Distinct Classes of Complex Structural Variation Uncovered across Thousands of Cancer Genome Graphs.

Cancer genomes often harbor hundreds of somatic DNA rearrangement junctions, many of which cannot be easily classified into simple (e.g., deletion) or complex (e.g., chromothripsis) structural variant classes. Applying a novel genome graph computational paradigm to analyze the topology of junction copy number (JCN) across 2,778 tumor whole-genome sequences, we uncovered three novel complex rearrangement phenomena: pyrgo, rigma, and tyfonas. Pyrgo are "towers" of low-JCN duplications associated with early-replicating regions, superenhancers, and breast or ovarian cancers. Rigma comprise "chasms" of low-JCN deletions enriched in late-replicating fragile sites and gastrointestinal carcinomas. Tyfonas are "typhoons" of high-JCN junctions and fold-back inversions associated with expressed protein-coding fusions, breakend hypermutation, and acral, but not cutaneous, melanomas. Clustering of tumors according to genome graph-derived features identified subgroups associated with DNA repair defects and poor prognosis.

Long-molecule scars of backup DNA repair in BRCA1- and BRCA2-deficient cancers.

Homologous recombination (HR) deficiency is associated with DNA rearrangements and cytogenetic aberrations1. Paradoxically, the types of DNA rearrangements that are specifically associated with HR-deficient cancers only minimally affect chromosomal structure2. Here, to address this apparent contradiction, we combined genome-graph analysis of short-read whole-genome sequencing (WGS) profiles across thousands of tumours with deep linked-read WGS of 46 BRCA1- or BRCA2-mutant breast cancers. These data revealed a distinct class of HR-deficiency-enriched rearrangements called reciprocal pairs. Linked-read WGS showed that reciprocal pairs with identical rearrangement orientations gave rise to one of two distinct chromosomal outcomes, distinguishable only with long-molecule data. Whereas one (cis) outcome corresponded to the copying and pasting of a small segment to a distant site, a second (trans) outcome was a quasi-balanced translocation or multi-megabase inversion with substantial (10 kb) duplications at each junction. We propose an HR-independent replication-restart repair mechanism to explain the full spectrum of reciprocal pair outcomes. Linked-read WGS also identified single-strand annealing as a repair pathway that is specific to BRCA2 deficiency in human cancers. Integrating these features in a classifier improved discrimination between BRCA1- and BRCA2-deficient genomes. In conclusion, our data reveal classes of rearrangements that are specific to BRCA1 or BRCA2 deficiency as a source of cytogenetic aberrations in HR-deficient cells.

Dose-volume factors correlating with trismus following chemoradiation for head and neck cancer.

BACKGROUND: To investigate the dose-volume factors in mastication muscles that are implicated as possible causes of trismus in patients following treatment with intensity-modulated radiotherapy (IMRT) and concurrent chemotherapy for head and neck cancers. MATERIAL AND METHODS: All evaluable patients treated at our institution between January 2004 and April 2009 with chemotherapy and IMRT for squamous cell cancers of the oropharynx, nasopharynx, hypopharynx or larynx were included in this analysis (N = 421). Trismus was assessed using CTCAE 4.0. Bi-lateral masseter, temporalis, lateral pterygoid and medial pterygoid muscles were delineated on axial computed tomography (CT) treatment planning images, and dose-volume parameters were extracted to investigate univariate and multimetric correlations. RESULTS: Forty-six patients (10.9%) were observed to have chronic trismus of grade 1 or greater. From analysis of baseline patient characteristics, toxicity correlated with primary site and patient age. From dose-volume analysis, the steepest dose thresholds and highest correlations were seen for mean dose to ipsilateral masseter (Spearman's rank correlation coefficient Rs = 0.25) and medial pterygoid (Rs = 0.23) muscles. Lyman-Kutcher-Burman modeling showed highest correlations for the same muscles. The best correlation for multimetric logistic regression modeling was with V68Gy to the ipsilateral medial pterygoid (Rs = 0.29). CONCLUSION: Chemoradiation-induced trismus remains a problem particularly for patients with oropharyngeal carcinoma. Strong dose-volume correlations support the hypothesis that limiting dose to the ipsilateral masseter muscle and, in particular, the medial pterygoid muscle may reduce the likelihood of trismus.

A multi-institution pooled analysis of gastrostomy tube dependence in patients with oropharyngeal cancer treated with definitive intensity-modulated radiotherapy.

BACKGROUND: Severe swallowing dysfunction necessitating enteral support is a well known late sequela of nonsurgical therapy for oropharyngeal cancer, but its incidence after intensity-modulated radiotherapy has not been quantified comprehensively outside of small single-institution series. METHODS: This was a multi-institution, institutional review board-approved, retrospective study. Consecutive patients with oropharyngeal squamous cell carcinoma who had received definitive intensity-modulated radiotherapy from 1998 to 2011 were identified from 3 academic centers. RESULTS: In total, 2315 patients were included. The American Joint Committee on Cancer staging distribution was as follows: stage I, 2.1%; stage II, 4.4%; stage III, 14.7%; and stage IV, 77.3%. Among 1459 patients (63%) who received a gastrostomy tube (g-tube), placement was prophylactic in 52% and reactive in 48%. Among patients with stage III and IV disease, 58% received concurrent chemotherapy. The median follow-up was 43.7 months (range, 0.1-164 months). The g-tube dependence rate was 7% at 1 year and 3.7% at 2 years. Among 1238 patients with stage III and IV disease who received concurrent chemotherapy, the 1-year and 2-year rates of g-tube dependence were 8.6% and 4.4%, respectively. The 1-year g-tube dependence rate was 5% for patients with stage I and II disease; 5.2% for patients with stage III and IV, T1-T2/N0-N2 disease; and 10.1% for patients with stage III and IV, T3-T4 or N3 disease. On multivariate analysis, advanced age (odds ratio [OR], 1.066; P<.001), greater number of smoking pack-years (OR, 1.008; P=.04), advanced N-category (OR, 1.13; P=.049), and receipt of cytotoxic chemotherapy (OR, 2.26; P=.02) were predictive of g-tube dependence at 1 year. CONCLUSIONS: This multi-institution series of 2315 patients treated at 3 institutions demonstrates that modern nonsurgical therapy for oropharyngeal cancer is associated with a low rate of long-term g-tube dependence.

Long-term regional control in the observed neck following definitive chemoradiation for node-positive oropharyngeal squamous cell cancer.

Traditionally, patients treated with chemoradiotherapy for node-positive oropharyngeal squamous cell carcinoma (N+ OPSCC) have undergone a planned neck dissection (ND) after treatment. Recently, negative post-treatment positron-emission tomography (PET)/computed tomography (CT) imaging has been found to have a high negative predictive value for the presence of residual disease in the neck. Here, we present the first comprehensive analysis of a large, uniform cohort of N+ OPSCC patients achieving a PET/CT-based complete response (CR) after chemoradiotherapy, and undergoing observation, rather than ND. From 2002 to 2009, 302 patients with N+ OPSCC treated with 70 Gy intensity-modulated radiation therapy and concurrent chemotherapy underwent post-treatment clinical assessment including PET/CT. CR was defined as no evidence of disease on clinical examination and post-treatment PET/CT. ND was reserved for patients with

Most large structural variants in cancer genomes can be detected without long reads.

Short-read sequencing is the workhorse of cancer genomics yet is thought to miss many structural variants (SVs), particularly large chromosomal alterations. To characterize missing SVs in short-read whole genomes, we analyzed 'loose ends'-local violations of mass balance between adjacent DNA segments. In the landscape of loose ends across 1,330 high-purity cancer whole genomes, most large (>10-kb) clonal SVs were fully resolved by short reads in the 87% of the human genome where copy number could be reliably measured. Some loose ends represent neotelomeres, which we propose as a hallmark of the alternative lengthening of telomeres phenotype. These pan-cancer findings were confirmed by long-molecule profiles of 38 breast cancer and melanoma cases. Our results indicate that aberrant homologous recombination is unlikely to drive the majority of large cancer SVs. Furthermore, analysis of mass balance in short-read whole genome data provides a surprisingly complete picture of cancer chromosomal structure.

Radiation field design and regional control in sentinel lymph node-positive breast cancer patients with omission of axillary dissection.

BACKGROUND: Randomized data suggest that axillary clearance is not necessary in select, clinically lymph node-negative women with positive sentinel lymph node (SLN) biopsies (SLNBs) who undergo breast-conserving surgery or receive whole-breast radiotherapy and systemic therapy. The additional value of axillary radiotherapy in these patients is unknown. METHODS: The authors identified 326 patients with positive SLNBs who underwent breast-conserving surgery without axillary lymph node dissection from 1997 to 2009. SLN tumor deposits measured ≤0.2 mm in 58% of patients, 0.3 to 2.0 mm in 35% of patients, and >2 mm in 7% Patients. Ninety-three percent of patients received adjuvant radiotherapy. Radiation fields were categorized as standard tangents, high tangents, comprehensive (tangents plus supraclavicular), or partial breast to reflect coverage of the axilla. Standard tangents included both prone and supine positions. Regional failure was defined as recurrence in the ipsilateral supraclavicular, axillary, or internal mammary lymph nodes. RESULTS: The median follow-up was 55 months (range, 1-158 months). The 4-year rates of regional control, local control, disease-free survival, and overall survival were 99%, 98%, 95%, and 91%, respectively. Three patients had regional recurrences. Two of those patients received adjuvant radiotherapy with standard supine tangents, and 1 patient did not receive radiotherapy. No regional recurrences occurred among 66 patients who received radiotherapy in the prone position. CONCLUSIONS: Regional control was high (99% at 4 years) in patients who had low-volume SLN disease who did not undergo axillary dissection, regardless of whether the axilla was irradiated. Whole-breast radiation alone, including in the prone position, is sufficient treatment after breast-conserving surgery for select patients with tumor-containing SLNs who omit axillary dissection.

Percutaneous endoscopic gastrostomy in oropharyngeal cancer patients treated with intensity-modulated radiotherapy with concurrent chemotherapy.

BACKGROUND: The clinical benefit of routine placement of prophylactic percutaneous endoscopic gastrostomy (pPEG) tubes was assessed in patients with oropharyngeal cancer (OPC) who are undergoing intensity-modulated radiotherapy (IMRT) with concurrent chemotherapy. METHODS: From 1998 through 2009, 400 consecutive patients with OPC who underwent chemoradiation were included. Of these, 325 had a pPEG and 75 did not (nPEG). Weight and albumin change from baseline to mid-IMRT, end of IMRT, 1 month post-IMRT, and 3 months post-IMRT were evaluated. The treating physicians prospectively recorded acute and late toxicities. RESULTS: Significantly lower absolute weight loss at end of IMRT (6.80 kg vs 8.38 kg, P = .007), 1 month post-IMRT (9.06 kg vs 11.33 kg, P = .006), and 3 months post-IMRT (11.10 kg vs 13.09 kg, P = .044) was noted in the pPEG versus nPEG groups. This benefit in reduction of percent weight loss was consistently significant only among patients with BMI < 25. Significant differences were noted in hospital admission rate (15.1% vs 26.7%, P = .026) and volume of nonchemotherapy hydration (8.9 liters vs 17.2 liters, P = .004). There were no differences in percent albumin change, acute dysphagia, acute mucositis, acute xerostomia, chronic dysphagia, radiation treatment duration, and overall survival. Multivariate analysis noted age >55 years (P < .001), female sex (P < .001), and T3/4 category disease (P < .001) were significantly associated with prolonged PEG use. CONCLUSIONS: Although pPEG reduced absolute and percent weight loss and need for hospitalizations in our cohort of patients with OPC undergoing chemoradiation, no differences were noted in radiation treatment duration, toxicity, and overall survival. Prolonged PEG use correlated with age >55 years, female sex, and T3/T4 tumors.

Time course and predictors for cancer-related fatigue in a series of oropharyngeal cancer patients treated with chemoradiation therapy.

BACKGROUND: Cancer-related fatigue (CRF) is a highly prevalent and underestimated symptom in cancer patients. This study aims to analyze CRF solely in a cohort of oropharyngeal cancer patients who underwent treatment with radiotherapy (RT). METHODS: In January 2008 to June 2010, 87 consecutive oropharyngeal carcinoma patients underwent definitive RT. Concurrent chemotherapy was used for 94% of patients. The median prescription dose to the planning target volume of the gross or clinical tumor volume was 70 Gy for definitive cases (n = 84) and 66 Gy for postoperative cases (n = 3), both delivered over 6.5 weeks. A normalized 12-point numeric rating scale assessed CRF from patient visits before, during, and after RT. RESULTS: The median follow-up of living patients was 14 months. Fatigue peaked 1-2 weeks post-RT and remained higher than baseline for up to 2 years post-RT in 50% of patients. The average fatigue score at the time of completion of therapy or maximum thereafter up to 1 year post-RT was significantly worse than baseline. Patients who experienced pain had a trend toward significance with association for a higher maximum difference in fatigue from baseline. Karnofsky performance status score, weight change, and mood disorders did not correlate with CRF. CONCLUSIONS: Fatigue was a common treatment-related symptom in this uniform cohort of patients with oropharyngeal cancer. RT was highly correlated with worsening of CRF. Pain control has the potential to help mitigate CRF in patients experiencing pain, and will need to be confirmed using larger datasets.

Characteristics and outcomes of sentinel node-positive breast cancer patients after total mastectomy without axillary-specific treatment.

PURPOSE: Regional failure rates are low in patients with a positive sentinel lymph node biopsy (SLNB) who undergo breast-conserving therapy without axillary lymph node dissection (ALND). The applicability of these findings to total mastectomy (TM) patients is not established. Our aims were to evaluate the characteristics and outcomes of SLNB-positive TM patients who did not receive axillary-specific treatment and to compare them to similar patients who underwent breast-conserving surgery (BCS). METHODS: A total of 535 patients with early-stage breast cancer who underwent definitive breast surgery (210 TM, 325 BCS), had a positive SLNB and did not receive ALND between 1997 and 2009 were identified from an institutional database. Characteristics and outcomes were compared between the TM and BCS groups. RESULTS: Most patients had stage I to IIA, estrogen receptor-positive, progesterone receptor-positive, Her2-negative invasive ductal carcinoma, with minimal nodal disease. Compared to the BCS group, TM patients were younger, had larger tumors, had higher nomogram scores predicting additional axillary disease and were more likely to receive chemotherapy. Ninety-four percent of the BCS cohort and 5 % of the TM cohort received adjuvant radiotherapy. At a median follow-up of 57.8 months, the 4-year local, regional and distant failure rates were 1.7, 1.2 and 0.7 % in the TM group and 1.4, 1.0 and 3.7 % in the BCS group. The 4-year disease-free and overall survival rates were 94.8 and 97.8 % in the TM group and 90.1 and 92.6 % in the BCS group. CONCLUSIONS: Early-stage breast cancer patients with minimal sentinel node disease experience excellent outcomes without ALND, whether they undergo BCS or TM.

ATM Germline-Mutated Gastroesophageal Junction Adenocarcinomas: Clinical Descriptors, Molecular Characteristics, and Potential Therapeutic Implications.

BACKGROUND: Gastroesophageal junction (GEJ) adenocarcinoma is a rare cancer associated with poor prognosis. The genetic factors conferring predisposition to GEJ adenocarcinoma have yet to be identified. METHODS: We analyzed germline testing results from 23 381 cancer patients undergoing tumor-normal sequencing, of which 312 individuals had GEJ adenocarcinoma. Genomic profiles and clinico-pathologic features were analyzed for the GEJ adenocarcinomas. Silencing of ATM and ATR was performed using validated short-interfering RNA species in GEJ, esophageal, and gastric adenocarcinoma cell lines. All statistical tests were 2-sided. RESULTS: Pathogenic or likely pathogenic ATM variants were identified in 18 of 312 patients (5.8%), and bi-allelic inactivation of ATM through loss of heterozygosity of the wild-type allele was detected in all (16 of 16) samples with sufficient tumor content. Germline ATM-mutated GEJ adenocarcinomas largely lacked somatic mutations in TP53, were more likely to harbor MDM2 amplification, and harbored statistically significantly fewer somatic single nucleotide variants (2.0 mutations/Mb vs 7.9 mutations/Mb; P < .001). A statistically significantly higher proportion of germline ATM-mutated than ATM-wild-type GEJ adenocarcinoma patients underwent a curative resection (10 [100%] vs 92 [86.8%], P = .04; Fisher's exact test.), A synthetic lethal interaction between short-interfering RNA silencing of ATM and ATR was observed in the models analyzed. CONCLUSIONS: Our results indicate that germline pathogenic variants in ATM drive oncogenesis in GEJ adenocarcinoma and might result in a distinct clinical phenotype. Given the high prevalence of germline ATM-mutated GEJ adenocarcinomas, genetic testing for individuals with GEJ adenocarcinomas may be considered to better inform prognostication, treatment decisions, and future cancer risk.

Homologous recombination deficiency: how genomic signatures are generated.

Cancer genomes harbor mutational and structural rearrangements that are jointly shaped by DNA damage and repair mechanisms. Accumulating evidence suggests that genetic alterations in DNA repair-defective tumors reflect the scars caused by the use of backup DNA repair mechanisms needed to maintain cellular viability. Detailed analysis of the patterns of mutations and structural rearrangements present in BRCA1/2-deficient tumors has allowed for the delineation of genomic signatures that reflect alternative repair with inactive homologous recombination (HR). Here we aim to summarize recent advances in the analysis of genomic signatures associated with HR-deficiency and examine recent studies that have shed light on the backup repair mechanisms responsible for genomic scarring in HR-deficient tumors.

Synthetic Lethality in Cancer Therapeutics: The Next Generation.

Synthetic lethality (SL) provides a conceptual framework for tackling targets that are not classically "druggable," including loss-of-function mutations in tumor suppressor genes required for carcinogenesis. Recent technological advances have led to an inflection point in our understanding of genetic interaction networks and ability to identify a wide array of novel SL drug targets. Here, we review concepts and lessons emerging from first-generation trials aimed at testing SL drugs, discuss how the nature of the targeted lesion can influence therapeutic outcomes, and highlight the need to develop clinical biomarkers distinct from those based on the paradigms developed to target activated oncogenes. SIGNIFICANCE: SL offers an approach for the targeting of loss of function of tumor suppressor and DNA repair genes, as well as of amplification and/or overexpression of genes that cannot be targeted directly. A next generation of tumor-specific alterations targetable through SL has emerged from high-throughput CRISPR technology, heralding not only new opportunities for drug development, but also important challenges in the development of optimal predictive biomarkers.

Germline RAD51B variants confer susceptibility to breast and ovarian cancers deficient in homologous recombination.

Pathogenic germline mutations in the RAD51 paralog genes RAD51C and RAD51D, are known to confer susceptibility to ovarian and triple-negative breast cancer. Here, we investigated whether germline loss-of-function variants affecting another RAD51 paralog gene, RAD51B, are also associated with breast and ovarian cancer. Among 3422 consecutively accrued breast and ovarian cancer patients consented to tumor/germline sequencing, the observed carrier frequency of loss-of-function germline RAD51B variants was significantly higher than control cases from the gnomAD population database (0.26% vs 0.09%), with an odds ratio of 2.69 (95% CI: 1.4-5.3). Furthermore, we demonstrate that tumors harboring biallelic RAD51B alteration are deficient in homologous recombination DNA repair deficiency (HRD), as evidenced by analysis of sequencing data and in vitro functional assays. Our findings suggest that RAD51B should be considered as an addition to clinical germline testing panels for breast and ovarian cancer susceptibility.

Pathogenic ATM Mutations in Cancer and a Genetic Basis for Radiotherapeutic Efficacy.

BACKGROUND: Radiation therapy is one of the most commonly used cancer therapeutics but genetic determinants of clinical benefit are poorly characterized. Pathogenic germline variants in ATM are known to cause ataxia-telangiectasia, a rare hereditary syndrome notable for marked radiosensitivity. In contrast, somatic inactivation of ATM is a common event in a wide variety of cancers, but its clinical actionability remains obscure. METHODS: We analyzed 20 107 consecutively treated advanced cancer patients who underwent targeted genomic sequencing as part of an institutional genomic profiling initiative and identified 1085 harboring a somatic or germline ATM mutation, including 357 who received radiotherapy (RT). Outcomes of irradiated tumors harboring ATM loss-of-function (LoF) mutations were compared with those harboring variants of unknown significance. All statistical tests were 2-sided. RESULTS: Among 357 pan-cancer patients who received 727 courses of RT, genetic inactivation of ATM was associated with improved radiotherapeutic efficacy. The 2-year cumulative incidence of irradiated tumor progression was 13.2% vs 27.5% for tumors harboring an ATM LoF vs variant of unknown significance allele, respectively (hazard ratio [HR] = 0.51, 95% confidence interval [CI] = 0.34 to 0.77, P = .001). The greatest clinical benefit was seen in tumors harboring biallelic ATM inactivation (HR = 0.19, 95% CI = 0.06 to 0.60, P = .005), with statistically significant benefit also observed in tumors with monoallelic ATM inactivation (HR = 0.57, 95% CI = 0.35 to 0.92, P = .02). Notably, ATM LoF was highly predictive of outcome in TP53 wild-type tumors but not among TP53-mutant tumors. CONCLUSIONS: We demonstrate that somatic ATM inactivation is associated with markedly improved tumor control following RT. The identification of a radio-sensitive tumor phenotype across multiple cancer types offers potential clinical opportunities for genomically guided RT.

Mutations in BRCA1 and BRCA2 differentially affect the tumor microenvironment and response to checkpoint blockade immunotherapy.

Immune checkpoint blockade (ICB) has improved outcomes for patients with advanced cancer, but the determinants of response remain poorly understood. Here we report differential effects of mutations in the homologous recombination genes BRCA1 and BRCA2 on response to ICB in mouse and human tumors, and further show that truncating mutations in BRCA2 are associated with superior response compared to those in BRCA1. Mutations in BRCA1 and BRCA2 result in distinct mutational landscapes and differentially modulate the tumor-immune microenvironment, with gene expression programs related to both adaptive and innate immunity enriched in BRCA2-deficient tumors. Single-cell RNA sequencing further revealed distinct T cell, natural killer, macrophage, and dendritic cell populations enriched in BRCA2-deficient tumors. Taken together, our findings reveal the divergent effects of BRCA1 and BRCA2-deficiency on ICB outcome, and have significant implications for elucidating the genetic and microenvironmental determinants of response to immunotherapy.

Moving beyond PARP Inhibition in ATM-Deficient Prostate Cancer.

DNA repair defects are found in primary and metastatic prostate cancer. Alterations in the ATM gene are the second most common defect after BRCA2, but their sensitivity to PARP inhibitors has been questioned by recent clinical literature. The work by Rafiei and colleagues in this issue of Cancer Research now supports this observation with genetically engineered cells and quantitative responses. ATR inhibitors have not yet found a clear role in the clinic, but the new work suggests that ATM-deficient cancers may be more vulnerable to ATR inhibition rather than PARP inhibitors, which is a testable hypothesis for clinical trials.See related article by Rafiei et al., p. 2094.

The Landscape of Somatic Genetic Alterations in Breast Cancers from CHEK2 Germline Mutation Carriers.

Pathogenic germline variants in checkpoint kinase 2 (CHEK2), which plays pivotal roles in DNA damage response and cell cycle regulation, confer an increased breast cancer (BC) risk. Here, we investigated the phenotypic and genomic characteristics of 33 BCs from CHEK2 germline mutation carriers (16 high-risk variants and 17 low-risk p.Ile157Thr variants). CHEK2-associated BCs from patients with high-risk germline variants were largely hormone receptor-positive (87%, 13/15), and 81% (13/16) exhibited loss of heterozygosity (LOH) of the CHEK2 wild-type allele. Conversely, CHEK2-associated BCs from patients with the low-risk p.Ile157Thr variant displayed less-frequent loss of heterozygosity (5/17, 29%) and higher levels of CHEK2 protein expression than those with high-risk germline variants. CHEK2-associated BCs lacked a dominant mutational signature 3, a genomics feature of homologous recombination DNA repair deficiency (HRD). Our findings indicate that CHEK2-associated BCs are generally hormone receptor-positive and lack HRD-related mutational signatures, recapitulating the features of ATM-associated BCs. Specific CHEK2 germline variants may have a distinct impact on tumor biology.

A new role for a tumor-suppressing protein.

In addition to its role in preventing tumors, the protein p53 appears to participate in a DNA repair process known as the replication-stress response.

The therapeutic significance of mutational signatures from DNA repair deficiency in cancer.

Cancer is fundamentally a disease of the genome and inherited deficiencies in DNA repair pathways are well established to increase lifetime cancer risk. Computational analysis of pan-cancer data has identified signatures of mutational processes thought to be responsible for the pattern of mutations in any given cancer. These analyses identified altered DNA repair pathways in a much broader spectrum of cancers than previously appreciated with significant therapeutic implications. The development of DNA repair deficiency biomarkers is critical to the implementation of therapeutic targeting of repair-deficient tumors, using either DNA damaging agents or immunotherapy for the personalization of cancer therapy.