 20
40 HPV18L1FOR1 ACCTCTGTATGGCCCATTGT 20
41 HPV18L1REV1 AATATGGATTACCAACAGTTAATA
A
25
42 HPV18L1REV2 TCACCATCTTCCAAAACTGTGT 23
43 GP5+ TTTGTTACTGTGGTAGATACTAC 23
44 GP6+ GAAAAATAAACTGTAAATCATATT
C
25
653
654
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Supplementary Table 2: List of primers used for validation of breakpoints in cervical cancer 655
samples 656
Sl No. Primer Name Primer Sequence (5’-3’) Primer size
1 P1-F GGACCAAGGAAGTTCAATCAGA 22
2 P1-R TTAGCCCAGTGTTCCCCAAT 20
3 P2(1)-F CCCTGCTTTTATAACCACTCCC 22
4 P2(1)-R AGGCCCCTCACCAATCTGA 19
5 P2(2)-F GCTTTTCTTGCACTCAGTAATGT 23
6 P2(2)-R CGAATGTCTACGTGTGTGCT 20
7 P3/P5(1)-F TCTATGTGAACGGGAACTCTTT 22
8 P3/P5 (1)-R TGGTACCGGGGTTGTAGAAG 20
9 P3/P5 (2)-F CCCTCACACAACTTGCACAA 20
10 P3/P5 (2)-R CAATGGGCCTACGATAATGACA 22
11 P4(1)-F ATATGTTCTCCTGGGGCCTG 20
12 P4(1)-R GGCCACCTAGAATCTGTACCA 21
13 P4(2)-F AAACCCCTGCCACACCACTA 20
14 P4(2)-R GCAAGGCTGACGTAAAGGAT 20
657
658
659
660
661
662
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Supplementary Table 3: List of primers used for qRTPCR 663
Gene and Primer
name
Primer Sequence
Product
Size (bp)
ZFP36L1 F TCTGCCACCATCTTCGACTT
151
ZFP36L1 R GGGTGACTGAGTGCCTCC
RAD51B F GCACAAAGGTCTGCTGATTTC 182
RAD51B R CCCATGTTGGT GGGTAATGT
CXCL8 F CTCTCTTGGCAGCCTTCCT 155
CXCL8 R TGGTCCACTCTCAATCACTCT
CPB1 F GTTGGCACTCTTGGTTCTGG
132
CPB1 R GCCAACTCGCGGATTATGTT
CPA3 F CCTGTGGGTTTGATTGCTACC
118
CPA3 R TGGCCAAGTCCTTTATGATGTC
MTHFD2L F AGAAGCACAGCA CCCTCC
152
MTHFD2L R GATTCCACACCTCGCTGTAT
Ankrd17 F TCATCATCACCAGTGGTTTCTTC 181
Ankrd17 R TGTTGATGACTGAAAAGCCAATG
RASSF6 F ACGTCTTCTCCAGCAAAGGA 209
RASSF6 R CAGAGCTGCTTCACTCATGG
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ALB F TCTCTTCTGTCAACCCCACA
127
ALB R CTCTTGTGTGCATCTCGACG
GAPDH F CGACCACTTTGTCAAGCTCA 150
GAPDF R GAGGGTCTCTCTCTTCCTCT
664
Figure legends 665
Figure 1: Schematic representation of Single primer extension method 666
(A) Denaturation and hybridization of a single HPV-specific primer to the HPV sequence in the 667
integrated region was followed by single Primer extension by a DNA polymerase; (B) HPV- 668
specific single-stranded extended copies of the target DNA template molecules were then polyC-669
tailed using terminal transferase (TdT); (C) HPV-specific single primer-extended, polyC-tailed 670
ssDNA molecules were then selectively amplified in second round extension with PolyG reverse 671
primer tagged with sequencing adapter; (D) These products were used for library preparation for 672
using adapter-specific primers: complementary to sequencing adapters. (E) Nanopore sequencing 673
was performed and the sequences were analysed for identifying HPV-human integration sites. 674
Created in BioRender. Genetics, M. (2024) BioRender.com/l69i229 675
676
Figure 2: Circos plot illustrating the chimeras between the HPV genome (specific gene) with 677
specific human chromosomes A. Illustrating chimera of HPV 18 with HeLa cell line (in 678
Chromosome 8) and Patient P1 (in Chromosome 14); B. Illustrating chimera of HPV 16 with 679
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SiHa cell line (in Chromosome 13), Patient P2 (in Chromosome 3), Patient P3 (in Chromosome 680
4), Patient P4 (in Chromosome 2) and Patient P5 (in Chromosome 4). 681
682
Figure 3: Relative expression of genes associated with HPV integration with respect to their 683
TAD domains. A) Relative gene expression of ZFP36L1 and RAD51B. B) Relative gene 684
expression of CPB1 and CPA3. C) Relative gene expression of CXCL8, D) Relative gene 685
expression of ALB, RASSF6, ANKRD17 and MTHFD2L. 686
687
Supplementary figure 1: Depiction of HPV-human junction breakpoints in HPV-positive cell 688
line along with validation with Sanger sequencing. A. HeLa cell line; B. SiHa cell line 689
690
Supplementary figure 2: Depiction of HPV-human junction breakpoints in five HPV-positive 691
cervical cancer patients in the study along with validation with Sanger sequencing. A. Patient P1; 692
B. Patient P2; C. Patient P3; D. Patient P4; E. Patient P5 693
694
Supplementary figure 3: UCSC genome browser views of the HPV integration site in the 695
cervical cancer patient P1. Integration regions as detected by the ViFi algorithm are denoted as 696
red highlighted regions. RAD51B and ZFP36L1 genes were selected for expression analysis. 697
Tracks shown include TAD coordinates from the HeLa and NHEK cell lines, gene transcripts, 698
H3K27Ac marks indicative of cis regulatory elements, and promoter-enhancer interaction loops 699
from the GeneHancer database. 700
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Supplementary figure 4: UCSC genome browser views of the HPV integration site in the 701
cervical cancer patient P2. Integration regions as detected by the ViFi algorithm are denoted as 702
red highlighted regions. CPB1 and CPA3 genes were selected for expression analysis. Tracks 703
shown include TAD coordinates from the HeLa and NHEK cell lines, gene transcripts, 704
H3K27Ac marks indicative of cis regulatory elements, and promoter-enhancer interaction loops 705
from the GeneHancer database. 706
707
Supplementary figure 5: UCSC genome browser views of the HPV integration site in the 708
cervical cancer patient P3 and P5. CXCL8, RASSF6, ANKRD17-DT, MTHFD2L and ALB 709
genes were selected for expression analysis. Integration regions as detected by the ViFi 710
algorithm are denoted as red highlighted regions. Tracks shown include TAD coordinates from 711
the HeLa and NHEK cell lines, gene transcripts, H3K27Ac marks indicative of cis regulatory 712
elements, and promoter-enhancer interaction loops from the GeneHancer database. 713
714
Supplementary figure 6: UCSC genome browser views of the HPV integration site in the 715
cervical cancer patient P4. No genes were selected for expression analysis. Integration regions as 716
detected by the ViFi algorithm are denoted as red highlighted regions. Tracks shown include 717
TAD coordinates from the HeLa and NHEK cell lines, gene transcripts, H3K27Ac marks 718
indicative of cis regulatory elements, and promoter-enhancer interaction loops from the 719
GeneHancer database. 720
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