Evidence map›Paper›PMID 35726553›Full record

ArticleMolecular carcinogenesis2022

Transcriptional and metabolic remodeling in clear cell renal cell carcinoma caused by ATF4 activation and the integrated stress response (ISR).

Johannes C van der Mijn, Qiuying Chen, Kristian B Laursen, Francesca Khani, Xiaofei Wang, Princesca Dorsaint, Andrea Sboner, Steven S Gross, David M Nanus, Lorraine J Gudas

Open access · greenAbstract read
In one paragraph

Article in Molecular carcinogenesis, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers.

0numbers the graph read from it
0cells of the map it votes in
20citing papers in PubMed
2.5field-weighted citation impact, top 11% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

20 citing papers in PubMed, 24 citations in OpenAlex.

  1. Review
  2. Article
  3. Review
  4. Review
  5. ATF4 in proximal tubules modulates kidney function and modifies the metabolome.Journal of molecular medicine (Berlin, Germany) · 2025
    Article
  6. Article
  7. Review
  8. Review
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  10. Article
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  19. Article
  20. Retinoid metabolism: new insights.Journal of molecular endocrinology · 2022
    Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors at 2 institutions in 1 country.

Johannes C van der MijnDepartment of Pharmacology, Weill Cornell Medicine, New York, New York, USA.
Qiuying ChenDepartment of Pharmacology, Weill Cornell Medicine, New York, New York, USA.
Kristian B LaursenDepartment of Pharmacology, Weill Cornell Medicine, New York, New York, USA.
Francesca KhaniDepartment of Pathology and Laboratory Medicine, Weill Cornell Medicine, New York, New York, USA.
Xiaofei WangDepartment of Physiology and Biophysics, Weill Cornell Medicine, New York, New York, USA.
Princesca DorsaintDepartment of Physiology and Biophysics, Weill Cornell Medicine, New York, New York, USA.
Andrea SbonerDepartment of Pathology and Laboratory Medicine, Weill Cornell Medicine, New York, New York, USA.
Steven S GrossDepartment of Pharmacology, Weill Cornell Medicine, New York, New York, USA.
David M NanusDepartment of Medicine, Division of Hematology and Medical Oncology, Weill Cornell Medicine, New York, New York, USA.
Lorraine J GudasDepartment of Pharmacology, Weill Cornell Medicine, New York, New York, USA.ORCID 0000-0003-3115-4777
Cornell University · USNewYork–Presbyterian Hospital · US

Funding

Risk Genes and Environment Interactions in NTDsP01HD067244 · NICHD · WEILL MEDICAL COLL OF CORNELL UNIV · PI ROSS, MARGARET ELIZABETH · 2011 to 2020
$12.6M
CANCER PHARMACOLOGYT32CA062948 · NCI · WEILL MEDICAL COLL OF CORNELL UNIV · PI LORRAINE J GUDAS · 1994 to 2026
$12.1M
Gene Nutrient Interactions in Kidney FunctionR01DK113088 · NIDDK · WEILL MEDICAL COLL OF CORNELL UNIV · PI GUDAS, LORRAINE J · 2018 to 2025
$3.7M
Metabolic remodeling of skeletal muscle in mitochondrial myopathiesR01AR076029 · NIAMS · WEILL MEDICAL COLL OF CORNELL UNIV · PI CHEN, QIUYING, D'AURELIO, MARILENA · 2020 to 2024
$2.7M
NCI NIH HHS T32 CA062948NIAMS NIH HHS R01 AR076029NICHD NIH HHS P01 HD067244NIDDK NIH HHS R01 DK113088
6 · The paper itself

Abstract

Research has shown extensive metabolic remodeling in clear cell renal cell carcinoma (ccRCC), with increased glutathione (GSH) levels. We hypothesized that activating transcription factor-4 (ATF4) and the integrated stress response (ISR) induce a metabolic shift, including increased GSH accumulation, and that Vitamin A deficiency (VAD), found in ccRCCs, can also activate ATF4 signaling in the kidney. To determine the role of ATF4, we used publicly available RNA sequencing (RNA-seq) data sets from The Cancer Genomics Atlas. Subsequently, we performed RNA-seq and liquid chromatography-mass spectrometry-based metabolomics analysis of the murine TRAnsgenic Cancer of the Kidney (TRACK) model for early-stage ccRCC. To validate our findings, we generated RCC4 cell lines with ATF4 gene edits (ATF4-knockout [KO]) and subjected these cells to metabolic isotope tracing. Analysis of variance, the two-sided Student's t test, and gene set enrichment analysis were used (p < 0.05) to determine statistical significance. Here we show that most human ccRCC tumors exhibit activation of the transcription factor ATF4. Activation of ATF4 is concomitant with enrichment of the ATF4 gene set and elevated expression of ATF4 target genes ASNS, ALDH1L2, MTHFD2, DDIT3 (CHOP), DDIT4, TRIB3, EIF4EBP1, SLC7A11, and PPP1R15A (GADD34). Transcript profiling and metabolomics analyses show that activated hypoxia-inducible factor-1α (HIF1α) signaling in our TRACK ccRCC murine model also induces an ATF4-mediated ISR. Notably, both normoxic HIF1α signaling in TRACK kidneys and VAD in wild-type kidneys diminish amino acid levels, increase ASNS, TRIB3, and MTHFD2 messenger RNA levels, and increase levels of lipids and GSH. By metabolic isotope tracing in human RCC4 kidney cancer parental and ATF4 gene-edited (ATF4-KO) cell lines, we show that ATF4 increases GSH accumulation in part via activation of the mitochondrial one-carbon metabolism pathway. Our results demonstrate for the first time that activation of ATF4 enhances GSH accumulation, increases purine and pyrimidine biosynthesis, and contributes to transcriptional and metabolic remodeling in ccRCC. Moreover, constitutive HIF1α expressed only in murine kidney proximal tubules activates ATF4, leading to the metabolic changes associated with the ISR. Our data indicate that HIF1α can promote ccRCC via ATF4 activation. Moreover, lack of Vitamin A in the kidney recapitulates aspects of the ISR.

Indexed as

Carcinoma, Renal CellKidney NeoplasmsActivating Transcription Factor 4AnimalsCell Line, TumorGlutathioneHumansMiceSignal TransductionTranscription, GeneticActivating Transcription Factor 4ATF4 protein, humanGlutathioneglutathioneHIFkidney cancernutritionretinoids

Identifiers

PMID35726553
PMCPMC9378514
OpenAlexW4283213889

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.